diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index f322a65e902a0d0c02f285ad26c65b4ce0f74cbe..e1dd34aa618b96a14a34d555caec83028ecd6f65 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": "20260621T000031Z", - "generated_at": "2026-06-21T00:05:10Z", + "snapshot_id": "20260621T060015Z", + "generated_at": "2026-06-21T06:05:59Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,132 @@ } ] }, + { + "cluster_id": "cluster-46752-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46752.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46752, + "canonical_pr_number": 46753, + "issue_numbers": [ + 46752 + ], + "pr_numbers": [ + 46753, + 46778, + 46789 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46753, + "right_pr_number": 46778, + "code_similarity": 0.825, + "size_similarity": 0.882, + "file_overlap": 1.0, + "area_overlap": 0.846, + "patch_similarity": 0.346, + "shared_filenames": [ + "src/transformers/tokenization_utils_base.py", + "tests/test_tokenization_common.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_base.py", + "left_ranges": [ + [ + 3086, + 3094 + ] + ], + "right_ranges": [ + [ + 3086, + 3096 + ] + ] + }, + { + "filename": "tests/test_tokenization_common.py", + "left_ranges": [ + [ + 1010, + 1022 + ] + ], + "right_ranges": [ + [ + 1010, + 1024 + ] + ] + } + ] + }, + { + "left_pr_number": 46753, + "right_pr_number": 46789, + "code_similarity": 0.52, + "size_similarity": 0.4, + "file_overlap": 0.5, + "area_overlap": 0.778, + "patch_similarity": 0.121, + "shared_filenames": [ + "src/transformers/tokenization_utils_base.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_base.py", + "left_ranges": [ + [ + 3086, + 3094 + ] + ], + "right_ranges": [ + [ + 3086, + 3092 + ] + ] + } + ] + }, + { + "left_pr_number": 46778, + "right_pr_number": 46789, + "code_similarity": 0.46, + "size_similarity": 0.353, + "file_overlap": 0.5, + "area_overlap": 0.636, + "patch_similarity": 0.108, + "shared_filenames": [ + "src/transformers/tokenization_utils_base.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_base.py", + "left_ranges": [ + [ + 3086, + 3096 + ] + ], + "right_ranges": [ + [ + 3086, + 3092 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-41115-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", @@ -2003,18 +2129,18 @@ ] }, { - "cluster_id": "cluster-46752-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46752.", + "cluster_id": "cluster-46682-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46682.", "status": "open", "confidence": 0.75, - "canonical_issue_number": 46752, - "canonical_pr_number": 46753, + "canonical_issue_number": 46682, + "canonical_pr_number": 46788, "issue_numbers": [ - 46752 + 46682 ], "pr_numbers": [ - 46753, - 46778 + 46757, + 46788 ], "evidence_types": [ "closing_reference", @@ -2022,45 +2148,29 @@ ], "pr_comparisons": [ { - "left_pr_number": 46753, - "right_pr_number": 46778, - "code_similarity": 0.825, - "size_similarity": 0.882, - "file_overlap": 1.0, - "area_overlap": 0.846, - "patch_similarity": 0.346, + "left_pr_number": 46757, + "right_pr_number": 46788, + "code_similarity": 0.263, + "size_similarity": 0.464, + "file_overlap": 0.5, + "area_overlap": 0.0, + "patch_similarity": 0.132, "shared_filenames": [ - "src/transformers/tokenization_utils_base.py", - "tests/test_tokenization_common.py" + "src/transformers/masking_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/tokenization_utils_base.py", - "left_ranges": [ - [ - 3086, - 3094 - ] - ], - "right_ranges": [ - [ - 3086, - 3096 - ] - ] - }, - { - "filename": "tests/test_tokenization_common.py", + "filename": "src/transformers/masking_utils.py", "left_ranges": [ [ - 1010, - 1022 + 856, + 862 ] ], "right_ranges": [ [ - 1010, - 1024 + 709, + 717 ] ] } @@ -2127,83 +2237,148 @@ ] }, { - "cluster_id": "cluster-44001-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46562-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44002, + "canonical_pr_number": 46562, "issue_numbers": [], "pr_numbers": [ - 44001, - 44002, - 44004 + 46562, + 46658 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44001, - "right_pr_number": 44002, - "code_similarity": 0.175, - "size_similarity": 0.595, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.375, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44001, - "right_pr_number": 44004, - "code_similarity": 0.087, - "size_similarity": 0.237, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.262, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44002, - "right_pr_number": 44004, - "code_similarity": 0.125, - "size_similarity": 0.398, - "file_overlap": 0.0, + "left_pr_number": 46562, + "right_pr_number": 46658, + "code_similarity": 0.153, + "size_similarity": 0.387, + "file_overlap": 0.024, "area_overlap": 0.0, - "patch_similarity": 0.304, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.458, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 441, + 447 + ], + [ + 591, + 598 + ], + [ + 823, + 829 + ], + [ + 883, + 889 + ], + [ + 1082, + 1088 + ], + [ + 1205, + 1211 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 795, + 801 + ] + ] + } + ] } ] }, { - "cluster_id": "cluster-44000-2", + "cluster_id": "cluster-43656-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44025, + "canonical_pr_number": 43656, "issue_numbers": [], "pr_numbers": [ - 44000, - 44025 + 43656, + 43842 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44000, - "right_pr_number": 44025, - "code_similarity": 0.206, - "size_similarity": 0.78, - "file_overlap": 0.0, + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, "area_overlap": 0.0, - "patch_similarity": 0.333, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] } ] }, @@ -2512,6 +2687,15 @@ "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-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2538,25 +2722,6 @@ "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-44000-2", - "canonical_pr_number": 44025, - "duplicate_pr_numbers": [ - 44000 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44000-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-44001-3", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44001, - 44004 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2621,20 +2786,39 @@ "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46752-3", + "cluster_id": "cluster-46562-2", + "canonical_pr_number": 46562, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46682-3", + "canonical_pr_number": 46788, + "duplicate_pr_numbers": [ + 46757 + ], + "target_issue_number": 46682, + "reason": "PRs in cluster-46682-3 are treated as duplicates because they converge on issue #46682 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46752-4", "canonical_pr_number": 46753, "duplicate_pr_numbers": [ - 46778 + 46778, + 46789 ], "target_issue_number": 46752, - "reason": "PRs in cluster-46752-3 are treated as duplicates because they converge on issue #46752 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-46752-4 are treated as duplicates because they converge on issue #46752 with closing_reference, shared_issue_target, 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 + "cluster_id": "cluster-46752-4", + "issue_number": 46752, + "reason": "Issue #46752 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 146.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 91c00568efef3b3d55733373de11dfd88ad956de..bc1e36aed6bb975c9171fc8b392c67e7e77f54f9 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": "20260621T000031Z", - "generated_at": "2026-06-21T00:05:10Z", + "snapshot_id": "20260621T060015Z", + "generated_at": "2026-06-21T06:05:59Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -8087,8 +8087,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -8170,7 +8170,7 @@ "issue:41720|issue:46710", "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "230b02bf057d32a1a6545e33d1481ced6d7d90220acdc9e8a12445d0c543aed9", + "prepared_review_unit_hash": "20e3ab2a43042d542cce35c9691e8a22f08bff69d237d6882a5f00a307cb4552", "component_budget": { "node_count": 484, "item_count": 484, @@ -8192,174 +8192,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad subsystem vocabulary, but they do not look like the same underlying bug or change. No PRs are present. I\u2019d use the offloading/quantization report as the best representative issue for the cluster, but not as a duplicate of the others.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43873 is the broadest and most active report here, with multiple inbound references and discussion around offloading/quantization behavior, so it\u2019s the best single representative issue for the set.", + "summary": "This cluster is heterogeneous: the soft pairs only share broad subsystem vocabulary, not the same concrete bug or change. I rejected every soft edge as a duplicate false positive.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue emerges: the cluster spans unrelated tokenizer, serving, quantization, training, and model-loading problems, and none of the soft edges are true same-bug duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest umbrella issue candidate: active, well-discussed, and centered on a recurring infrastructure symptom rather than a narrow model-specific failure.", + "best_issue_reason": "No global best issue: there is no single underlying problem tying these issues together, so no issue is a meaningful canonical representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device-related failures, but one is a CPU offload mismatch while the other is a stale GraniteSpeech device override test. Different code paths and symptoms." + "reason": "Different model and failure mode: CPU offload device mismatch vs GraniteSpeech CI device-override test failure." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "One is about missing `pad_token_idx` in `StableLmConfig`; the other is a constructor/`init_empty_weights` `_is_hf_initialized` argument error. Not the same bug." + "reason": "Both are load/compatibility bugs, but the broken argument and code path differ (`pad_token_idx` vs unexpected `_is_hf_initialized`)." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "`RuntimeError: number of categories cannot exceed 2^24` is unrelated to an accuracy regression after a version upgrade." + "reason": "A hard category-limit error is unrelated to an accuracy regression after upgrade." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "`unexpected key with position id` is a model loading/config key issue; the CLIP issue is a structural API difference in `.text_model`. Different fixes." + "reason": "Both touch model/tokenization structure, but one is an unexpected key issue and the other is a CLIP class API divergence." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy field loading for BEIT semantic segmentation and BigBirdTokenizer special-token registration are unrelated problems." + "reason": "Legacy-field model loading failure and tokenizer special-token registration are different bugs." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward output inconsistency and cache-length handling are both generation/cache topics, but they involve different mechanisms and failure modes." + "reason": "Both mention cache behavior, but one is compiled-forward inconsistency and the other is max cache length handling for quantized cache only." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid `GenerationConfig` for GLM-5 and a broken image-text-to-text pipeline for DiffusionGemma are separate issues." + "reason": "GenerationConfig validation and image-text pipeline failure are separate code paths." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "A compiled-forward generation mismatch is not the same as Whisper empty-transcription failure after `align_special_tokens`." + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing `mm_token_type_ids` default zeros and multi-GPU CUDA OOM are different bugs, even though both involve Gemma 4." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Both are Gemma4 inference reports, but one is OOM and the other is a device mismatch during forward. Not mergeable as one fix." + "reason": "Different symptoms and scopes: missing default token-type ids vs multi-GPU CUDA OOM." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper word-timestamp decode crash and empty-list `apply_chat_template` crash are unrelated tokenizer/decoding edge cases." + "reason": "Two different crashes in different text-processing paths: Whisper timestamp decode vs `apply_chat_template` on empty input." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both touch quantization/offloading, but one is an offload behavior report and the other is a save/load corruption bug for `sinq`-quantized models. Different concrete problems." + "reason": "Both involve quantization/offloading broadly, but not the same concrete bug or fix." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient increase and failure to load Phi-4 multimodal are unrelated, despite both being training/runtime regressions." + "reason": "ZeRO-3 gradient anomaly and a model-loading failure are unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 inference nonsense and unexpected position-id key warnings are not the same underlying defect." + "reason": "A SigLIP2 output-quality regression is not the same as an unexpected position-id key issue." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 CI failures and MLflow job-status reporting are entirely different subsystems." + "reason": "Flash-Attention test failures and MLflow job-state reporting are unrelated." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "A flash-attention helper crash on `s_aux=None` is a different bug from `sinq` save/load breakage." + "reason": "A flash-attention `s_aux=None` crash is distinct from quantized model save/load breakage." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and `_gpu_broadcast_one` rejecting `NoneType` are unrelated." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A trailing-slash import warning and a GPT-oss CUDA OOM are not the same problem." + "reason": "Import warning for trailing slash paths and CUDA OOM are different issues." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation failure and a Python 3.13 `flash_attn` import KeyError are separate compatibility issues." + "reason": "Template-node compilation and Python 3.13 flash-attn import lookup are separate problems." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure do not share the same code path." + "reason": "Qwen3.5 flash-attention generation issues do not match the image-text-to-text pipeline failure." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Extra space after added token and `num_input_tokens_seen` not updating are different tokenizer/trainer-state issues." + "reason": "Extra tokenizer spacing and TrainerState token counting are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy `nn.Conv2d` in Sam3PixelDecoder and memory overflow in sam3-litetext are both Sam3-related, but they are not the same bug." + "reason": "A dummy `Conv2d` in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with mismatched head dims is unrelated to the PyTorch version check in flex_attention import logic." + "reason": "MPS attention correctness and a PyTorch version check bug are different code paths." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and zero probabilities from SigLIP2 are unrelated model/runtime bugs." + "reason": "TorchScript export support for GeneratorExp is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation tensor-indexing crash are different server-side failures." + "reason": "Both are serve crashes, but one is continuous-batching multimodal input handling and the other is KV-cache continuation indexing." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "A800 device-mapping CUDA assert for Qwen3 and a post-upgrade accuracy regression for DeepSeek are not the same issue." + "reason": "Auto device mapping cuda assert and a model accuracy regression are not the same bug." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy and resume-from-checkpoint key mismatch are unrelated." + "reason": "SigLIP2 HF/JAX discrepancy and checkpoint resume key mismatch are unrelated." } ] }, @@ -11097,8 +11091,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -11180,7 +11174,7 @@ "issue:45290|issue:46752", "issue:43540|issue:44734" ], - "prepared_review_unit_hash": "c89c35653f4516d6e5a257ae88d4cb70d86109927b812ca5db10a0813f48159e", + "prepared_review_unit_hash": "16f8be6fb64df892c0dafde0d1dc5acddb9f6ccae41e1bab0e9d5126c5e5937d", "component_budget": { "node_count": 484, "item_count": 484, @@ -11202,186 +11196,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated across different models, processors, generation paths, and configs. The only strong duplicate-like overlap is the DeepSeek tokenizer regression pair, where one report appears to be a broader original bug and the other a narrower follow-up.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44779 is the broader original regression report and best captures the shared DeepSeek tokenizer breakage; issue:46489 reads like a narrower variant/follow-up tied to a specific model family and a gap in an earlier fix.", + "summary": "This cluster is largely heterogeneous, with most soft links connecting unrelated bugs. The only credible duplicate pair is the DeepSeek tokenizer regression pair; the rest look like broad subsystem similarity rather than the same underlying issue.", + "confidence": 0.79, + "canonical_issue_reason": "issue:46489 is the most specific and actionable report: it identifies the affected DeepSeek-Coder v1 tokenizer behavior and explicitly points to a gap in PR #44801's fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the most representative issue here because it states the core regression clearly, is broader than the follow-up, and is the better anchor for the shared tokenizer bug.", + "best_issue_reason": "issue:46489 best represents the underlying duplicate set because it is the clearest, most concrete description of the tokenizer regression and its relation to the prior fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different models and different failures: weight-shape mismatch on load vs an incorrect tied-weights warning." + "reason": "Different failures: model weight shape mismatch vs a tied-weights warning across layers." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is about a missing GenerationMixin cache and the other about lazy init causing recompilation; too different to treat as the same bug." + "reason": "Both mention chunked prefill/cache, but one is a missing cache bug and the other is recompilation from lazy init; not the same concrete defect." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Unrelated regressions in different code paths: CLIPVision hidden states vs MoE load-balancing loss." + "reason": "Unrelated model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss logic." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Different mechanisms and components: BART generate() mask initialization vs token-embedding resize/post_init reinitialization." + "reason": "Different code paths: BART generate() decoder attention mask bug vs token embedding resize/post_init reinitialization." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Different subsystems and symptoms: Sam3Video OOM vs Whisper empty-transcription failure after token alignment." + "reason": "Sam3Video OOM and Whisper empty transcription are unrelated symptoms in different models." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning about num_return_sequences is unrelated to Whisper's empty-transcription crash." + "reason": "Stale warning in paged generate() is unrelated to Whisper crashing on empty transcription." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both are regressions, but one is about non-persistent buffers and the other about GPTNeoX config reload semantics." + "reason": "General state/buffer initialization issues, but one is junk in non-persistent buffers and the other is config reload reverting rotary_pct." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent import from image_utils is unrelated to a Qwen chat crash." + "reason": "Import error from image_utils vs chat/runtime crash in Qwen3.5-35B; no shared underlying bug." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "List/nested-list output behavior from pipeline top_k is unrelated to XLMRoberta Flash Attention 2." + "reason": "List-vs-nested-list pipeline output bug is unrelated to XLMRoberta Flash Attention 2 support." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "A SwitchTransformers config bug and a Python 3.13 IndentationError are unrelated." + "reason": "Sparse-layer config construction bug is unrelated to a Python 3.13 TorchScript parsing/IndentationError." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both involve generation-era regressions, but video-input position handling and serve/KV-cache indexing are different code-path problems." + "reason": "Both involve generation/video-serving regressions, but they hit different failures and code paths." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init handling in patchtsmixer is not the same as strict config loading for granite_speech." + "reason": "Configuration/post_init allowance issue is not the same as strict config blocking granite_speech loading." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the image-classification example." + "reason": "torch.compile + SDPA failure is unrelated to local dataset loading in an example script." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Both mention multimodal models, but they describe different failures in different model families and code paths." + "reason": "Both are multimodal regressions, but one is a video-position-id bug and the other is a memory overflow in sam3-litetext." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping on Qwen3 and the 2^24 category limit are unrelated issues." + "reason": "Auto device mapping CUDA assert is unrelated to a category-count limit error." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers layer construction bug vs dataset-loading example bug: no concrete overlap." + "reason": "Sparse-layer config bug is unrelated to dataset loading in a training script." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo's processor/model resolution mismatch." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different model/processor issues." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to the stale warning for num_return_sequences." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale num_return_sequences warning." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to local dataset loading." + "reason": "Documentation/example errors for SigLIP2 are unrelated to local dataset loading failures." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA/extended-vocabulary collapse is a different bug from incorrect visual encoder keys in save_pretrained." + "reason": "LoRA merge/embedding collapse is a different bug than incorrect visual encoder keys during save_pretrained." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image-processor bugs: label reduction vs over-padding when already divisible." + "reason": "Different image-processor bugs: one reduces labels incorrectly, the other over-pads images." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI failures in GraniteSpeech and auto_mappings references are separate maintenance problems." + "reason": "CI test flakiness in GraniteSpeech is unrelated to stale auto_mappings references to removed configs." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but the reported padding/position-id bugs are in different processors and model families." + "reason": "Both are video-processing regressions, but they concern different models and different faulty calculations." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Sam3Video OOM and sam3-litetext memory overflow are related only at a very broad family level, not the same concrete bug." + "reason": "OOM in Sam3Video and memory overflow in sam3-litetext are separate resource issues." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Both report the same DeepSeek tokenizer regression in transformers v5+, with 46489 reading like a narrower follow-up about a gap in the earlier fix." + "reason": "Both describe the same DeepSeek tokenizer regression in v5; the newer report explicitly says it fills a gap in PR #44801's fix." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression after v4.57.5 is unrelated to gemma4 resize_token_embeddings not updating all weights." + "reason": "Processor/tokenizer regression and gemma4 embedding resize behavior are not the same underlying bug." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both involve empty/edge-case chat-template handling, but one is a tool-call assistant-message crash and the other is an empty-list IndexError." + "reason": "Both involve apply_chat_template edge cases, but one is tool-call assistant messages and the other is an empty input list." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation error is different from serve-side KV-cache continuation indexing." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to serve/KV-cache tensor indexing." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst\u2019s summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted match, issue:44779 vs issue:46489, is clearly supported by the titles: both concern the DeepSeek tokenizer regression in v5+, with 46489 explicitly framed as a gap in the earlier fix. The rest of the verdicts are appropriately cautious given the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate is the DeepSeek tokenizer pair (issue:44779 and issue:46489), and the rejected soft links are explained with appropriately cautious distinctions rather than overstating sameness." }, "evaluator_used": true, "retried": false, @@ -11687,8 +11681,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -11774,7 +11768,7 @@ "issue:43976|issue:45405", "issue:46082|issue:46512" ], - "prepared_review_unit_hash": "06b50363051e3a65a1680e5e28a4b50cf4971e9744964bd28ca2e0fda3c570f6", + "prepared_review_unit_hash": "795fc219ddbc84d3c73da79f2005cb6daea2941dea40d683c85e9375670ec039", "component_budget": { "node_count": 484, "item_count": 484, @@ -11796,204 +11790,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports, with no PRs present and no true duplicate pair among the soft candidates. The strongest representative issue is the open multimodal `apply_chat_template` bug (#44521), but it is not duplicated by the others.", - "confidence": 0.91, - "canonical_issue_reason": "#44521 is the best representative issue: it is open, concrete, has multiple inbound references, and describes a reproducible multimodal `apply_chat_template` failure.", + "summary": "This looks like a false-positive cluster: the soft-pair candidates span unrelated bugs, docs, model-loading, and runtime behaviors across different subsystems, so none should be merged as duplicates and there is no single canonical representative.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items do not share one underlying defect, so collapsing the cluster onto any single issue would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the strongest issue to keep as the cluster representative because it has the clearest user impact and the most evidence, while the rest are largely one-off unrelated regressions or docs issues.", + "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous rather than a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill and the other is a cache-length config limitation for quantized cache; different bugs." + "reason": "Different cache-related bugs: missing GenerationMixin cache vs max_cache_length handling in quantized cache." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and a fbank feature-extraction issue are unrelated." + "reason": "Unrelated failures: a notebook syntax error vs a fbank feature extraction issue." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility and a model-loading failure are different problem reports." + "reason": "Both are version/load failures, but one is Python support and the other is a specific model-loading regression." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression vs. `resize_token_embeddings` not updating decoder embeddings; different code paths and symptoms." + "reason": "Different problems in different code paths: processor/tokenizer API regression vs resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "One is a compiled flex_attention failure on torch>=2.9; the other is a bad version check for AuxRequest import. Related area, but not the same bug." + "reason": "Both touch flex_attention, but they describe distinct bugs and fixes." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "A helper output-length bug in qwen3_omni_moe is unrelated to CPU/CUDA result differences in PPDocLayoutV3." + "reason": "Different model/runtime issues: helper length computation vs CPU/CUDA result mismatch." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Image-processor label reduction and pipeline documentation drift are unrelated." + "reason": "Unrelated: an image processor label bug vs a pipeline documentation mismatch." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different issues." + "reason": "Different behaviors in different features: eval-mode checkpointing vs auxiliary-loss handling." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mentioning `return_all_scores` is unrelated to an unrecognized model/config loading error." + "reason": "One is docs behavior drift; the other is a model config/import error." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Dequantized save-pretrained failure and Ministral flash-attention loading failure are different model lifecycle bugs." + "reason": "Both involve Ministral/Devstral, but saving dequantized weights and FlashAttention loading are separate issues." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model config recognition and unnecessary torchvision dependency in image processors are unrelated." + "reason": "Different subsystems and failures: unrecognized model config vs PIL image processors requiring torchvision." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache behavior and ANSI codes in loading_report are unrelated." + "reason": "Cache behavior and ANSI logging output are unrelated." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support mismatch and a generic dependency issue are not the same underlying bug." + "reason": "A Python-version regression is not the same as a generic dependency issue." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model vs. `from_config` not unwrapping `text_config` are different multimodal config-loading problems." + "reason": "Distinct model-loading problems: unrecognized config vs unwrap text_config for composite multimodal configs." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral model-loading crash and the other is an `s_aux=None` AttributeError in `integrations/flash_attention.py`; not the same bug." + "reason": "Same flash_attention area, but different concrete bugs and code paths." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and `AddedToken` keyword collision are unrelated." + "reason": "A notebook syntax error is unrelated to AddedToken argument duplication." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A Janus image-generation test failure is unrelated to cache-length handling." + "reason": "Different areas: janus image-generation test failure vs cache-length configuration semantics." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "These are two different missing-import problems involving different symbols and modules." + "reason": "Both are import-related, but they concern different missing symbols and modules." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA span decoding kth-out-of-bounds and empty-list chat-template crashes are different edge cases." + "reason": "Separate pipeline crashes with different triggers and failing functions." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch result dropping in MaskGenerationPipeline is unrelated to SAM memory overflow." + "reason": "Silent batch-result dropping and memory overflow are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "One breaks model loading in v5 dev, the other corrupts saved checkpoints in 5.4.0; different operations and failures." + "reason": "Both are Qwen-family regressions, but they affect different versions and different lifecycle stages (loading vs saving)." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "All-zero assistant masks and FA2 long-context performance regression are unrelated." + "reason": "Multimodal chat-template masking and FA2 long-context performance regression are not the same bug." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "A dependency issue with transformers is not the same as a torch-version incompatibility." + "reason": "A dependency issue is not the same as a torch-version incompatibility." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "`resize_token_embeddings` not affecting decoder embeddings and Whisper empty-transcription generation failure are unrelated." + "reason": "Different model families and failures: token embedding resize vs Whisper empty-transcription generation." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen rotary registration failure are different model/config bugs." + "reason": "Different model/config bugs: LlamaConfig head_dim validation vs Qwen3.5 kernel registration failure." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency trouble and a bumped unreleased PEFT minimum version are different issues." + "reason": "Unrelated package/version problems: transformer dependency resolution vs PEFT minimum version bump." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer behavior regressions, but one is processor/tokenizer multimodal handling and the other is DeepSeek tokenization correctness; not clearly the same bug." + "reason": "Both mention tokenizer/processor behavior, but the model families and defect types differ." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "A broken SigLIP2 example and a pipeline docs deprecation note are unrelated documentation issues." + "reason": "Different documentation issues for different APIs and models." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are different dtype/save_pretrained bugs." + "reason": "Different bugs: dtype propagation on BLIP2 vs incorrect checkpoint saving for Qwen3.5." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args not being used and a tie_word_embeddings warning are unrelated." + "reason": "Optimizer argument handling and word-embedding tie warning are unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility and unreleased PEFT minimum version are unrelated dependency/version problems." + "reason": "Different versioning problems affecting different dependencies." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Llama head_dim validation and stale `model.config.dtype` after `from_config(dtype=...)` are different config bugs." + "reason": "Both involve model config fields, but one is head_dim validation and the other is stale config.dtype after from_config." } ] }, @@ -12302,8 +12296,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -12387,7 +12381,7 @@ "issue:44295|issue:45397", "issue:44336|issue:44485" ], - "prepared_review_unit_hash": "e59b6b5580b7e1ee5d60f28da575eca1c412ac4100002acbb9e486f3bb349c24", + "prepared_review_unit_hash": "7bc9562ae8e9106ab175d6da3ee10ac355763134901db336929204fd55da8945", "component_budget": { "node_count": 484, "item_count": 484, @@ -12409,120 +12403,120 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions and model-specific bugs. I found one plausible duplicate pair around `trust_remote_code=True` / missing config fields; the rest look distinct and should stay separate.", - "confidence": 0.49, - "canonical_issue_reason": "issue:43643 is the broadest/root report: it describes the generic `AutoConfig.from_pretrained(..., trust_remote_code=True)` missing-fields regression, which can subsume the more specific `Llama4Config.pad_token_id` failure.", + "summary": "The cluster is mostly heterogeneous. I found no conservative duplicate pair to accept; the Qwen3-MoE version/regression reports are related, but not grounded tightly enough to merge as the same bug. No PRs were provided.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43299 is the clearest and most specific standalone report, because it names the exact v5.0.0.dev0 regression and the Qwen3VL MoE loading path directly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43643 is the best representative because it states the underlying API regression in a general way and is more reusable for triage than the model-specific symptom in issue:43525.", + "best_issue_reason": "issue:43299 is the strongest issue candidate overall: specific symptoms, concrete version context, and an actionable model-loading failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs/behavior mismatch for text classification is unrelated to intermittent import slowness." + "reason": "Docs wording for a pipeline API and an MoE load-balancing-loss bug are unrelated." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention kernels, but they are different failures with different triggers: Ministral FlashAttention vs compiled flex_attention on newer torch." + "reason": "Both mention attention kernels, but they hit different code paths and failure modes." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Different APIs and symptoms: tokenizer loading regression vs ESM2 model breakage." + "reason": "Tokenizer loading in v5 and an ESM2 model breakage are different subsystems." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "One is a TensorBoard/TF backend issue; the other is a torch/transformers version incompatibility." + "reason": "TensorFlow backend detection and torch/transformers version incompatibility are distinct bugs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked-prefill cache regression and CLIP hidden-states handling are separate code paths." + "reason": "Chunked-prefill cache handling is unrelated to CLIP hidden_states behavior." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Specific model import error vs Python-version compatibility problem; not the same bug." + "reason": "Missing Qwen2.5-VL import and Python version support breakage are not the same issue." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model loading failures, but they involve different models and different failure modes." + "reason": "Llama4Config pad_token_id and glm-4v-9b loading failures are different model-specific problems." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device placement during forward." + "reason": "A notebook syntax error is unrelated to Gemma4 device-mapping behavior." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both touch kernels, but one is a pipelines import dependency issue and the other is a Qwen3.5 registration crash." + "reason": "Pipeline import dependency metadata and rotary registration decorator failures are different concrete problems." }, { "left": "issue:43525", "right": "issue:43643", - "accept": true, - "reason": "Same underlying config-field regression: `trust_remote_code` returns an object missing expected fields, and `pad_token_id` on Llama4Config is a concrete manifestation of that bug." + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is not the same as incomplete AutoConfig fields with trust_remote_code=True." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup error is unrelated to a Qwen3.5 chat crash." + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence and ANSI escape output are unrelated." + "reason": "torch.compile attention divergence and ANSI loading_report output are unrelated." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Different vision-processing failures: padding math vs missing vision backend/image-processor recognition." + "reason": "Video padding math and missing vision-backend import handling are different failure modes." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal coloring bug and docstring issue are not the same underlying problem." + "reason": "Terminal color output and a docstring mismatch are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to the Python version regression." + "reason": "Missing AutoImageProcessor import is a different failure from Python 3.9/3.10 support breakage." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and unrecognized-model loading failure are separate issues." + "reason": "Load-balancing-loss behavior and unrecognized-model config parsing are different bugs." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Different undefined-backend/import problems in different packages." + "reason": "Sentence-transformers import NameError is unrelated to the TensorFlow backend issue." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config serialization mismatch is unrelated to Gemma-4 zero3 loading." + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 zero3 loading." }, { "left": "issue:45561", @@ -12534,71 +12528,71 @@ "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language caching and from_pretrained behavior inside Python classes are different bugs." + "reason": "Phonemizer language caching and from_pretrained behavior inside Python classes are different issues." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation parsing crash is unrelated to the Qwen3.5 kernels registration failure." + "reason": "Auto-docstring annotation handling is unrelated to kernel registration errors." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils do not share the same bug." + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are not the same bug." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both are missing-loss complaints, but they affect different models and different loss mechanisms." + "reason": "Both are loss-related, but they affect different models and mechanisms." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE models on v5, but one is LoRA compatibility and the other is base model loading; not enough evidence for the same concrete bug." + "reason": "Related Qwen3-MoE/v5 loading failures, but the packet does not ground a single shared code-path or a mergeable duplicate claim." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding-window handling and Qwen3.5 chat crashes are separate failures." + "reason": "Sliding-window handling in Qwen3-MoE is not the same as Qwen3.5 chat crashing." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to empty-list chat template handling." + "reason": "Video-input ValueError and empty-list chat template crashes are different bugs." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness and eos_token_id configuration inconsistency are unrelated." + "reason": "Load-balancing-loss omission and eos_token_id configuration inconsistency are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access and Gemma-4 zero3 loading are different issues." + "reason": "A position_ids buffer access error is unrelated to Gemma-4 zero3 loading." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output cleanup and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted pair, issue:43525 vs issue:43643, is a reasonable plausible duplicate based on the titles (specific missing `pad_token_id` symptom vs generic `trust_remote_code=True` missing-fields regression). The rest of the soft-edge rejections are appropriately cautious and not overstated." + "accept": false, + "feedback": "Reject: the analyst overstates one soft-edge. The packet marks issue:42491 vs issue:43299 as deterministic_accept=false, so treating them as the same bug is not conservative enough. Their titles are related by model family/version, but the packet does not ground a mergeable duplicate claim. The rest of the verdicts are mostly conservative, but this single false accept is enough to reject." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12610,8 +12604,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -12696,7 +12690,7 @@ "issue:44561|issue:46399", "issue:44466|issue:45335" ], - "prepared_review_unit_hash": "b1cc90b7d59c5edcfee4157678064b3d729b3e817b6d6c02ad95f0f7dbeb46e1", + "prepared_review_unit_hash": "926d984b2f6979f4f987e966c620845f96958406b24be69be0583a921a2d62ea", "component_budget": { "node_count": 484, "item_count": 484, @@ -12718,102 +12712,102 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated bugs/regressions. A few loose multimodal/video and import/export themes appear, but the soft pairs do not look like true duplicates under a strict triage standard.", - "confidence": 0.66, - "canonical_issue_reason": "issue:44479 is the clearest broad regression report in the set: it names a concrete version break, a concrete subsystem (video input processing), and multiple affected Qwen variants, making it the best representative issue among otherwise scattered reports.", + "summary": "This cluster is mostly noisy: the soft pairs span unrelated import errors, cache/offline behavior, DeepSpeed, config loading, model serialization, and several distinct multimodal/video regressions. I did not find any true duplicate pairs among the soft edges. The most representative issue is the broad Qwen video-input regression report.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the strongest representative of the cluster\u2019s recurring multimodal/video regression theme: it is explicit, spans multiple affected Qwen VL variants, and describes a concrete user-facing breakage rather than a narrow symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most actionable and representative issue here; it is specific enough to anchor a cluster around video-input regressions, even though the rest of the items do not collapse cleanly into the same bug.", + "best_issue_reason": "issue:44479 is the best overall issue candidate because it is broad, concrete, and actionable, with clear affected models and a shared video-input code path that could plausibly anchor the nearest subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Different failure modes: model loading for ScandiBERT versus apply_chat_template on an empty list." + "reason": "Different bugs: model loading failure for ScandiBERT vs empty-list IndexError in apply_chat_template." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "ANSI/output formatting in loading_report is unrelated to cache max-length behavior." + "reason": "Unrelated subsystems: ANSI color output in loading_report vs cache length handling for quantized cache." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface registration semantics are separate problems." + "reason": "Offline tokenizer cache loading vs AttentionInterface.register behavior; no shared code-path bug." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA crash in Bamba is unrelated to CPU-vs-CUDA result drift in PPDocLayoutV3." + "reason": "Different runtime failures in different model stacks: torch.compile+SDPA vs CPU/CUDA output mismatch in PPDocLayoutV3." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer regression and resize_token_embeddings propagation bug are different code paths." + "reason": "Tokenizer correctness regression vs resize_token_embeddings not updating output embeddings; not the same defect." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "video-classification processor lookup and fbank feature extraction are distinct pipeline bugs." + "reason": "Pipeline image-processor lookup bug vs audio feature extraction issue; different functionality and failure mode." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode import are unrelated import errors." + "reason": "Qwen2.5 VL image-processor import error vs missing is_offline_mode import from huggingface_hub; unrelated imports." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores does not match unsafe sys.modules access in modeling_utils." + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils; documentation and runtime bug are distinct." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols in different areas of transformers; not the same underlying bug." + "reason": "Different missing symbols: Qwen2_5_VLImageProcessor vs HybridCache." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion and DeepSpeed ZeRO3 deque/index errors are unrelated." + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque IndexError; not the same issue." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist file race are separate issues." + "reason": "Unsafe sys.modules access is unrelated to pytest-xdist file races in testing utilities." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV-cache continuation tensor indexing and max_cache_length semantics are different cache bugs." + "reason": "KV-cache continuation tensor indexing bug is distinct from cache max length configuration handling." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config loading and sys.modules access are unrelated." + "reason": "Model config recognition failure vs sys.modules access bug; no overlapping code path." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both involve video input, but the affected models and failure mechanisms differ too much to treat as one bug." + "reason": "Both are video-related, but they affect different models and different processor logic (Qwen3OmniMoe video input vs SmolVLM padding calculation)." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache behavior and removal of is_torch_fx_available are unrelated." + "reason": "Generation cache/chunked_prefill issue is not the same as trust_remote_code breakage from removed is_torch_fx_available." }, { "left": "issue:44162", @@ -12825,91 +12819,85 @@ "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Router-logit loss omission and AMP/CUDA crash in LwDetrImageLoss are different issues." + "reason": "Missing load-balancing loss when router logits are disabled vs an AMP/CUDA crash in LwDetrImageLoss; different behavior." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and import-time slowness are unrelated." + "reason": "Audio chat-template sample-rate bug vs slow import performance; no common underlying defect." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal config handling, but one is a missing field and the other is text_config unwrapping; not the same bug." + "reason": "Different Qwen multimodal config problems: a missing vision config field vs improper unwrapping of text_config in from_config." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility and missing-decorator registration failure are separate Qwen3.5 issues." + "reason": "CPU offload incompatibility in rotary embedding vs missing decorator for apply_rotary_pos_emb registration; distinct implementation bugs." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video regressions, but the titles point to different model families and different concrete defects; not safe to merge." + "reason": "Both mention video inputs, but they target different model families and different failures; not the same concrete bug." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3VisionEncoderOutput attribute absence and sam3-litetext memory overflow are unrelated." + "reason": "SAM 3 Video output attribute missing vs memory overflow in sam3-litetext; unrelated issues." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error and a broad slowdown report after upgrade are not the same bug." + "reason": "Buffer access error on position_ids vs Chinese report about data filtering slowing down after upgrade; unrelated." }, { - "left": "issue:45292", - "right": "issue:45584", - "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription failure after align_special_tokens are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "processor.tokenizer/image-handling regression is different from resize_token_embeddings not updating output embeddings." + "reason": "ImportError for Qwen2.5 VL image processor vs DeepSpeed ZeRO3/BertModel IndexError; different failure surfaces." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Removal of is_torch_fx_available and apply_rotary_pos_emb registration issues are unrelated." + "reason": "ZeRO3 deque underflow vs CI breakage from removed Sam3LiteText auto-mappings references." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Device-dependent lm_head serialization and decoder.embed_tokens resize propagation are separate bugs." + "reason": "Both involve config validation, but they are different model/config families and different missing fields." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Strict granite_speech config loading and missing deepstack_visual_indexes in Qwen config are unrelated config issues." + "reason": "Resize-token-embeddings propagation bug vs Whisper empty-transcription failure after align_special_tokens; not the same code path." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "ZeRO3 deque errors and auto_mappings references to removed Sam3LiteText configs do not match." + "reason": "Processor/tokenizer regression with images is unrelated to output embedding updates after resizing token embeddings." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Qwen2_5_VL import error and DeepSpeed/BertModel index error are unrelated." + "reason": "Removal of is_torch_fx_available impacting trust_remote_code is not the same as a missing decorator in Qwen3.5 rotary embedding registration." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Position_ids buffer access error and upgrade slowdown report are not the same underlying defect." + "reason": "Both mention serialization/resizing-related model weights, but one is tied-weight serialization drift and the other is resize propagation to decoder.embed_tokens; different bugs." } ] }, @@ -13233,8 +13221,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -13318,7 +13306,7 @@ "issue:43873|issue:44945", "issue:45406|issue:46202" ], - "prepared_review_unit_hash": "1093cf511b4b70c6a3e60ba16f047806e3a22c1ccbf3eb4f4bb3a6fbbff81315", + "prepared_review_unit_hash": "05e73246a1107f476639db63bff81c72706c7099ac52fa339bbc7962a8def49b", "component_budget": { "node_count": 484, "item_count": 484, @@ -13340,202 +13328,193 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are adjacent but not duplicates: they share a subsystem or API surface, yet the concrete failure differs. The only strong mergeable match is the Qwen3.5-MoE loading/config pair, where the specific missing config field plausibly explains the generic from_pretrained failure.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45310 is the broadest, clearest user-facing report of the Qwen3.5-MoE loading failure, so it works best as the canonical issue.", + "summary": "This is a heterogeneous cluster of Transformers v5 regressions and model-specific loading/serialization/import bugs. The soft pairs are only loosely related by subsystem, not by the same underlying defect, so none should be deduplicated together.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43646 is the broadest and most central v5 compatibility regression in the set, making it the best umbrella representative even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue for the accepted duplicate pair because it describes the end-user from_pretrained failure that the more specific config-field report appears to cause.", + "best_issue_reason": "issue:43646 is the most general representative of the cluster\u2019s recurring Transformers v5 breakage theme, but it should be treated as a topical anchor rather than a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both concern save_pretrained behavior, but one is tokenizer_class metadata mismatch and the other is missing processor files; different bugs." + "reason": "Both are save/pretrained serialization bugs, but one is tokenizer_class metadata and the other is missing processor files; different code paths." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both involve Auto* vision loading, but one reports bad outputs from SigLIP2 and the other is a missing-backend error path." + "reason": "Both involve vision/processor handling, but one reports wrong model outputs and the other a missing-backend error; not the same bug." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic custom/remote-code loading problems, but the concrete failures differ: missing fields in AutoConfig vs broken ESM2 behavior." + "reason": "Both are v5 regressions, but one is generic custom-model initialization and the other is an ESM2-specific breakage." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Different regressions: a performance slowdown after upgrade versus optimizer.step being called twice under deepspeed." + "reason": "Completely different problems: tokenizer/data filtering slowdown versus DeepSpeed optimizer step being invoked twice." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Both touch config/behavior, but Gemma eos_token_id mismatch is unrelated to AttentionInterface.register semantics." + "reason": "Unrelated failures: Gemma eos_token configuration mismatch versus AttentionInterface.register behavior change." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same bug as a tokenizer/data throughput slowdown." + "reason": "Checkpoint key mismatch and preprocessing slowdown are different subsystems and symptoms." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Saving a quantized model and loading Qwen2.5-GGUF are different code paths and different failures." + "reason": "Both are quantization-related, but one is saving a quantized model and the other is loading a GGUF model; distinct paths." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file generation is unrelated to deepspeed optimizer stepping." + "reason": "Processor.save_pretrained missing files is unrelated to DeepSpeed optimizer double-stepping." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "Different areas entirely: FlashAttention failure for Ministral-3 versus empty-list chat template handling." + "reason": "FlashAttention model load failure and empty-chat-template IndexError are unrelated." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related v5 issues, but one is sync_gpus/_update_model_kwargs and the other is chunked_prefill cache handling." + "reason": "Both are generation-related, but they hit different generation code paths and different failures." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 video output attribute error is unrelated to AutoConfig missing fields under trust_remote_code." + "reason": "Different object types and failures: SAM3 vision encoder output attribute missing versus AutoConfig trust_remote_code field loss." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a specific config field omission and the other is only a generic from_pretrained error report." + "reason": "Same model family, but one is a config-field loss and the other is a from_pretrained loading error; not the same concrete bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to Sentence Transformers getting stuck loading." + "reason": "PyTorch-missing import error and Sentence Transformers loading hang are unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different failures: model load incompatibility versus DeepSpeed ZeRO3 deque underflow." + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but AutoImageProcessor missing from transformers is not the same as a bad import from image_utils." + "reason": "Both are import issues, but they involve different missing symbols/modules and different failure causes." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both mention missing vision backends, but one is a video-model AutoProcessor crash and the other is an unrecognized image processor error." - }, - { - "left": "issue:39692", - "right": "issue:46726", - "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same as runtime backend-missing processor errors." + "reason": "Both concern missing vision dependencies, but one is AutoProcessor on video models and the other is image-processor recognition; not the same bug." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "Same Qwen3.5-MoE loading/config path; the specific missing Qwen3_5MoeVisionConfig field plausibly causes the broader from_pretrained failure." + "accept": false, + "reason": "Same general Qwen3.5 MoE area, but one is a from_pretrained error and the other is a config schema issue." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/decoder regressions, but they affect different models and different text-processing logic." + "reason": "Tokenizer edge-case crashes, but for different models and different underlying logic." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + "reason": "Quantized-model save failure and missing pad_token_id in Llama4Config are unrelated." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe upgrade bug and processor save_pretrained missing files are different issues." + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "A broken documentation example is not the same underlying bug as missing-vision-backend handling in AutoProcessor." + "reason": "Documentation/example errors are not the same as the AutoProcessor missing-backend runtime guard." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report provides no concrete overlap with gemma-4 ZeRO3 from_pretrained failure." + "reason": "Generic placeholder issue and Gemma-4 zero3 loading failure are unrelated." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different behaviors and code paths." + "reason": "Both are tokenizer-related, but they affect different APIs and different failure modes." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different video-model bugs: missing fpn_position_embeddings versus wrong vision_position_ids." + "reason": "Different vision model bugs: missing output attribute versus wrong video position IDs." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to the Qwen3.5 kernel registration failure." + "reason": "Import-time NameError and a kernel registration decorator bug are unrelated." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Both involve generation/attention internals, but one is a generation kwargs update issue and the other is a torch.compile attention-kernel divergence." + "reason": "Both touch attention/generation internals, but one is generation kwargs sync and the other is torch.compile attention-kernel divergence." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and incorrect pipeline-parallel outputs are separate problems." + "reason": "Quantization offloading and pipeline parallelism output correctness are different problems." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer during serve is not the same as Gemma pipeline roundtrip failure on \u2581." + "reason": "Gemma4 processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and the soft-edge verdicts are appropriately cautious. The only accepted duplicate pair, issue:45310 and issue:45375, is plausibly the same Qwen3.5-MoE loading/config bug, and the canonical choice is conservative. No soft-edge rejection appears 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 }, @@ -13854,8 +13833,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -14460,8 +14439,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -15162,7 +15141,7 @@ "issue:45405|issue:45446", "issue:44291|issue:45071" ], - "prepared_review_unit_hash": "93782cfb2f4bf4344d31668808ee7bceab7561a198e10e4f073b0eeefe533355", + "prepared_review_unit_hash": "1ea903bde349020adc90505afccaa998c807ef1a71a4692e875962d5e9289810", "component_budget": { "node_count": 484, "item_count": 484, @@ -15184,186 +15163,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share vague Transformers/version/model themes but do not describe the same concrete bug or change, so none should be merged as duplicates. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42371 is the broadest, highest-activity report in the set and is the best representative of a version/configuration-regression class, though it is not a duplicate of the others.", + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports across tokenizers, model loading, generation, training, and docs. The soft edges are largely name-similarity matches rather than the same underlying defect, so none should be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45478 is the most concrete and broadly representative of the cluster\u2019s recurring theme of model-loading regressions in recent Transformers v5/Qwen3.5 reports; it is also well-scoped and actionable compared with the more generic or isolated items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42371 has the most discussion and the widest surface area among these unrelated reports, making it the strongest cluster anchor.", + "best_issue_reason": "issue:45478 is the best single issue to anchor the cluster because it is specific, recent, and likely to attract related follow-up reports in the same model family, while still being clearly stated enough for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility vs a PyTorch import/version check in flex_attention; different failure modes." + "reason": "Different problems: Python-version compatibility vs a flex_attention import/version check bug." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example script multi-label empty output vs SigLIP2 implementation discrepancy; unrelated code paths." + "reason": "Multi-label classification example output bug is unrelated to a SigLIP2 implementation discrepancy." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-dataloader-thread use vs bfloat16 dtype mismatch in inference; not the same bug." + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different from_pretrained failures; too broad to be one fix." + "reason": "Both mention Qwen3.5/Moe, but one is a Qwen3-VL-Moe compatibility issue and the other is a from_pretrained load error; not the same concrete bug." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Config propagation for num_labels vs NaNs in classification heads after init; different underlying issues." + "reason": "Config propagation for num_labels is unrelated to NaNs in classification heads." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper bug vs flex_attention import gating; no shared code path." + "reason": "Feature-length helper behavior in qwen3_omni_moe is unrelated to a PyTorch version check in flex_attention." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "save_pretrained key serialization bug vs from_pretrained load error; related model family but distinct problems." + "reason": "Both are Qwen3.5-related, but one is save_pretrained key corruption and the other is a from_pretrained/load failure; different code paths." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior settings warning vs missing image-processor method; unrelated subsystems." + "reason": "TF32 API guidance is unrelated to a missing GLM46VImageProcessorFast method." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer SGD arguments ignored vs trainer.evaluate() failing after train(); different lifecycle bugs." + "reason": "Unused SGD args and trainer.evaluate() failing after train() are different training bugs." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage vs Ministral flash-attention failure; only a broad Transformers-v5 theme overlaps." + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Empty multi-label outputs in an example script vs an error-message/docs issue for pipeline(); not the same defect." + "reason": "Classification script output bug is unrelated to pipeline() translation-task error messaging." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing model weight on load vs AutoProcessor not forwarding kwargs to cached_file; distinct loading layers." + "reason": "Missing embed_tokens.weight in UMT5Encoder loading is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash vs Swin2SR over-padding; different models and bugs." + "reason": "GlmMoeDsa stale indexer cache crash and Swin2SR over-padding are different subsystems and failures." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder type mismatch vs accuracy regression after upgrade; too general and not one code-path fix." + "reason": "Tokenizer decoder-type regression is unrelated to a DeepSeek accuracy regression." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "FlashAttention 2 support request for GPT2 vs a vague Flash Attention issue; no concrete same bug." + "reason": "Feature request for GPT2 flash-attention support is not the same as an unspecified Flash Attention 2 issue." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Stale phonemizer backend state vs empty-list chat-template IndexError; unrelated tokenizer/runtime behavior." + "reason": "Stale phonemizer backend state is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split handling vs Minimax attention numerical differences; different components." + "reason": "GlmMoeDsaIndexer split semantics and Minimax attention numerical differences are unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing removed pipeline() vs a PyTorch version check bug; documentation vs runtime validation." + "reason": "Docs still referencing pipeline() after removals is unrelated to a flex_attention import/version bug." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code meta-init incompatibility vs Minimax attention numerical drift; not the same change." + "reason": "InternVL2 meta-init incompatibility is unrelated to Minimax attention numerical differences." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed optimizer state corruption vs missing GenerationMixin cache in chunked_prefill; unrelated code paths." + "reason": "Wrong optimizer states under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." }, { "left": "issue:42673", - "right": "issue:46655", + "right": "issue:42796", "accept": false, - "reason": "VRAM leak in threaded loading vs video processor padding error; different symptoms and fixes." + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE marker handling." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation failure vs stale warning for num_return_sequences; one is an error, the other a warning bug." + "reason": "Invalid GenerationConfig in GLM-5 is unrelated to a stale warning for num_return_sequences." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; both tokenizer-related but not the same defect." + "reason": "Generic tokenizer-loading regression and Qwen3 tokenizer offset_mapping bug are not the same defect." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask logic; different attention semantics." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention is unrelated to Gemma4 causal-mask construction." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Kimi tokenizer codec/warning regression vs stale phonemizer language backend; unrelated tokenization stacks." + "reason": "Kimi-K2.5 tokenizer codec/regression issue is unrelated to Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to SmolVLM video padding calculation." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Chunked_prefill cache missing vs SequenceFeatureExtractor.pad performance issue; not the same bug." + "reason": "Missing cache in generation during chunked prefill is unrelated to a performance issue in SequenceFeatureExtractor.pad." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model breakage vs empty-list chat template crash; different components and failure modes." + "reason": "VitPose model breakage and empty-list chat-template crash are unrelated." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Released PEFT version requirement mismatch vs flex_attention PyTorch import check; different release issues." + "reason": "PEFT minimum-version release mismatch is unrelated to a flex_attention PyTorch import/version check." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights unexpected argument vs PretrainedConfig type checking; distinct v5 compatibility problems." + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and PretrainedConfig type-checking regression are different initialization/type-system issues." } ] }, @@ -15382,8 +15367,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -16033,8 +16018,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -16122,7 +16107,7 @@ "issue:36683|issue:43582", "issue:44380|issue:45479" ], - "prepared_review_unit_hash": "c24a3579f67fd36e449ef6663efa826ae6ac8342ef5679f6d6c73b74ab28dcc2", + "prepared_review_unit_hash": "5a61de5e7191045579e6176221a04806e97d69ebd93528d1495b62c4d47a1ba6", "component_budget": { "node_count": 484, "item_count": 484, @@ -16144,210 +16129,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it spans unrelated import errors, model-specific regressions, save/load issues, compiler/runtime warnings, and pipeline/tokenizer bugs. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 43873 is the most substantial/high-signal report in the set by discussion and inbound references, but the cluster does not actually form a duplicate group; it is only the closest thing to a representative issue.", + "summary": "This cluster does not contain a convincing duplicate set; the items are mostly unrelated single-bug reports across different subsystems. All soft edges should stay separate.", + "confidence": 0.17, + "canonical_issue_reason": "Issue 43873 is the strongest representative anchor: it is open, high-discussion, and describes a broad, user-impacting quantization/offloading bug rather than a narrow one-off symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the richest reproduction context and broad runtime impact, so it is the best representative candidate among otherwise unrelated issues.", + "best_issue_reason": "Issue 43873 is the best overall issue to anchor the cluster because it has the most activity and the broadest potential impact among the listed reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor reports, but one is a padding bug and the other is a semantic inconsistency in num_frames." + "reason": "Same model family and processor area, but one is a padding bug and the other is a num_frames semantics issue; different underlying problems." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging message and an empty-list apply_chat_template IndexError are unrelated failures." + "reason": "A noisy logging complaint is unrelated to an empty-list apply_chat_template crash." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Missing set_seed in SamHQ tests is unrelated to a logging issue." + "reason": "SamHQ seeding instability is unrelated to an unrelated logging message issue." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "DeepSeek-v4 transpose/dtype bug and an accuracy regression after upgrade are different problem types and code paths." + "reason": "A DeepSeek tensor operation error and an accuracy regression after upgrade are not the same concrete bug." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." + "reason": "Both are import errors, but they reference different missing symbols and likely different API breakages." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and quantization offloading are separate configuration/runtime issues." + "reason": "Embedding-tie API removal and quantization offloading misbehavior are different code paths and symptoms." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are distinct tokenizer initialization bugs." + "reason": "Tokenizer AddedToken argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping None handling and DiffusionGemma pipeline failure are unrelated." + "reason": "A tokenizer mapping lookup failure is unrelated to an image-text pipeline failure for DiffusionGemma." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluation failure after train is not the same as importing Trainer only after uninstalling datasets." + "reason": "trainer.evaluate() failure after training and importing Trainer being blocked by datasets are different failures." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leakage and a missing embed_tokens.weight in UMT5Encoder are different loading bugs." + "reason": "Local-files-only network leakage and a missing embed_tokens.weight during UMT5 loading are separate bugs." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor cached_file kwarg forwarding and auto_docstring annotation parsing are unrelated." + "reason": "Passing kwargs to cached_file and an auto_docstring annotations crash are unrelated implementation areas." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling being ignored and cache lazy initialization causing recompilation are different runtime behaviors." + "reason": "GPT2 attention scaling being ignored and cache lazy initialization causing recompilation are different backend behaviors." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Missing torchvision crash in AutoProcessor is not the same as tokenizer mapping None handling." + "reason": "AutoProcessor crashing without torchvision and tokenizer mapping returning None are unrelated." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure and tensorflow_text backend mapping error are different compatibility/import problems." + "reason": "Python 3.14 import failure and a backend-mapping ValueError are different compatibility issues." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are different save_pretrained failures." + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both save-related, but the object types and failure modes differ." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "A dequantized-save bug and a Qwen3_5 infinite-loop bug are unrelated." + "reason": "A save_pretrained bug is unrelated to a Qwen3_5 image-generation infinite loop." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model/runtime issues." + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failures are distinct model/runtime issues." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "pipeline() task-support messaging and pipeline object serialization are unrelated." + "reason": "A misleading pipeline task message is unrelated to Pipeline serialization failure." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 compilation warning and a Bamba SDPA compile failure are not the same bug." + "reason": "A bfloat16 precision warning during compile is not the same as a Bamba SDPA compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes and a noisy logging message are separate repo hygiene issues." + "reason": "Leaking dummy classes into dir(transformers) is unrelated to a noisy logging message." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "PyTorch precision warning and tie_word_embeddings warning are different warnings with different causes." + "reason": "A general PyTorch precision warning and a tie_word_embeddings warning are different warnings from different triggers." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight and max_shard_size default behavior are unrelated save/load concerns." + "reason": "A missing weight during model loading is unrelated to the 50GB shard-size question." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type bug and a reproduction of another issue are not the same concrete defect." + "reason": "Wrong tokenizer decoder type and a separate isolated reproduction report do not describe the same bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention 2.0 support missing and Python version compatibility are different issues." + "reason": "Flash Attention support for NemotronH and Python 3.9/3.10 compatibility are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "NemotronH Flash Attention support and GPT2 attention scaling are separate model-specific problems." + "reason": "Nemotron Flash Attention support and GPT2 attention scaling under SDPA/FlashAttention are different model-specific issues." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config flag and a noisy logging message do not share the same underlying bug." + "reason": "A v5 API removal and a noisy logging message are not the same problem." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and DeepSeek transpose/runtime issue are unrelated model bugs." + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are unrelated model bugs." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling and AttentionInterface.register behavior change are different attention-system issues." + "reason": "Ignoring GPT2 scaling under backends and AttentionInterface.register changing function behavior are different attention-system defects." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation and Trainer import failure via datasets are unrelated." + "reason": "patchtsmixer post_init validation and Trainer import breaking with datasets are unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty transcription failure and Trainer import conflict are separate bugs." + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are distinct model serialization/loading issues." + "reason": "FP8 save_pretrained for MoE and a Qwen3.5 MoE from_pretrained error are both MoE-related, but they affect different operations and likely different code paths." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon warmup TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:44380", + "left": "issue:43012", "right": "issue:45479", "accept": false, - "reason": "Attention scaling ignored in GPT2 and degenerate zero-loss classification are different code paths." + "reason": "A compile-time precision warning is unrelated to degenerate zero loss in sequence classification." } ] }, @@ -20261,8 +20246,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -20319,7 +20304,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20335,7 +20320,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "3d787f79bae0a93d64f924e1a8102806902ec18de40ce006d12aacd44d842791", + "prepared_review_unit_hash": "d12ca4bee1a393fc0a898a61f510180b533fc6a921a3a04b97536dffd5c2eb48", "component_budget": { "node_count": 2, "item_count": 2, @@ -20357,18 +20342,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two VibeVoice pull requests overlap heavily in shared scaffolding, but they are not duplicates: one adds the base VibeVoice implementation, while the other adds a separate VibeVoice Realtime/tokenizer extension.", - "confidence": 0.88, + "summary": "These are related VibeVoice pull requests, but they are not duplicates: one is the base VibeVoice implementation, and the other is a later VibeVoice Realtime extension with additional acoustic-tokenizer/realtime plumbing.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical representative: it is the base VibeVoice implementation, has substantial review/discussion, and is more mature than the later draft realtime extension.", + "canonical_pr_reason": "PR 40546 is the broader, original VibeVoice implementation and is the best single PR to represent the core feature set; PR 42781 is a narrower realtime follow-up with additional components.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best overall representative of the cluster because it is the foundational VibeVoice integration rather than a later variant-specific extension.", + "best_pr_reason": "PR 40546 is the best representative artifact because it introduces the main VibeVoice model/docs/integration work, while PR 42781 focuses on the realtime variant and extra tokenizer-related changes.", "soft_edge_verdicts": [ { - "left": "pull_request:40546 (Implement VibeVoice)", - "right": "pull_request:42781 (Add VibeVoice Realtime)", + "left": "pull_request:40546", + "right": "pull_request:42781", "accept": false, - "reason": "They share VibeVoice infrastructure, but the concrete changes differ: #40546 is the core model integration, while #42781 adds realtime and acoustic-tokenizer functionality. That is related scope, not the same underlying change." + "reason": "They share VibeVoice files, but the scope differs: 40546 implements the base model, while 42781 adds realtime-specific functionality and acoustic-tokenizer changes. That is related work, not the same concrete change, and they would not plausibly be merged as one PR." } ] }, @@ -20382,7 +20367,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20398,7 +20383,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "62804b6b4b0adf24c4960e4f31f3edb712f1af64f3bae45a21ebdc2520781f1a", + "prepared_review_unit_hash": "6be1b41c5db6c3fa7e0e1f10ce1927ce73d7ab5ae0f836a299d6e05c95c0ac78", "component_budget": { "node_count": 2, "item_count": 2, @@ -20420,18 +20405,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families, so this is not a duplicate cluster.", - "confidence": 0.98, + "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR 40755 adds TimesFM covariate forecasting, while PR 41224 adds DINOv3 image-classification support; they do not target the same underlying change.", + "canonical_pr_reason": "No canonical PR: the items touch different model families and entirely different features, so they are not duplicates or mergeable as one change.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the more self-contained representative of the pair, but it is still unrelated to PR 40755 and should not be treated as a duplicate.", + "best_pr_reason": "Neither PR is a good cluster representative because the cluster is not a duplicate set; the safest triage is to keep them separate.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different user-visible features: TimesFM forecasting with covariates vs DINOv3 image-classification support. They should not be merged as one PR." + "reason": "Different models, different codepaths, and different goals (TimesFM covariates vs DINOv3 classification). They are not the same underlying change and would not be merged into one PR." } ] }, @@ -20445,7 +20430,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20508,7 +20493,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20554,154 +20539,154 @@ "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e741fd35ac3446bee399e39292dfb8077ed66d5570bd6337e34993a03f662fd2", + "prepared_review_unit_hash": "1ca874eb2ac74b9eb3a284c2c901a3bd1f44a56992c21049c2b8bb9c3eeeee3c", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 36844, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 36844, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs spanning different models, docs, and tooling. The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs that both add `weight`/`label_smoothing` support to the same loss helper for the same tracked issue.", - "confidence": 0.97, + "summary": "The cluster is mostly unrelated PRs. The only true duplicate pair is the two `fixed_cross_entropy` changes (43251/43254), which fix the same kwargs passthrough in the same code path. All other pairs are just broad topical similarity, not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR because it is the clearest, issue-linked implementation of the only real duplicate pair in this set and directly targets the shared loss-utils code path.", + "canonical_pr_reason": "PR 43251 is the best canonical representative of the one real duplicate set: it has the explicit issue link and the fuller `fixed_cross_entropy` implementation with `weight` and `label_smoothing` threaded into `cross_entropy`.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest representative of the cluster\u2019s only substantive duplicate change: it fixes the same `fixed_cross_entropy` kwargs forwarding problem as #43254, with a complete and issue-linked patch.", + "best_pr_reason": "PR 43251 is the strongest overall representative for this cluster because it is the only clear duplicate target and it presents the most complete version of that fix.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different features: Mistral tokenizer API additions vs adding MobileLLM model support. No shared bug or change." + "reason": "Different changes: Mistral tokenizer API additions vs adding a new MobileLLM model. Same broad repo area, not the same bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated areas: tokenizer methods vs ExecuTorch dynamic-shape export test." + "reason": "Tokenizer methods for Mistral are unrelated to Executorch dynamic-shape export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different processor/auto-loading robustness work vs introducing a new model package." + "reason": "Processor-from-pretrained robustness work is unrelated to introducing a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs forwarding is unrelated to adding MobileLLM." + "reason": "Cross-entropy kwargs plumbing and a new model addition are unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch different code paths: cross-entropy helper vs Mistral4 test/model adjustments." + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export testing and Mistral4 fixes are separate concerns." + "reason": "Executorch export dynamic-shape coverage is a different problem from Mistral4 test failures." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export tests do not match new-model integration work." + "reason": "A test for dynamic export shapes is not the same as adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support is unrelated to `cls.config` resolution ordering." + "reason": "Adding MobileLLM and fixing `cls.config` resolution order are different code paths and different bugs." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Different model families and fixes: MobileLLM addition vs Falcon output-capture refactor." + "reason": "New model integration vs Falcon output-interface refactor are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model output-capturing changes are unrelated to the model-creation skill PR." + "reason": "Falcon model refactoring is not the same as the model-creation skill/docs PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different concrete changes: Falcon forward-signature refactor vs Mistral4 test fixes." + "reason": "Falcon output-collection refactor and Mistral4 test fixes do not target the same underlying change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are not the same underlying change." + "reason": "Mistral4 test fixes and a `layrnorm`/`layernorm` mapping typo correction are different issues." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes are unrelated to chat response parsing updates." + "reason": "Mistral4-related tests and chat parsing/serve updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46744", "accept": false, - "reason": "Model-specific test fixes do not overlap with Apple Silicon loading docs." + "reason": "Mistral4 test work is unrelated to the safetensors/MPS docs update." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel integration are distinct changes." + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel integration." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test-fix PR is not a duplicate of the model-creation skill / scaffolding PR." + "reason": "A model-specific test fix is not the same as the model creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the new-model skill repository changes." + "reason": "A concrete model addition and a meta skill for model creation are different artifacts and changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the config-resolution ordering fix." + "reason": "Mistral4 tests and `cls.config` resolution ordering are separate bugs with no shared code path." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` helper to forward supported `cross_entropy` kwargs for the same issue; they are the same underlying code-path change and could plausibly be merged into one PR." + "reason": "Both PRs fix the same `fixed_cross_entropy` API gap in the same function, adding support for the same cross-entropy kwargs. They are mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation stays grounded in the packet and the conservative rejections are justified by the listed filenames, titles, and diff previews. The only accepted pair, pull_request:43251 with pull_request:43254, is plausibly mergeable into a single PR for the same `fixed_cross_entropy` kwargs-forwarding bugfix: both target `src/transformers/loss/loss_utils.py`, both cite issue 43240, and the diff differences are minor implementation-style variations rather than different fixes." + "feedback": "The cluster summary is grounded in the packet: only PR 43251/43254 have shared issue target/file and are plausibly duplicates, while the other pairwise rejects stay conservative and consistent with the diffs. The representative choice for 43251 is supported by its explicit issue link and fuller implementation." }, "evaluator_used": true, "retried": false, @@ -20712,7 +20697,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20728,7 +20713,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "3bd4c1e4eb52a9acc088c95ec8b8c21391af2f3c97cb5a4f0825207c987030ae", + "prepared_review_unit_hash": "3c536cf4d3a1c5d1192c127e3b8ecb7f1df38792c11785667f57f1be6c900889", "component_budget": { "node_count": 2, "item_count": 2, @@ -20750,18 +20735,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both bump GitHub Actions dependencies, but they are separate maintenance changes with different concrete targets: one focuses on Node 24 compatibility across many workflows, the other upgrades specific actions such as docker/build-push-action to latest versions. They overlap in some workflow files, but not in the underlying change.", - "confidence": 0.93, + "summary": "Both PRs are broad GitHub Actions maintenance changes, but they target different action families and different failure modes: one is a Node 24 compatibility refresh for checkout/cache/upload-artifact, while the other is a docker/build-push-action v6 upgrade for image build workflows. They are related only at the theme level, not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the broader, clearer goal (Node 24 compatibility) and touches more workflow action upgrades across the repo.", + "canonical_pr_reason": "PR 42975 is the better cluster representative because it is the broader, more clearly scoped GitHub Actions compatibility upgrade across many workflows, and its title directly describes the maintenance goal.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall PR candidate since it represents the larger, more general workflow-action compatibility update; PR 42976 is a narrower action-version bump centered on Docker build workflows.", + "best_pr_reason": "PR 42975 is the strongest standalone representative of the cluster: it touches more workflows and has a more specific compatibility-driven purpose than the docker-action version bump in 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: both update GitHub Actions, but they are not the same change. 42975 is a Node 24 compatibility sweep across many workflows, while 42976 specifically bumps docker/build-push-action and a few related actions. Shared workflow filenames alone are not enough to treat them as duplicates." + "reason": "Reject: these update different GitHub Actions dependencies and address different concerns. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action to v6 for Docker image workflows. They are not the same concrete fix and would not naturally merge into one PR." } ] }, @@ -20775,7 +20760,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20807,12 +20792,12 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "b1fb82cba9da4f4dc175c8f3c0fe4c947433c3ddfbbf9d67eae60d7600774238", + "prepared_review_unit_hash": "c258896f18000c5e3d44fc39969af392c993c83b7fad94651d02885c41a4bf0e", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24615, + "serialized_chars": 24614, "estimated_input_tokens": 6154, "estimated_eval_tokens": 12564 }, @@ -20820,7 +20805,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24615, + "serialized_chars": 24614, "estimated_input_tokens": 6154, "estimated_eval_tokens": 12564 }, @@ -20829,84 +20814,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is mostly unrelated model-addition PRs. The only borderline pair is the Step 3.7 Flash implementation versus the WIP mini-model/scripts PR, but that looks like supporting scaffolding rather than the same mergeable change.", - "confidence": 0.89, + "summary": "Only the Step 3.7 Flash WIP PR appears to duplicate the main Step 3.7 Flash PR. The other items are separate model-addition or infrastructure changes that merely share docs/auto-registration files.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the most substantive, user-facing model implementation in the set; the other PRs are separate model additions or auxiliary scaffolding, so it is the closest thing to an anchor if one must be chosen.", + "canonical_pr_reason": "PR 46562 is the best canonical PR because it is the more complete Step 3.7 Flash implementation, while 46658 is a WIP variant of the same code path and change set.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the strongest representative artifact here: it contains the actual Step 3.7 Flash integration and tests, while the others are distinct model launches or non-core support work.", + "best_pr_reason": "PR 46562 is the strongest representative of the only true duplicate pair in this set; it is the substantive Step 3.7 Flash PR rather than the WIP follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Both are new model PRs with shared docs/auto-registry edits, but they add different model families (ViT NEPA vs Molmo) and do not target the same bug or change." + "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs/auto-registration files are incidental and do not indicate the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families and unrelated implementations; the overlap is only in shared registry/docs files." + "reason": "Different model additions (ViT NEPA vs Molmo2). Overlap is only in generic registration/docs plumbing, not the same bug or feature." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Separate model additions in different domains; shared infrastructure edits do not make them the same change." + "reason": "ViT NEPA and CTSM are unrelated model additions for different domains and code paths." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "ViT NEPA model addition and distributed-config work are unrelated." + "reason": "Model addition vs distributed-configuration infrastructure change; no shared underlying fix or feature." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model integrations, not the same underlying feature or bug fix." + "reason": "Molmo and Molmo2 are distinct model families; shared auto/docs updates are support work, not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Different model families with only broad registry/docs overlap." + "reason": "Molmo and CTSM are unrelated model additions touching different architectures and code paths." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Model addition versus distributed configuration work; no shared code-path problem." + "reason": "Molmo model support and distributed config are separate changes with no common concrete bug or feature." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions despite touching common auto/model registration files." + "reason": "Molmo2 and CTSM are different models; overlap in auto/docs files is too broad to treat as duplicate work." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model work and distributed config changes are not the same change." + "reason": "Molmo2 support and distributed config are unrelated changes in different subsystems." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are separate model integrations; shared auto-registry edits are too broad to treat as duplicates." + "reason": "CTSM time-series model addition and Step 3.7 Flash multimodal model addition are unrelated changes." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model addition and distributed config support address different parts of the codebase." + "reason": "CTSM model support and distributed config are different features with no shared code-path problem." }, { "left": "pull_request:46562", "right": "pull_request:46658", - "accept": false, - "reason": "They are related Step 3.7 Flash work, but 46562 is the actual model integration while 46658 is WIP mini-model/scripts scaffolding; not the same concrete mergeable change." + "accept": true, + "reason": "Both PRs implement Step 3.7 Flash in the same files and model stack; 46658 is explicitly a WIP version of the same underlying change." } ] }, @@ -20920,7 +20905,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20955,118 +20940,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "2a8e603b235dd7cd5cb1b8c476ffe2d1f24124053430aa7e2371aacdb98d652b", + "prepared_review_unit_hash": "c4ce5746cb4d2233357ab51ad3a3021fb701cc98ad6c52d66969cf3f3f271696", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23165, - "estimated_input_tokens": 5792, - "estimated_eval_tokens": 11840 + "serialized_chars": 23158, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23165, - "estimated_input_tokens": 5792, - "estimated_eval_tokens": 11840 + "serialized_chars": 23158, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a mix of largely unrelated pull requests: Whisper test/tokenizer tweaks, a deprecation alias, intentionally broken test edits, an FP8 dequantization fix, doctest cleanup, generation validation changes, a CI workaround, and broad typo fixes. The only commonality is very loose topical overlap, not the same underlying bug/change, so none of the soft duplicate edges are strong enough to accept.", - "confidence": 0.89, + "summary": "This is not a duplicate cluster in the strict sense: the PRs cover unrelated changes across Whisper tokenization/tests, backward-compatibility shims, model-test stubs, FP8 dequantization, doctest cleanup, generation validation, CI memory limits, and typo fixes. None of the soft links look like the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest single representative: it fixes a concrete FP8 dequantization/loading bug with coordinated code changes and tests. The others are mostly docs, CI, typo cleanup, or unrelated test/deprecation edits.", + "canonical_pr_reason": "No clear canonical PR: the cluster is heterogeneous and lacks one underlying fix or change that the others duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best canonical PR candidate because it addresses a specific code-path defect rather than incidental cleanup, and it is the most self-contained substantive fix in the set.", + "best_pr_reason": "If forced to pick one representative, #46579 is the broadest code-cleanup PR, but it still does not represent the other unrelated fixes closely enough to serve as a true duplicate anchor.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but one is Whisper tokenizer/test behavior and the other is unrelated CLIP/ViT test edits; not the same underlying bug or mergeable change." + "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test assertions; different models and different failure modes." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/tokenization work is unrelated to the FP8 dequantization/load-path fix; different subsystem and bug." + "reason": "Whisper decode/test work vs FP8 dequant/loading logic; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test/tokenizer changes do not match the generation watermarking validation/CI fixes in the other PR." + "reason": "Whisper tokenizer cleanup vs generation watermarking validation; different subsystems and bugs." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "A backward-compatibility alias for tie_weights is unrelated to broad typo cleanup across many files." + "reason": "Tie-weights backward-compatibility alias vs broad typo cleanup; not the same change." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Broken CLIP/ViT test edits are unrelated to the Phimoe CI integration-test workaround." + "reason": "Dummy failing model tests vs Phimoe CI integration fix; one is test-stub noise, the other is CI/runtime setup." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One is test-only noise in CLIP/ViT; the other fixes a concrete FP8 dequantization path. Different changes, not duplicative." + "reason": "CLIP/ViT test assertions vs FP8 dequant fix; unrelated targets and code paths." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to generation watermarking validation and Whisper/model-test fixes." + "reason": "Model test-only changes vs generation config/runtime validation; not the same underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Intentional failing test edits are not the same as broad typo fixes in code." + "reason": "Test-only CLIP/ViT edits vs general typo cleanup; no shared concrete fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/model-loading changes are unrelated to the Phimoe CI memory/device-map workaround." + "reason": "FP8 quantization/loading fix vs CI memory-limit and integration-test setup; different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These touch different code paths: FP8 dequantization vs generation validation and unrelated model test fixes." + "reason": "FP8 dequantization fix vs generation watermarking validation fix; unrelated code paths." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "Shared files are incidental; 44815 is a functional dequant fix while 46579 is broad typo cleanup across many modules." + "reason": "FP8 kernel/loading changes vs typo cleanup across many files; not the same bug/change." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/doc formatting cleanup is not the same change as code typo fixes across implementation files." + "reason": "Doctest/documentation cleanup vs code typo cleanup; related only at a very broad editorial level." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation validation/Whisper fixes are unrelated to CI runner memory limiting for Phimoe integration tests." + "reason": "Generation validation/runtime fix vs Phimoe CI integration fix; different subsystems and failure causes." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "The overlap in generation files is superficial; 46380 fixes a runtime validation bug while 46579 is typo cleanup, so they should not be merged as one PR." + "reason": "Generation config fix vs broad typo cleanup; not a duplicate change." } ] }, @@ -21080,7 +21065,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21099,12 +21084,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "a259b219f05a87e91ef4774ec05b57d1a0442d7298713067c00e1147513d315a", + "prepared_review_unit_hash": "f2e73dd1fcfd9b2007e2b5e31afbc6f50c294854646f7278ae9a4f3a681f7d3a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -21112,7 +21097,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -21121,30 +21106,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated \"don't merge\" PRs touching different code paths: setup/versioning and a test file, PR-comment/CI workflow plumbing, and the PR security-gate workflow. They are not the same underlying change, so the soft links should not be merged.", - "confidence": 0.89, + "summary": "All three items are unrelated draft/test-style PRs that happen to share similar guardrail wording, but they do not fix the same underlying problem and should not be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43532 is the best cluster representative because it has the richest discussion, the broadest file footprint, and the most explicit change surface among the three, even though it is not a true duplicate of the others.", + "canonical_pr_reason": "pull_request:46747 is the cleanest representative: it is a focused, single-workflow change with one concrete code-path adjustment, unlike the broader bot/test or dependency/version PRs.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43532 is the most informative single PR to keep as the representative record for this cluster due to its larger diff and more associated activity.", + "best_pr_reason": "pull_request:46747 has the most coherent and narrowly scoped change, so it is the best cluster representative.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "One edits setup.py/dependency metadata and a Vit test; the other changes the PR security-gate workflow trigger. Different subsystems and different underlying changes." + "reason": "One PR edits setup/versioning and test dependencies; the other changes a security-gate workflow trigger. They touch different subsystems and are not the same fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "The overlap is only a shared Vit test filename; the diffs otherwise target setup/dependency/versioning versus CI/comment workflow logic. Not the same bug or fix." + "reason": "The first is a setup/version/dependency test PR, while the second is a broad CI/workflow and testing-utils change. Similar labels and shared test file do not make them the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but one is about self-comment CI and test/support utilities while the other is only changing the security-gate trigger. Too broad to treat as one concrete change." + "reason": "Both are workflow-related, but they target different jobs and code paths: one rewrites several self-comment/self-scheduled/reporting workflows, the other only changes the PR security gate trigger. Not mergeable as one PR." } ] }, @@ -21158,7 +21143,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21174,7 +21159,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "8152989c18e9b38f1102f065b5ede84021ce840e945e0848a8a6e9767eb00038", + "prepared_review_unit_hash": "cfb5ff05047b3929ff17dbc337c52cba77c58fd6a3c68dbdb61f31e55d8e18ca", "component_budget": { "node_count": 2, "item_count": 2, @@ -21196,18 +21181,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related PRs in the same area of the docs/pipeline infrastructure, but they implement different features: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. Shared scaffolding alone is not enough to treat them as duplicates.", - "confidence": 0.96, + "summary": "These are two related but distinct feature PRs: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. They share pipeline/doc scaffolding, but they target different underlying tasks and model integrations, so they should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader, more multi-model implementation for promptable visual segmentation, so it is the better representative if one must be chosen; however, it is still distinct from #43612 rather than a duplicate.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger standalone representative because it covers the visual-segmentation pipeline plus several related model/test updates, making it more complete than the concept-segmentation PR.", + "best_pr_reason": "No single PR is a clear duplicate canonical: 43612 and 43613 implement different segmentation pipelines with different targets and supporting model/test files.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. They share documentation and pipeline registration scaffolding, but the changed models/tests and pipeline modules are for different tasks, so they should not be merged as duplicates." + "reason": "Different underlying changes: concept segmentation vs visual segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same fix or mergeable duplicate PR." } ] }, @@ -21221,7 +21206,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21237,40 +21222,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "5d3d8ef3407102ecb4b6ee9c39ed7428b4a006469ba2a6da52f5acc0cc469772", + "prepared_review_unit_hash": "74799466320b820a9e485d2b206c78aabecf6ee821e31d16227aedabc1527d47", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs in `trainer.py`: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They share a file and subsystem, but not the same underlying bug or change.", - "confidence": 0.96, + "summary": "The two PRs touch the same file but implement different Trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for column filtering. They are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate trainer refactors addressing different code paths and different user-facing behaviors.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good cluster representative here: the patches address different trainer code paths and should be triaged separately rather than merged as duplicates.", + "best_pr_reason": "No single best PR for deduplication; 43651 is the more concrete behavior fix, but it does not subsume 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different functionality and failure modes: 43651 changes training loss scaling during gradient accumulation, while 43663 adds an overrideable helper for input-signature column filtering. Shared file/subsystem alone is not enough to treat them as the same change." + "reason": "Different underlying problems: 43651 changes loss normalization during training_step, while 43663 extracts signature-column logic for dataset column filtering. Same file, different functionality." } ] }, @@ -21284,7 +21269,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21300,7 +21285,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "844ba7377cab6c4ceb325aab0a83e87c4065170e985d113b3bf1e91ae5d1a06a", + "prepared_review_unit_hash": "df5eb7bace83049c8b6cd1f380cefd9871c1d740c6182245529345147f697db3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21322,32 +21307,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they fix different NameError scenarios: one is about missing future-annotation behavior / type-hint evaluation, the other is about guarding `TypeAdapter` imports when `pydantic` is absent. They are related but not duplicates.", - "confidence": 0.94, + "summary": "Both PRs target the same import-time `TypeAdapter` NameError in `src/transformers/cli/serve.py`, using different annotation-strategy fixes. PR 43656 is the broader root-cause fix; PR 43842 is a narrower variant around the same code path.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43656 is the better canonical PR because it takes the broader root-cause approach by enabling postponed annotation evaluation across `serve.py`, which addresses the `TypeAdapter` NameError and related annotation-evaluation issues in one place.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43656 is the strongest standalone candidate: it fixes the underlying annotation-evaluation problem more comprehensively than the narrower `TYPE_CHECKING`/string-annotation adjustment in PR 43842.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Same file and similar symptom, but different root causes and fixes: PR 43656 changes annotation handling with `from __future__ import annotations`, while PR 43842 makes `TypeAdapter` a TYPE_CHECKING-only import and stringizes a parameter to avoid importing pydantic at runtime. They would not plausibly be merged as one PR." + "accept": true, + "reason": "Both PRs address the same concrete bug: a runtime `TypeAdapter` NameError in the CLI caused by annotation evaluation in `src/transformers/cli/serve.py`. The fixes are different but compatible variants of the same change and could plausibly be combined into one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, both are titled around the same TypeAdapter NameError, and the diffs show two annotation-evaluation strategies that are compatible rather than contradictory. The soft-edge verdict is conservative enough here, since the changes could be combined into one PR even if one fix is broader than the other." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 12, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21413,7 +21401,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21525,394 +21513,370 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "ce2bb5c9c4af74a62b01f0e826b84330b6992cedca077c5f30c4793b8c6f15b0", + "prepared_review_unit_hash": "a5a1d51ed5a3dd756c6827002b2f3ce28a2dca3e5974d807b6457eab1a7baa9b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75098, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of independent, model-specific refactors to standardized output tracing. The only clear duplicate-like overlaps are within the GPT-J/CodeGen and GPT-Neo repeats; most cross-model pairings share only the same theme or issue target, not the same concrete code path.", - "confidence": 0.81, + "summary": "This cluster is mostly a set of model-specific output-tracing refactors under the same broader theme, not one single duplicate bug. The only strong duplicate-like overlaps are within the same model family/file for GPT-Neo and GPT-J/CodeGen; cross-model pairs should stay separate.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best anchor: it is the latest, most complete GPT-J/CodeGen output-tracing refactor, explicitly targets the shared issue, and covers the same concrete files as its closest duplicate variants.", + "canonical_pr_reason": "PR 44722 is the best representative: it is the latest and broadest of the GPT-J/CodeGen output-tracing refactors, with the clearest explicit linkage to the tracking issue and a diff that subsumes the narrower GPT-J-only variants.", "best_issue_reason": null, - "best_pr_reason": "44722 is the clearest representative of the cluster\u2019s repeated GPT-J/CodeGen change, making it the most suitable PR to keep as the cluster\u2019s canonical example.", + "best_pr_reason": "PR 44722 is the strongest single PR in this cluster because it addresses the same output-tracing change set as the earlier GPT-J PRs, but in a more complete form and with explicit tracking context.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same issue target/theme is not enough." + "reason": "Different model families and code paths; same broad refactor theme/issue target is not enough for a duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; both are output-tracing refactors, but not the same change." + "reason": "Different models (CVT/FNet vs DeBERTa-v2); these are separate implementations of the same refactor pattern." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same concrete file path; one looks like a narrower variant of the other." + "reason": "Same GPT-J output-tracing refactor on the same modeling file; 44085 looks like a narrower/alternate version of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations; only the refactor theme matches." + "reason": "ResNet/RegNet output-tracing refactors, but different model code paths and files." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model code paths; shared issue target is too broad to treat as duplicate." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model families; only the refactor theme matches." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and different concrete layers; not the same bug or change." + "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations; shared issue target is too broad." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and implementation paths." + "reason": "MobileNetV2 and DeBERTa-v2 are different model paths with separate output-tracing updates." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model code paths; same refactor style only." + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths; this is only a thematic similarity." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-J/CodeGen and MPT are separate model implementations, not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors touching the same concrete model code path; this looks like a duplicate/superset variant." + "reason": "Same GPT-Neo file, same refactor, and near-identical title/diff intent; likely duplicate or update of the same PR." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Different model families; similar decorator migration only." + "reason": "GPT-J vs GPT-Neo are different model families and separate changes." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J; same issue target does not make them duplicates." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families; not the same concrete change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet-only refactor versus GPT-J/CodeGen; not the same code path." + "reason": "ResNet and GPT-J/CodeGen refactors are unrelated model code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different model code paths; both are output-tracing refactors only at a high level." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations despite the shared output-tracing theme." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementation paths." + "reason": "ResNet and GPT-J are different model families; shared tracking issue is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Different models and different concrete changes." + "reason": "GPT-Neo and ResNet are separate model implementations with distinct output-tracing code." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; only the refactor pattern matches." + "reason": "ResNet and MPT are unrelated model families and code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model paths; not duplicate code changes." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families; not the same change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; unrelated concrete changes." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; same umbrella theme only." + "reason": "GPT-Neo and Flaubert/XLM are distinct implementations; only the refactor pattern overlaps." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT versus GPT-J/CodeGen; different code paths." + "reason": "MPT and GPT-J/CodeGen are different model families with separate output-tracing changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J; same issue target is too broad to merge." + "reason": "GPT-Neo and GPT-J are different model families; these are not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-Neo and MGP-STR are different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; not the same underlying change." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MGP-STR; same tracing theme only." + "reason": "GPT2 and MGP-STR are different model families; shared output-tracing work does not make them duplicates." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert/XLM; unrelated code paths." + "reason": "ViLT and Flaubert/XLM touch different model stacks and separate output handling." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo versus MPT; no shared concrete bug or implementation." + "reason": "VisualBert and LongT5 are unrelated model code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; not the same change." + "reason": "GPT2 and MPT are different model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and LongT5 are different models; only the refactor style overlaps." + "reason": "MPNet and Flaubert/XLM are separate model families." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer versus GPT-J/CodeGen; broad theme match only." + "reason": "SegFormer and LongT5 are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer versus VisualBert; different concrete implementations." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo versus MPT; not the same code path." + "reason": "SegFormer and VisualBert are different model families and refactors." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet versus VisualBert; same output-tracing migration only." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT versus ImageGPT; different concrete model code." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet versus Flaubert/XLM; no duplicate bug or change." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet versus Segformer; same general refactor pattern only." + "reason": "RegNet and VisualBert are separate model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet versus MPNet; different model code paths." + "reason": "RegNet and MPNet are unrelated model paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT versus ImageGPT; unrelated concrete changes." + "reason": "MPT and ImageGPT are different model families." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "44101", "accept": false, - "reason": "TextNet versus Flaubert/XLM; not the same underlying patch." + "reason": "TextNet and Flaubert/XLM are separate model code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet versus LongT5; same refactor theme only." + "reason": "MPNet and LongT5 are unrelated model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet versus GPT-Neo; unrelated code paths." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus LongT5; different concrete changes." + "reason": "RegNet and LongT5 are unrelated changes." }, { "left": "pull_request:44074", - "right": "pull_request:44161", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet versus LongT5; not the same bug or patch." + "reason": "TextNet and MPT are different model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo versus LongT5; only the output-tracing theme matches." + "reason": "SqueezeBert and MPT are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet versus MPT; different model implementations." + "reason": "SqueezeBert and VisualBert are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert versus MPT; unrelated concrete change." + "reason": "GPT-Neo and SpeechT5 are separate model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBert versus VisualBert; same decorator migration only." + "reason": "RegNet and TextNet are unrelated model families." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert versus GPT-Neo; different code paths." + "reason": "SqueezeBert and GPT-Neo are different model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT versus SpeechT5; not the same underlying change." + "reason": "MPT and SpeechT5 are separate model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet versus TextNet; broad refactor similarity only." + "reason": "RegNet and MPT are unrelated model families." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert versus DeBERTa-v2; different model code." + "reason": "SqueezeBert and DeBERTa-v2 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 versus TextNet; not the same concrete fix." + "reason": "DeBERTa-v2 and TextNet are unrelated models." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor in the same concrete files; 44722 looks like a later, more complete variant." + "reason": "Same GPT-J/CodeGen refactor family; 44722 looks like the later, more complete version of the same change set." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J output-tracing change; one is a narrower/superset variant of the same patch." + "reason": "Both are GPT-J output-tracing refactors on the same file; 44722 subsumes the narrower GPT-J-only version." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; unrelated code paths." + "reason": "GPT-J and SpeechT5 are unrelated model families." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet versus RegNet/ResNet; same issue target but not the same concrete change." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR ResNet are different model paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet versus SpeechT5; different model changes." + "reason": "CVT/FNet and SpeechT5 are unrelated model families." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 versus SpeechT5; not the same code path." + "reason": "DeBERTa-v2 and SpeechT5 are separate model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 versus ViTS; same tracing refactor theme only." + "reason": "DeBERTa-v2 and VITS are different model families with separate output handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the cluster is mostly model-specific output-tracing refactors, and the only clear duplicate-like overlaps are the GPT-J/CodeGen and GPT-Neo variants. The accepted soft pairs are conservative and look mergeable as single bugfix PRs, with shared concrete files and/or the same issue target." + "feedback": "Grounded overall: the summary stays within the packet evidence, and the soft-edge calls are mostly conservative. The only accepted overlaps are same-family/same-file GPT-Neo and GPT-J/CodeGen variants, which do look mergeable as single bugfix PRs. Cross-model pairs are correctly kept separate." }, "evaluator_used": true, "retried": false, @@ -21923,7 +21887,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 38, + "component_count": 39, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21950,14 +21914,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "b58a4904b83684ff4ba68a4c45ccc36f6732a66e94651fa02add43b24d993c55", + "prepared_review_unit_hash": "8bb4c21d85195ceb428b0ebce6590929e733219a9d3d7442bacec759dd58d28d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, @@ -21972,48 +21936,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific migrations to the standardized output-capture/tracing machinery, but they touch different architectures and code paths. They are related refactors, not duplicates that should be merged together.", - "confidence": 0.96, + "summary": "These PRs are all model-specific refactors for standardized output tracing/capture_outputs, but they target different architectures and code paths. They are related by theme, not duplicates of the same underlying change, so the soft edges should be rejected.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best representative because it has an explicit issue target and shows a concrete end-to-end output-tracing refactor in one model, making it the clearest canonical example of this refactor pattern.", + "canonical_pr_reason": "If a single representative is needed, PR 44129 is the best fit: it is concrete, explicitly issue-linked, and shows a substantive SpeechT5 output-tracing refactor rather than a generic cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone representative: it is tied to an explicit tracking issue and implements the standardized output capture change in a concrete, reviewable way.", + "best_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target and a well-scoped implementation in one model file; the others are similarly themed but remain model-specific and do not indicate the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing migrations, but they change different model implementations (FocalNet vs ImageGPT). Same theme, not the same bug or mergeable change." + "reason": "Both are output-tracing refactors, but one is for FocalNet and the other for ImageGPT; they touch different model code paths and are not the same concrete change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate architectures with separate forward/output paths; this is a shared refactor pattern, not a duplicate fix." + "reason": "VisualBert and TextNet are unrelated model implementations. The shared capture_outputs theme is too broad to treat as one duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model code paths. They use similar capture_outputs refactoring, but they are distinct PRs." + "reason": "MPNet and VisualBert each add standardized output recording in separate model files with different hook mappings; this is not one mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These touch different models and different output-tracing implementations, so they should not be merged as duplicates." + "reason": "MPNet and TextNet are different model paths, and the PRs are independent refactors rather than the same bug fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate model-specific refactors; the similarity is only the standardized output decorator migration." + "reason": "RegNet and SqueezeBert are different architectures; despite similar decorator imports, these are separate output-handling refactors." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different code paths and model families. They share the same refactor theme but not the same concrete change." + "reason": "SqueezeBert and SpeechT5 are distinct models. The PRs both modernize output collection, but they do not fix the same concrete code-path problem." } ] }, @@ -22027,7 +21991,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22093,256 +22057,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "cbffa27cd651cd9d0f595c1b9b59184589fa2ffcdcb05f6f881099e7f2a60bb1", + "prepared_review_unit_hash": "7ff43a9521cc34ee9087fc4b34e6d458324b9e1fd2b8a24ea91065f7176f376d", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all share a similar \"output tracing\" refactor theme, but they target different model implementations and code paths. They are not duplicate fixes and should not be merged together.", + "summary": "This cluster is a set of parallel PRs doing similar output-tracing / `can_return_tuple` refactors across different model implementations. They resemble each other stylistically, but they are not the same underlying change, so they should not be deduplicated as one PR.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a true duplicate of the others. If one representative is needed, PR 44003 is the broadest example because it spans two related mamba files and best reflects the shared refactor pattern.", + "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it is one of the broader multi-file refactors, introduces the tracing helpers, and sits near the center of the shared refactor theme.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the most representative of the cluster\u2019s theme, but it is still a model-specific refactor rather than a duplicate change.", + "best_pr_reason": "44003 is the strongest single representative of this group because it has the broadest scope among the listed PRs and captures the common output-tracing refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations (timm_backbone vs upernet); same refactor style, but not the same underlying change or code path." + "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`); not a duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models with separate forward signatures and output-handling logic; too broad to treat as one duplicate PR." + "reason": "Both touch output handling, but they are separate model implementations and not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model code paths; both mention output tracing, but they are independent refactors." + "reason": "Similar helper/typing cleanup, but for unrelated models; not one mergeable PR." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; the shared theme is only generic refactoring of output tracing." + "reason": "Different architectures (`timm_backbone` vs Mamba-family); same pattern, not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone and rwkv are unrelated implementations; no same concrete bug or change." + "reason": "Both are output-tracing refactors, but they target different model code paths and should stay separate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are different model families with different output plumbing." + "reason": "Different models and different forward signatures; not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "No shared concrete code path; only similar modernization of forward/output APIs." + "reason": "Both adjust output tracing, but in unrelated model families; not duplicate PRs." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different depth-estimation models; not a single duplicate fix." + "reason": "Same broad refactor style, but `mobilenet_v1` and `depth_anything` are distinct implementations with separate behavior changes." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs vision_encoder_decoder are unrelated implementation paths." + "reason": "No shared code path; these are parallel refactors in different model wrappers." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different subsystems and call chains; same refactor motif is insufficient." + "reason": "Different encoder-decoder models, not one underlying bug or fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet do not share the same underlying bug or code path." + "reason": "Both are tracing refactors, but they affect different model heads and forward contracts." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model code paths; not plausibly one merged PR." + "reason": "Same style of cleanup, but different subsystems and code paths." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These are separate model refactors, not duplicate fixes." + "reason": "These are not the same change; they target unrelated model implementations." }, { "left": "pull_request:44000", - "right": "pull_request:44004", + "right": "pull_request:44025", "accept": false, - "reason": "Vision-text dual encoder vs CodeGen are unrelated model implementations." + "reason": "Different model families; similar refactor theme is not enough to merge them as duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are separate models; similarity is only in API cleanup." + "reason": "Both are output API refactors, but for separate models and behavior surfaces." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different forward logic." + "reason": "No shared concrete bug; they only share the refactor motif." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "No shared concrete bug; only common output-tracing refactor pattern." + "reason": "Different model code paths; not plausibly a single PR." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV have unrelated code paths and behavior." + "reason": "Similar output-tracing updates, but unrelated model implementations." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models; not the same fix." + "reason": "Different architecture and file set; not the same underlying change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba refactor vs SuperPoint refactor are separate changes in unrelated files." + "reason": "Different model families; same refactor pattern, not a duplicate fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "CodeGen and Mamba have different forward contracts and output semantics." + "reason": "These touch different code paths (`mamba` vs `codegen`) and are not the same PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families; the overlap is only a broad refactoring theme." + "reason": "Both relate to output handling, but they target different model implementations and problems." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate models and separate forward logic; not one mergeable change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Only the broad refactor theme matches; the code paths are unrelated." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code and different API surfaces; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth-Anything and Vision-Encoder-Decoder are distinct models with separate output paths." + "reason": "Both are tracing refactors, but one is depth estimation and the other is encoder-decoder plumbing; not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder/depth models; not a duplicate change." + "reason": "Different model families and different forward paths; only the refactor pattern overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths and different output objects." + "reason": "Separate models, separate outputs, not the same underlying bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth-anything and RWKV are unrelated implementations." + "reason": "They share the output-tracing theme but not a concrete code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "No shared underlying bug; only analogous tracing refactors." + "reason": "Different model implementation; not a duplicate PR." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Vision-encoder-decoder and speech-encoder-decoder are different wrappers and separate code paths." + "reason": "Both are parallel refactors, but not the same code path or mergeable fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Vision-encoder-decoder and SuperPoint do not fix the same issue." + "reason": "Different model wrappers; same pattern, different change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different models and different output-handling implementations." + "reason": "No shared concrete bug, just similar helper adoption." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision-encoder-decoder and DPR are unrelated; too broad to merge as duplicates." + "reason": "Separate model code paths; not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-encoder-decoder and SuperPoint are different subsystems with different outputs." + "reason": "Both are output-tracing refactors, but they are on different models and cannot be treated as one fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "No shared concrete code-path problem." + "reason": "Different architectures and files; only stylistically similar." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate model families; not a duplicate fix." + "reason": "No same underlying bug/change; just a common refactor motif." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated beyond the refactor theme." + "reason": "Different model implementations; not the same duplicate change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different output mechanisms." + "reason": "Distinct code paths and model behaviors; reject as duplicate." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are distinct code paths; same motif is not enough for a duplicate." + "reason": "Same refactor pattern, but separate model files and separate fixes." } ] }, @@ -22356,7 +22338,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22372,7 +22354,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "37d6aff4c67e03ad0a4406ee94dd72501da532056c63b02e3e86b545ec93d7e5", + "prepared_review_unit_hash": "32fe4e70ff565b84bac2d95d9ae7405215ff734865322c298df316bdc49fef9a", "component_budget": { "node_count": 2, "item_count": 2, @@ -22394,18 +22376,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs (PenguinVL vs. Voxtral TTS) that only overlap on shared Transformers registration/docs plumbing. They do not appear to fix the same underlying bug or implement the same change, so the soft duplicate edge should be rejected.", - "confidence": 0.96, + "summary": "Two pull requests add different model integrations: PenguinVL and Voxtral TTS. They overlap on framework boilerplate and docs, but they are separate features with different codepaths and no evidence of duplication.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the more self-contained representative of its own change set: it targets Voxtral TTS specifically and has an explicit issue link, whereas the PenguinVL PR is an unrelated model addition.", + "canonical_pr_reason": "PR 45401 is the better canonical representative because it has an explicit issue target and is tightly scoped to a single Voxtral TTS model integration.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the stronger standalone PR for this cluster because it is tightly scoped to one model family, has an explicit tracking issue, and the implementation appears cohesive. PR #44662 is a separate, unrelated model integration.", + "best_pr_reason": "PR 45401 is the best representative for the cluster because it is clearly tied to one concrete tracked feature, whereas PR 44662 is a separate PenguinVL implementation with no duplicate relationship.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations for different architectures; shared auto-registration/docs files are expected scaffolding, not evidence of the same fix or change." + "reason": "Reject: these PRs add different models (PenguinVL vs Voxtral TTS). Shared files are generic registration/docs plumbing, not the same underlying bug or change, so they should not be merged as duplicates." } ] }, @@ -22419,7 +22401,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22435,7 +22417,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "2471ab64bb38f1aa5ef20195baa27245cac0680448da49c99ac31281e8177c4a", + "prepared_review_unit_hash": "38c381ae7946a3948d6a8db5fab1f52b29c3dc70a04d05bf2207c88a5dc68e60", "component_budget": { "node_count": 2, "item_count": 2, @@ -22457,18 +22439,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are fusion-related PRs, but they are not the same change: one introduces a generic Module Fusion API, while the other adds a specific n-to-1 kernel fusion workflow via KernelConfig. Related theme, different code paths and merge goals.", - "confidence": 0.9, + "summary": "These pull requests are related around module/kernel fusion, but they are not the same change: 44979 introduces a generic Module Fusion API, while 45363 wires KernelConfig-based n-to-1 kernel fusion into model loading and integrations. I would not merge them as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the better canonical representative because it introduces the foundational Module Fusion API, which is broader and more central than the draft kernel-config example in #45363.", + "canonical_pr_reason": "45363 is the more concrete, user-facing implementation of fusion behavior; 44979 is lower-level API scaffolding.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the strongest overall representative of the cluster: it is non-draft, defines the core abstraction, and has its own implementation/tests rather than being a narrower application of fusion.", + "best_pr_reason": "45363 is the best representative of the cluster because it covers the broader end-to-end kernel-fusion workflow and integration points.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: these are adjacent fusion features, not the same underlying PR. #44979 adds a generic module-fusion API; #45363 adds a specific kernel-fusion path and example built around KernelConfig." + "reason": "They share the fusion theme, but one adds a generic Module Fusion API and the other adds KernelConfig-driven n-to-1 kernel fusion integration; these are different concrete changes and not plausibly one PR." } ] }, @@ -22482,7 +22464,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22498,7 +22480,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "6e40a263481e5cf212bc10ce7de0ede9f7cb3122a8459ef32cbca86c0a24fb6b", + "prepared_review_unit_hash": "dfa0c71f5fbf0b7e39e7ab7be29349d43bf4f779056896b52852433e1db469b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -22520,18 +22502,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds tests but targets the same code path.", - "confidence": 0.98, + "summary": "Both PRs implement the same fix for the Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; `45317` is the more complete version because it adds test coverage on top of the identical code change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the more complete representative: it contains the same fix as #45086 plus test coverage, and its title is clearer about the failing path.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it carries the same core fix as 45086 and also includes tests, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best PR to keep as the canonical representative because it addresses the same bug with added validation and is the more polished, self-contained change.", + "best_pr_reason": "PR 45317 is the best overall PR because it fixes the same concrete bug as 45086 while adding validation coverage and having the clearer, more explicit title.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and fix in `_patch_mistral_regex`; both change the same lines to use `tokenizer.pre_tokenizer`, and the second PR just adds tests." + "reason": "Same underlying bug and same code-path fix in `_patch_mistral_regex`; the second PR is essentially a superset with tests, so they can reasonably be treated as duplicates." } ] }, @@ -22545,7 +22527,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22563,7 +22545,7 @@ "pull_request:45115|pull_request:45569", "pull_request:45569|pull_request:46565" ], - "prepared_review_unit_hash": "082a0ebe77536937a4b21c2966d70e79c26282b46852cdddcdead74f25a8e483", + "prepared_review_unit_hash": "bc13841b9da31b09e92e34a80e6b69169de6d38139ae211472d3ce6535aad19a", "component_budget": { "node_count": 3, "item_count": 3, @@ -22585,24 +22567,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by Nemotron naming/model-family work, but they are not the same underlying change: one is a narrow NemotronH refactor, one introduces the NemotronH dense/sparse split and docs, and one adds a separate Nemotron 3.5 ASR model. No duplicate PR pair stands out.", - "confidence": 0.9, + "summary": "All three PRs touch Nemotron-related code, but they address different changes: a NemotronH refactor, a broader NemotronH/Dense/Sparse implementation, and a separate Nemotron3.5 ASR addition. None of the soft pairs look like the same underlying fix/change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the best representative of the cluster because it is the broadest NemotronH-focused change, adding the dense/sparse model split, auto mappings, docs, and tests; #45115 is a narrower refactor, and #46565 is a different model family.", + "canonical_pr_reason": "PR #45569 is the most central representative of the NemotronH cluster because it is the broadest implementation effort and introduces the dedicated NemotronH/Dense/Sparse model files and docs.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest cluster anchor: it covers the main NemotronH architecture/productization work rather than just a refactor, and it is more complete than #45115 while being unrelated to #46565.", + "best_pr_reason": "PR #45569 is the best single PR to anchor the cluster because it covers the main NemotronH family expansion, while #45115 is a narrower refactor and #46565 is an unrelated ASR model addition.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH internals, but #45115 is a conversion/refactor to GraniteMoeHybrid-compatible naming, while #45569 introduces the dense/sparse split and broader model packaging. Related subsystem, different concrete change." + "reason": "Both involve NemotronH files, but #45115 is a conversion/refactor to GraniteMoeHybrid-compatible naming, while #45569 is a broader model split/addition for NemotronH, Dense, and Sparse. Different concrete changes, so not the same PR-level fix." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "These are different model efforts: #45569 is NemotronH dense/sparse refactoring, while #46565 adds Nemotron 3.5 ASR streaming. They do not fix the same code-path problem and would not plausibly merge into one PR." + "reason": "These are different model families and different purposes: NemotronH/Dense/Sparse architecture work versus Nemotron3.5 ASR streaming. Shared naming only, no same underlying bug or change." } ] }, @@ -22616,7 +22598,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22632,7 +22614,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "5606382242923bfc8c9aea805cda8a316a23e23efb47a37ba855d497cdc45564", + "prepared_review_unit_hash": "187e8c12bc9331e8f6d576381496e0f31d645b00b7869fc92bdb5d6f1b3b8ecb", "component_budget": { "node_count": 2, "item_count": 2, @@ -22654,18 +22636,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related parts of a broader heterogeneous-model feature, but they target different layers: one adds heterogeneous config support, the other adds model/runtime support. They are complementary rather than duplicate changes.", - "confidence": 0.78, + "summary": "These two pull requests are closely related parts of the heterogeneous-model feature work, but they are not duplicates: one is config-only infrastructure, the other is the broader modeling/cache/masking implementation built on top of it.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change and the most representative cluster member: it spans cache/model/masking/heterogeneity code paths and includes the larger end-to-end feature surface.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it adds heterogeneous model support and includes the per-layer config plumbing plus downstream modeling/cache updates, so it is the best single representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best single PR to represent the cluster because it covers the larger, more integrated heterogeneous-model implementation rather than just the configuration layer.", + "best_pr_reason": "PR 45332 is the most comprehensive artifact here and best captures the end-to-end heterogeneous model feature, while PR 45333 is only the config foundation.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They are closely related but not the same underlying change: #45333 introduces per-layer heterogeneous configuration, while #45332 adds runtime/model support that consumes it. They could coexist in one feature series, but they do not appear to be duplicate fixes for the same concrete code-path problem." + "reason": "Reject: 45333 adds per-layer configuration support, while 45332 adds the broader heterogeneous modeling/cache behavior that depends on it. They are related components of the same feature area, but not the same concrete code-path fix/change and would not be merged as one duplicate PR." } ] }, @@ -22679,7 +22661,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22695,7 +22677,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "73d86a3e2efdd9b47978c5fea51f1872927b9684d2be71e393c8e9e069da562f", + "prepared_review_unit_hash": "f2dbbb98d40180904e201aec2412d5af6d5f3251667d21a48e7fcd0a494da59f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22717,18 +22699,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (typing cleanup), but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds shared typing helpers/protocols used by a few modules. I would not merge them as duplicates.", - "confidence": 0.92, + "summary": "These are related typing cleanups, but they are not the same concrete change: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds typing-specific aliases/protocols for `modeling_utils` and a few related helpers. I would not merge them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the better canonical PR for the cluster because it is the broader umbrella type-checking sweep touching many Transformers modules and reflects the main theme of the group.", + "canonical_pr_reason": "PR 45415 is the broader, more representative typing sweep across many transformer modules and the type-checking config, so it best captures the cluster\u2019s overall theme.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the strongest standalone PR: it is a focused typing-infrastructure change with clear code-level purpose (shared protocols/aliases for downstream typing) rather than a wide mechanical sweep.", + "best_pr_reason": "PR 45415 is the best single representative for the cluster because it is the larger end-to-end typing pass; PR 45425 is a narrower follow-up focused on specific typing protocols and aliases.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are type-related, but they target different concrete changes. 45415 is a broad mypy/typing cleanup across many files, while 45425 introduces shared typing aliases/protocols for specific integrations. They are not the same underlying fix and would not plausibly collapse into one PR." + "reason": "Both are typing-related, but they address different underlying changes: 45415 is a broad annotation/type-checking sweep, while 45425 adds specific typing helpers and protocol types for `modeling_utils`/PEFT integration. They could coexist in separate PRs and are not the same fix." } ] }, @@ -22742,7 +22724,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22758,40 +22740,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "c34e39a87469de8054d235571e0f78d55c20bf278eac6766aee760310546be96", + "prepared_review_unit_hash": "5acb20f2ea74237089cf55ce5fb9e49b82d12518c145e9127b846891c8c08afb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4949, - "estimated_input_tokens": 1238, - "estimated_eval_tokens": 2732 + "serialized_chars": 4947, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4949, - "estimated_input_tokens": 1238, - "estimated_eval_tokens": 2732 + "serialized_chars": 4947, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests with only superficial similarity around cached multi-token forward paths, but they target different model families and different bugs: one fixes linear-attention/GDN cached forward in OLMo/Qwen3.x, the other fixes Mamba2 cache behavior when seq_len > 1.", - "confidence": 0.94, + "summary": "Two open pull requests were grouped by loose cache/seq_len similarity, but they address different models and different code paths: one fixes multi-token cached forward logic in Qwen3.5/Qwen3-next/Olmo hybrid, the other fixes Mamba2 use_cache handling for seq_len > 1. They should not be deduplicated.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the clearest canonical representative because it is narrowly scoped, explicitly tied to issue #46032, and fixes a concrete Mamba2 cache/state path for seq_len > 1 versus seq_len == 1.", + "canonical_pr_reason": "PR 46084 is the clearest representative of its fix: a focused Mamba2 cache bug with an explicit issue link and a narrow, concrete code change.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best triage target: it has an explicit issue link, a focused code-path fix, and a straightforward problem statement. PR #45513 is broader and concerns a different set of models and logic.", + "best_pr_reason": "PR 46084 is the strongest standalone PR in the cluster because it has the tightest scope, explicit tracking, and a clearly defined bug/patch pair.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Reject: they are not the same underlying bug. #45513 fixes multi-token cached forward in linear attention/GDN for OLMo/Qwen3.x models, while #46084 fixes Mamba2 use_cache behavior for seq_len > 1. Similar theme, different implementation and code path." + "reason": "Different underlying bugs in different model implementations. PR 45513 targets multi-token cached forward in Qwen3.5/Qwen3-next/Olmo hybrid linear attention, while PR 46084 targets Mamba2 use_cache behavior for seq_len > 1. They are not the same code-path fix and would not be merged into one PR." } ] }, @@ -22805,7 +22787,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22821,7 +22803,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "9f1be025ebdeb6980ea13dcb92d3d7685fcb58946dfc920ceff2d7c15756d3c3", + "prepared_review_unit_hash": "7dd853059c3841e638aa426e84f9d6a850b40a438677378b97f0a437590bc373", "component_budget": { "node_count": 2, "item_count": 2, @@ -22843,18 +22825,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern expert-parallelism loading behavior, but they fix different concrete failures: one adds distributed_config/has_ep plumbing for accelerate + DeepSpeed ZeRO-3 loading, while the other prevents expert weights from being overwritten during FSDP2 rank-0 broadcast.", - "confidence": 0.95, + "summary": "These two PRs are both about expert parallelism, but they fix different distributed-loading failures in different code paths: one is accelerate launch + DeepSpeed ZeRO-3 loading/config handling, the other is FSDP2 expert parameters being overwritten by rank-0 broadcast.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two patches address different bug paths and should not be treated as duplicates.", + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a concrete, narrowly scoped expert-overwrite bug in the FSDP2 loading path; PR 45548 addresses a separate accelerate/ZeRO-3 loading and config-serialization issue.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the stronger representative for the cluster because it covers a concrete correctness bug in distributed expert loading and includes the broader fix across loading and MoE code paths.", + "best_pr_reason": "PR 45662 is the strongest standalone PR: the diff shows a specific fix (`post_shard_wrap`) for a specific failure mode, whereas PR 45548 is broader and concerns a different EP loading path.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share the EP theme and one file, but the bugs differ: 45548 is about preserving distributed_config/has_ep for accelerate + ZeRO-3 loading, while 45662 fixes experts being clobbered by rank-0 broadcast under FSDP2. Not the same underlying change." + "reason": "Reject: they are not the same underlying bug. 45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization/`has_ep`, while 45662 fixes expert parameters being overwritten during FSDP2 loading via `post_shard_wrap`." } ] }, @@ -22868,7 +22850,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22884,12 +22866,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "77d73dbfa26e7e703bc4edd27331caa3eddb03ea947e953ec0d40065137f12b4", + "prepared_review_unit_hash": "9f7d7306871723caf52a36600d77407a402a9effed75037ed613252178e82e39", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22897,7 +22879,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22906,18 +22888,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-safe captured_info logging bug around patched testing methods. PR 45639 fixes the file write path in `testing_utils.py`; PR 45645 includes that kind of fix plus the CI/workflow side needed to read multiple `captured_info*.txt` files, so they look like overlapping implementations of one underlying change.", - "confidence": 0.89, + "summary": "Both PRs target the same xdist collision problem around `captured_info` debug artifacts in `testing_utils.py`; PR 45645 appears to be the broader, more complete version with CI log aggregation, while 45639 is a narrower subset.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core bug fix and the downstream CI/log aggregation changes needed to support the new xdist-safe output behavior.", + "canonical_pr_reason": "PR 45645 is the more complete fix: it addresses the xdist-safe artifact naming in `testing_utils.py` and also updates CI/workflow handling to collect multiple `captured_info*.txt` files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative: it addresses the same artifact-collision problem and includes the broader end-to-end handling, not just the local file-write change.", + "best_pr_reason": "PR 45645 best represents the cluster because it covers the full end-to-end behavior change, not just the internal file-write fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision problem for captured_info artifacts, same issue target, and the fixes are complementary pieces of one change: 45639 changes the output file behavior, while 45645 adapts workflow consumption to the new multi-file layout." + "reason": "Same underlying xdist `captured_info` collision bug and same code path in `testing_utils.py`; 45645 looks like a superset that also updates the workflow to consume the new multiple-file output." } ] }, @@ -22931,7 +22913,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22947,40 +22929,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "99353499b855a68e5118e035e483585e235eacf08bcdba281bf17496fba801e1", + "prepared_review_unit_hash": "dc7a06311a9835071ec8606db1cb01f8b20726e58ce4b18c2e4ae856adba27c8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7249, - "estimated_input_tokens": 1813, - "estimated_eval_tokens": 3882 + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7249, - "estimated_input_tokens": 1813, - "estimated_eval_tokens": 3882 + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in broad modeling files, but they implement different linter rules and different code changes, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are two different linter-rule PRs: one adds TRF003 tuple-return support across model forwards, the other adds TRF018 weight-initialization modeling checks. They share some touched model files, but not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different lint rules and different refactors, despite touching some of the same model files.", + "canonical_pr_reason": "PR 45720 is the cleaner representative of its change set: a focused implementation of TRF003 that adds can_return_tuple and removes explicit return_dict plumbing in multiple model forwards.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the clearer representative of the cluster because it is a focused rule implementation sweep around forward signatures and tuple-return handling.", + "best_pr_reason": "PR 45720 is the better cluster representative because it is narrower and more directly about one concrete code-path behavior, while PR 46259 addresses a separate initialization rule and should not be grouped as a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: TRF003 tuple-return/forward-signature changes and TRF018 weight-init/modeling-rule changes are different underlying refactors; shared filenames are broad subsystem overlap, not the same fix." + "reason": "Do not merge: these target different linter rules and different fixes. 45720 changes forward return handling; 46259 changes _init_weights logic across models." } ] }, @@ -22994,7 +22976,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23060,7 +23042,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23076,40 +23058,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "45381e31d39123fefad9881725dcbaa3129a0c011f392886b5d41bcbbc318586", + "prepared_review_unit_hash": "8020d0b4257292de48cb9b5ddb52b4dbf22442dc3cfec6334d477264059f413b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates of the same underlying change. PR 45932 is a broad \u201ctesting grafana\u201d/CI and model-code change, while PR 46100 is a separate test migration focused on kernel/model tests. They touch different files, different purposes, and do not look mergeable into one PR.", - "confidence": 0.97, + "summary": "These are not duplicates: PR 45932 is a mixed CI/telemetry plus model-configuration tweak set, while PR 46100 is a test-migration PR adding kernel/DDP test infrastructure. They do not look like the same underlying change or bug fix.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46100 is the cleaner representative of the cluster: it has one coherent goal (test migration) and a more self-contained scope than PR 45932, which mixes workflow secrets with several model files.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear canonical duplicate representative here; the two PRs address different workstreams. If forced to choose one, 45932 is the broader code-change PR, but it is not a duplicate of 46100.", + "best_pr_reason": "PR 46100 is the best fit overall because its title and diff align around a single concrete change, making it the most representative artifact here.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the diffs target different changesets. 45932 alters CI workflow plus several model implementation/mapping files, while 46100 adds kernel test infrastructure and model tests. They do not appear to fix the same concrete bug or implement the same feature, and they would not plausibly be merged as one PR." + "reason": "Different purposes and code paths: 45932 edits CI/workflow secrets and many model config files, while 46100 adds kernel/DDP test files and migrates tests. They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -23123,7 +23105,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23139,7 +23121,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "d59e91143039b1ff0b8c695f0c0a96cc102ceb17d179b211274545c2a3de07f1", + "prepared_review_unit_hash": "818c0531b16d55d80ef5fab04721e5aef4a64011df93e8dbbc69f2769d0d2940", "component_budget": { "node_count": 2, "item_count": 2, @@ -23161,18 +23143,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are related to distributed training, but they are not the same underlying change. PR #46126 is a focused EP/Trainer integration for tensor-parallel routing behavior, while PR #46269 is a broad distributed-branch base covering many unrelated distributed components and CI changes.", + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration feature, while PR #46269 is a broad distributed-branch base change spanning many unrelated files and CI setup. They overlap in some distributed modules, but not the same concrete change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more canonical change because it targets one concrete feature/fix path (EP + Trainer integration and routing behavior) with a narrow, coherent scope. PR #46269 is a large umbrella branch with many unrelated distributed edits, so it is not a good canonical representative of this specific change.", + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change and better represents a single actionable code change; PR #46269 is too broad and looks like a branch-base sync rather than the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 best represents the specific code-path change implied by the overlap in tensor-parallel/distributed filenames. PR #46269 is too broad and multi-purpose to serve as the best duplicate target for this cluster.", + "best_pr_reason": "PR #46126 is the best representative if one must be chosen: it has a clear feature scope and concrete code-path intent, unlike PR #46269 which is a wide-ranging integration/base PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they overlap in distributed filenames, but #46126 is a focused EP routing/trainer integration change whereas #46269 is a broad distributed base touching many unrelated areas. They do not appear to fix the same concrete bug or be plausibly mergeable into one PR." + "reason": "Shared distributed filenames are not enough here: #46126 implements EP routing/trainer integration, while #46269 is a broad distributed branch base touching many subsystems. They do not look like the same underlying bug or mergeable change." } ] }, @@ -23186,7 +23168,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23238,208 +23220,214 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "efeb97287fe6d06b765cdb9ecc8db6cba1a695535fbaee739c81b6429c7bd771", + "prepared_review_unit_hash": "c435b97432f2ed63161c913eaa8cd714de3f8e8f7dafcca556fcbe3e8e9569c2", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25924, - "estimated_input_tokens": 6481, - "estimated_eval_tokens": 13218 + "serialized_chars": 25929, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25924, - "estimated_input_tokens": 6481, - "estimated_eval_tokens": 13218 + "serialized_chars": 25929, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated workflow-maintenance PRs. A few touch the same `.github/workflows/pr-ci-security-gate.yml` file, but they make different concrete changes, so they are not true duplicates.", + "summary": "This cluster is mostly a set of unrelated GitHub Actions/workflow maintenance PRs. The only near-group is several successive edits to pr-ci-security-gate.yml, but they change different mechanics (checkout/diff checks, permissions/approval gating, comments, and secrets handling) and are not the same underlying fix.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the best representative of the cluster\u2019s tightest subgroup because it is the most substantial `pr-ci-security-gate.yml` change and sits at the center of the strongest similarity links, even though the cluster is not made of duplicates.", + "canonical_pr_reason": "No true duplicate PR stands out; if one representative PR must be chosen, 46554 is the most substantive and central change in the only related subgroup (pr-ci-security-gate.yml).", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most suitable anchor if one PR must represent this cluster: it is the clearest security-gate workflow update and has the strongest overlap with the other same-file PRs, but it should not be treated as a duplicate of them.", + "best_pr_reason": "46554 is the clearest functional change and the broadest security-gate update among the clustered PRs, so it is the best overall representative.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different changes: self-comment CI stdin handling vs. pr-ci security-gate checkout/diff logic." + "reason": "Different workflow files and different behavior; both are workflow maintenance, but not the same fix." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow updates in different files; no shared concrete bug or code path." + "reason": "Different workflow files and unrelated changes; same maintenance pattern only." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different purposes; not the same fix." + "reason": "Different workflow files and different change goals; not a duplicate change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow file and different security-gate adjustment; not duplicate work." + "reason": "Different workflow files and unrelated edits; no shared concrete bug/change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different CI workflows and unrelated shell/input handling changes." + "reason": "Self-comment CI message piping and build image tagging are unrelated workflow fixes." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated changes; one is SSH runner hardening, the other benchmark dispatch support." + "reason": "SSH runner hardening and benchmark trigger changes are unrelated workflow updates." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Same broad CI area, but different workflow and different fix." + "reason": "Different workflows and different concerns; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Different workflow files and distinct fixes; only broad CI tooling overlap." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner hardening vs. PR CI security-gate logic are different concrete changes." + "reason": "SSH runner changes and pr-ci-security-gate security checks address different code paths." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow file and unrelated security/permission tweaks." + "reason": "Different workflows and different security concerns; not a duplicate." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both touch workflow files, but they change different jobs and different runtime behavior." + "reason": "Anti-slop permissions change and benchmark trigger change are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permissions tweak vs. assign-reviewers checkout ref change; not the same underlying bug." + "reason": "Different workflow files with separate adjustments; same subsystem only at a very high level." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different fixes; only a generic CI-maintenance theme." + "reason": "Different workflows and different logic; no common concrete bug." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different files and different security model changes; not mergeable as one duplicate fix." + "reason": "Anti-slop permissions and pr-ci-security-gate code changes are unrelated fixes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow jobs and distinct behavior changes." + "reason": "Assign-reviewers checkout ref and benchmark dispatch trigger are unrelated workflow changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows; one changes reviewer assignment checkout, the other command input handling." + "reason": "Different workflow files and different mechanics; not the same change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers ref pinning is unrelated to PR CI security-gate logic." + "reason": "Assign-reviewers behavior and pr-ci-security-gate scanning are different code paths." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and docker-image tag detection are separate workflow concerns." + "reason": "Benchmark trigger expansion and build-image command hardening are unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflows and separate changes; no duplicate bug/change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different concrete fixes; same CI theme is too broad." + "reason": "Build-ci docker image tagging and pr-ci-security-gate checks are different workflows and different problems." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-image commit-message parsing vs. PR CI gate permissions are unrelated changes." + "reason": "Different workflow files and unrelated changes; only both are CI-related." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different fixes: one adds checkout and file checks, the other changes permissions and approval gating." + "reason": "Same workflow file, but one changes checkout/diff-based security checks while the other changes permissions and approval gating; separate fixes." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but different concrete change: safety note for reusable workflow vs. checkout/diff-based gate logic." + "reason": "Same workflow file, but this is just a comment/review-note update, not the same functional change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but one changes secrets handling while the other adds security-check logic; not the same bug." + "reason": "Same workflow file, but one alters security-gate logic and the other changes secret inheritance; distinct changes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but distinct edits to different parts of the gate." + "reason": "Permissions/approval gating versus explanatory comments only; not the same underlying change." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different concrete security-gate changes: permissions/approval flow vs. secrets inheritance." + "reason": "One changes permissions/approval flow, the other changes secrets handling; different fixes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Both are pr-ci-security-gate updates, but one adds explanatory comments and the other changes secrets propagation." + "reason": "Comment-only workflow note and secrets inheritance change are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated CI changes." + "reason": "Different workflow files and different behaviors; not a duplicate." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Build-image command hardening and pr-ci-security-gate secrets handling are unrelated." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46554", + "accept": false, + "reason": "Same workflow file, but distinct security-gate edits affecting different steps; not the same concrete fix." } ] }, @@ -23453,7 +23441,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23469,12 +23457,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "1e302a4c351e8e57f2fa4ba975052d047206e6ce362068d15925690663173afa", + "prepared_review_unit_hash": "8e7df05dbafb949f4f50b51c076dc0b66711ef65ce26ee543c06698d2ddf33a4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23482,7 +23470,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23491,18 +23479,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at the theme level: both replace brittle source-file opening with a safer source inspection approach, but they fix different code paths and different underlying problems, so they should not be deduplicated.", - "confidence": 0.91, + "summary": "Both PRs replace file-based source inspection with safer source access, but they target different helpers and different runtime behaviors: one is in import_utils for resolving transformers package source paths, the other is in modeling_utils for attention-implementation capability detection. They are related in theme, not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46152 is the broader infrastructure change in import_utils and is the better representative of the cluster theme; PR 46207 is a separate, narrower modeling_utils fix.", + "canonical_pr_reason": "PR #46207 is the more self-contained and explicit fix, with a clear behavioral target (_can_set_*_implementation) and accompanying tests, so it is the better representative PR for this cluster theme.", "best_issue_reason": null, - "best_pr_reason": "PR 46152 is the stronger cluster anchor because it addresses the general source-resolution mechanism rather than one specific caller, while still not subsuming PR 46207.", + "best_pr_reason": "PR #46207 is the strongest standalone change because it has a specific code-path, a clear bug-prevention rationale, and test coverage; #46152 is narrower and more utility-internal.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same broad motif (avoid open() on source), but different files, different functions, and different concrete fixes: 46152 adds a traversable resolver in import_utils; 46207 changes _can_set_attn_implementation in modeling_utils to use inspect.getsource. They are not the same underlying bug/change and would not be merged as one PR." + "reason": "They share a broad 'avoid open() for source reading' idea, but the affected code paths are different modules with different purposes and would not plausibly be merged as one fix." } ] }, @@ -23516,7 +23504,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23532,7 +23520,7 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "b0abf65fd2a740f7a8596bb583992ad5a8b2ce857fbae3d2620b3d7f7dca0a16", + "prepared_review_unit_hash": "f7dc39795099d51244b9fcac37b5bc221a0e1ad6465e21e2c675347bcea76305", "component_budget": { "node_count": 2, "item_count": 2, @@ -23554,18 +23542,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate PRs for enabling SDPA dispatch in different model families: T5 versus wav2vec2/audio models. They share a high-level theme but do not target the same concrete code path, so they should not be treated as duplicates.", - "confidence": 0.92, + "summary": "The two PRs both add SDPA dispatch support, but they target different model families and different code paths: T5 vs wav2vec2/audio models. They are related in theme, not duplicates. The soft edge should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the broader, more representative SDPA-dispatch change across multiple audio model implementations and docs, with substantial review activity and wider scope than the T5-specific PR.", + "canonical_pr_reason": "No canonical PR for deduplication: PR #46154 is T5-specific, while PR #46196 is a broader audio-model SDPA dispatch change affecting a different set of files and implementations.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the best cluster representative because it covers the broader underlying feature area (SDPA dispatch for audio models) and has the richer implementation footprint. PR #46154 is narrower and concerns a different model family.", + "best_pr_reason": "PR #46196 is the better representative of the cluster only in a loose topical sense because it covers a wider, more impactful SDPA dispatch rollout across multiple audio models; however, it is not a duplicate of #46154.", "soft_edge_verdicts": [ { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both are about SDPA dispatch, but they modify different model families and code paths (T5 vs wav2vec2/audio stack). They are not the same bug/change and would not plausibly be merged into one PR." + "reason": "Different underlying changes and code paths: one is for T5, the other for wav2vec2/audio models. They share the same feature goal but would not plausibly be merged into one PR as a single fix." } ] }, @@ -23579,7 +23567,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23645,7 +23633,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23708,7 +23696,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23724,12 +23712,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "492ce8ad662b264537ba626a76ff283cd3d070ce124db13b996d6c5ee526db4a", + "prepared_review_unit_hash": "8662c59123b6648185d3152a2e2901c6cf5a5ab12435f81544fc15f3561f89dd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23737,7 +23725,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23746,18 +23734,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one bug in sliding window masking: the right window boundary used `<` instead of `<=`. The second PR is a broader superset, applying the same fix to Moonshine and Gemma4 and adding tests.", - "confidence": 0.93, + "summary": "Both pull requests fix the same off-by-one right-window boundary bug in Moonshine streaming\u2019s sliding mask; 46546 is the broader and more complete patch, while 46310 is a narrower subset.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical representative because it contains the same boundary fix as 46310, extends it to another affected model implementation, and includes tests.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it fixes the same Moonshine streaming boundary bug and also includes the related Gemma4 change plus test coverage, making it the more complete umbrella fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest overall fix: it addresses the same concrete bug, covers more affected code paths, and is the more complete change set.", + "best_pr_reason": "PR 46546 is the strongest representative because it addresses the same concrete code-path bug with broader coverage and validation; 46310 is just the Moonshine-only subset.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying off-by-one right-window boundary bug in the sliding_window_mask_function. 46546 is a superset of 46310's fix rather than a different change." + "reason": "Same underlying off-by-one boundary fix in the Moonshine streaming mask; 46546 extends the same change pattern and is plausibly merged as one patch with extra related coverage." } ] }, @@ -23771,7 +23759,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23787,7 +23775,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "dc94e25d2d12990c0471ebff69582526e9bb760282409e7f64a63643266e5a29", + "prepared_review_unit_hash": "3e54967f55027201ade77c74b7d21435856ad93da6b35b53816790becf103378", "component_budget": { "node_count": 2, "item_count": 2, @@ -23809,18 +23797,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates. PR 46376 adds multimodal support to continuous batching infrastructure, while PR 46417 adds a new HunYuan VL model package, docs, auto-mappings, and tests. They touch different code paths and solve different problems.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching infrastructure, while the other adds a new HunYuan VL model with docs, auto-mapping, processors, and tests. They touch different code paths and would not plausibly be merged into a single PR.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46417 is the stronger canonical PR for this cluster because it is the larger, self-contained feature addition with substantial model, processor, config, docs, and test coverage.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:46417 is the best representative PR in this set: it is the more complete and externally visible change, whereas pull_request:46376 is a separate infrastructure feature.", + "best_pr_reason": "pull_request:46417 is the better representative PR because it is a self-contained feature addition with a clear model scope and substantial implementation/tests/docs coverage; pull_request:46376 is a separate batching infrastructure change.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes: 46376 modifies continuous batching cache/scheduler internals for multimodal support, while 46417 introduces the HunYuan VL model implementation and documentation. They are not the same bug or mergeable into one PR." + "reason": "Different changes: continuous-batching multimodal infrastructure vs. a new HunYuan VL model implementation and documentation/tests. They do not fix the same concrete bug or implement the same feature." } ] }, @@ -23834,7 +23822,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23850,7 +23838,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "d4e778454f753c4fcc4f011109c988ad8f13efc698f4aa8cd81d66288694ad24", + "prepared_review_unit_hash": "19775bdc6d3b18c3d57a5c2b4164208f9717cb609ca3aee6c26e971bc26e4d1a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23872,18 +23860,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated tokenizer fixes: one corrects CodeLlama decode behavior for leading spaces, the other changes AutoTokenizer selection for specific DeepSeek checkpoints that load the wrong tokenizer class.", - "confidence": 0.97, + "summary": "These two open PRs are unrelated: one fixes CodeLlama decode behavior around leading-space stripping, while the other fixes DeepSeek checkpoint tokenizer-class selection in AutoTokenizer.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths with no shared files or concrete fix overlap.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for the cluster because it is a false pair; neither PR is a representative duplicate of the other.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different code paths and symptoms: CodeLlama decoder stripping on decode vs DeepSeek checkpoint-to-tokenizer-class routing. They are not the same underlying bug or change." + "reason": "Different underlying problems: CodeLlama decode stripping vs. DeepSeek tokenizer-class mapping. They should not be merged into one PR." } ] }, @@ -23897,7 +23885,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23913,12 +23901,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "7cba58e6fec2b14e8f5a29c00afb35e505e1be48d5291cce94b5e8734dd70ce3", + "prepared_review_unit_hash": "9c86391efcac9cf28437acf4cd615d63c6324621deeaf5dba583897ac387c3aa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23926,7 +23914,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23935,18 +23923,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two Mistral tokenizer PRs in the same subsystem, but they address different changes: one is a refactor that moves MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save support. They overlap in files but not in concrete change scope.", - "confidence": 0.94, + "summary": "These are two related but distinct Mistral tokenizer PRs: one is a refactor that moves `MistralConverter` into a new integration package, while the other adds tekken tokenizer detection/conversion/save support. They share files and subsystem, but not the same concrete change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the more substantial feature work and likely the better anchor for the Mistral tokenizer topic; PR #46603 is a narrower refactor/move of existing converter code.", + "canonical_pr_reason": "PR 46604 is the best representative of the cluster because it is the broader, user-facing tokenizer change; PR 46603 is mostly an internal relocation/refactor of the existing Mistral converter code.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the best representative of the cluster because it introduces the main user-visible capability change, whereas PR #46603 is mostly code relocation/organization.", + "best_pr_reason": "PR 46604 most clearly captures the main Mistral tokenizer work in this cluster: detection, conversion, and save utilities. It is more substantive than the packaging-only move in 46603.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying changes: #46603 moves MistralConverter into a new package, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Shared Mistral files alone are not enough to treat them as the same PR or same bug fix." + "reason": "Do not merge: 46603 moves `MistralConverter` into an integration package, while 46604 adds tekken tokenizer detection/conversion/save utilities. They overlap in files and subsystem, but they are different changes and not the same fix or feature." } ] }, @@ -23960,7 +23948,7 @@ { "label": "pull_request", "component_index": 37, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23982,7 +23970,7 @@ "pull_request:46748|pull_request:46781", "pull_request:46748|pull_request:46773" ], - "prepared_review_unit_hash": "d9eedb2df8934191687f9c57ee5fc479a17f987cd2b808873a7e147f213e1e7b", + "prepared_review_unit_hash": "4613ec4ec1760c70e215f802a7baf19c52810660db4136db42d89d49dde11368", "component_budget": { "node_count": 4, "item_count": 4, @@ -24004,42 +23992,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all touch hybrid/linear-attention cache paths, but they address different concrete bugs in different code paths: Mamba2 chunked-prefill/speculative decoding, offloaded-cache prefetch device mismatch, padding-mask handling for batch size 1, and QuantizedCache layer construction for hybrid models. They should not be deduplicated together.", - "confidence": 0.93, + "summary": "These are four separate pull requests touching overlapping transformer/cache subsystems, but they address different concrete bugs: Mamba2/Zamba2 speculative decoding, offloaded cache device placement, padding-mask handling in linear-attention models, and quantized cache construction on hybrid models. I found no true duplicate PR pairs.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46748 is the best representative of the cluster because it fixes a core cache-utils prefetch bug in the shared offloaded-cache path and has the broadest reusable impact on hybrid models.", + "canonical_pr_reason": "PR 46748 is the best representative of the cluster because it is a focused infrastructure fix in cache_utils with tests, and it sits closest to the shared hybrid-cache theme among the PRs, even though it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #46748 is the strongest canonical PR candidate: it targets a central shared utility, has a clear concrete failure mode, and is broader/more infrastructure-level than the model-specific fixes.", + "best_pr_reason": "PR 46748 is the strongest standalone candidate: its title and diff clearly describe a concrete bug in offloaded cache device handling for hybrid models, with narrowly scoped code and test changes.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different bugs: #46741 fixes Mamba2/Zamba2 chunked-prefill and speculative decoding state handling, while #46781 fixes QuantizedCache initialization for hybrid SSM+attention models. Same general area, but not the same code-path problem." + "reason": "Different bugs: 46741 fixes Mamba2 mixer behavior for chunked-prefill/speculative decoding, while 46781 fixes quantized cache construction for hybrid SSM+attention models. Shared cache_utils theme is too broad." }, { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Different model-family fixes: #46741 is about Mamba2-style mixer cache handling during chunked prefill/speculative decoding, whereas #46773 changes padding-mask application for batch-size-1 linear-attention models." + "reason": "Different code paths and symptoms: 46741 is a Mamba2/Zamba2/Nemotron-H decoding path fix, whereas 46773 corrects padding-mask application in linear-attention models for batch size 1." }, { "left": "pull_request:46741", "right": "pull_request:46748", "accept": false, - "reason": "#46741 is a model forward-path fix; #46748 is a cache prefetch/offload device mismatch fix. They are unrelated concrete bugs despite both involving caches." + "reason": "Not the same underlying bug. 46741 changes model forward logic for speculative/chunked prefill; 46748 changes cache prefetch/device placement logic for hybrid models." }, { "left": "pull_request:46748", - "right": "pull_request:46781", + "right": "pull_request:46773", "accept": false, - "reason": "Both touch cache_utils and hybrid models, but the failures differ: #46748 fixes offloaded cache prefetch/device placement, while #46781 fixes QuantizedCache layer selection/crash for hybrid models. Not mergeable as one duplicate change." + "reason": "Both are model/runtime fixes, but they address unrelated issues: cache device mismatch versus padding-mask skipping. No plausible single PR would merge these as one bug fix." }, { "left": "pull_request:46748", - "right": "pull_request:46773", + "right": "pull_request:46781", "accept": false, - "reason": "#46748 is about cache offloading/prefetch device mismatch; #46773 is about skipping padding masks when batch size is 1 in linear-attention models. Different symptoms and code paths." + "reason": "Both touch cache_utils, but 46748 fixes offloaded cache prefetch/device mismatch, while 46781 fixes QuantizedCache layer selection for hybrid models. Different failure modes and code paths." } ] }, @@ -24053,62 +24041,143 @@ { "label": "pull_request", "component_index": 38, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "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-46753-2", + "cluster_id": "cluster-46753-3", "nodes": [ "pull_request:46753", - "pull_request:46778" + "pull_request:46778", + "pull_request:46789" ], "soft_pairs": [ - "pull_request:46753|pull_request:46778" + "pull_request:46778|pull_request:46789", + "pull_request:46753|pull_request:46778", + "pull_request:46753|pull_request:46789" ], - "prepared_review_unit_hash": "d4befb28cb7d92ac7de5bef007853e0ef853bcea9183629c40bbfb7c71d4676c", + "prepared_review_unit_hash": "f28176199403cb8003977c70595b28ab2997cafc456e62dd764f863601a0cf74", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6767, + "estimated_input_tokens": 1692, + "estimated_eval_tokens": 3640 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6767, + "estimated_input_tokens": 1692, + "estimated_eval_tokens": 3640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs address the same underlying empty-conversation bug in `apply_chat_template`; two explicitly raise `ValueError`, while one prevents the `IndexError` by guarding the empty-list branch. The two `ValueError` PRs are the closest match, and the clearer/cleaner representative is PR 46778.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46778 is the clearest representative fix: it directly addresses the empty-conversation case with a user-facing `ValueError` and includes the corresponding test, making it the best canonical PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46778 is the best overall representative because it states the problem clearly, fixes the same code path as the others, and matches the likely intended behavior for an empty conversation rather than just silently avoiding an `IndexError`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46778", + "right": "pull_request:46789", + "accept": true, + "reason": "Same underlying bug in `apply_chat_template`: empty conversation handling at the same code path. One raises a clear `ValueError`, the other guards the empty-list branch to avoid `IndexError`; these are alternative fixes for the same issue." + }, + { + "left": "pull_request:46753", + "right": "pull_request:46778", + "accept": true, + "reason": "Both PRs implement the same fix for empty conversations in `apply_chat_template`, differing mainly in wording and test details. They are effectively duplicate implementations of the same change." + }, + { + "left": "pull_request:46753", + "right": "pull_request:46789", + "accept": true, + "reason": "Both target the empty-conversation crash in `apply_chat_template` and modify the same check. The first raises an explicit `ValueError`, the second prevents the bad index path; same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports that all three PRs target the same empty-conversation path in `apply_chat_template`, with two choosing a `ValueError` and one guarding the empty-list branch. The canonical selection of 46778 is conservative enough, and the soft-edge pairings are reasonable given the shared issue target and overlapping code path." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 39, + "component_count": 39, + "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-46757-2", + "nodes": [ + "pull_request:46757", + "pull_request:46788" + ], + "soft_pairs": [ + "pull_request:46757|pull_request:46788" + ], + "prepared_review_unit_hash": "0f3f993f25f1cfb39541ce5c839c2f882570ef320879bb43e7661121343a1053", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4478, - "estimated_input_tokens": 1120, - "estimated_eval_tokens": 2496 + "serialized_chars": 3871, + "estimated_input_tokens": 968, + "estimated_eval_tokens": 2192 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4478, - "estimated_input_tokens": 1120, - "estimated_eval_tokens": 2496 + "serialized_chars": 3871, + "estimated_input_tokens": 968, + "estimated_eval_tokens": 2192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests implement the same fix in `apply_chat_template` for empty conversations, touching the same code path and tests with only minor wording/test-harness differences. They are duplicate PRs rather than separate changes.", - "confidence": 0.96, + "summary": "Both PRs target the same flex-attention masking bug caused by tensor offsets instead of Python ints. PR 46757 is the broader fix and is the better canonical choice; PR 46788 is a narrower but overlapping fix for the same code path.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46778 is the better canonical PR: it is the more polished follow-up with clearer error text and the same underlying code-path fix, so it best represents the intended change set.", + "canonical_pr_reason": "PR 46757 is the more complete fix: it updates the flex attention integration and masking utilities to convert offsets to ints, covering the bug at both the call site and helper layer.", "best_issue_reason": null, - "best_pr_reason": "PR 46778 is the strongest representative because it matches PR 46753\u2019s fix while using clearer messaging and slightly more complete test coverage.", + "best_pr_reason": "PR 46757 best represents the underlying issue because it addresses the tensor-offset problem in more than one place and is less likely to be a partial workaround.", "soft_edge_verdicts": [ { - "left": "pull_request:46753", - "right": "pull_request:46778", + "left": "pull_request:46757", + "right": "pull_request:46788", "accept": true, - "reason": "Same underlying bug fix: both add an empty-conversation guard in `apply_chat_template` and update the same test file for the same issue target. Differences are cosmetic, so they are duplicate PRs." + "reason": "Both PRs fix the same concrete flex-attention mask-shape failure caused by q_offset/kv_offset being tensors; they are plausible parts of one merged fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both PRs target the same issue, touch the same files and code path, and differ mainly in the error text plus a test decorator/harness detail. The soft-edge verdict is conservative enough, and these changes look mergeable as a single bugfix PR." + "feedback": "The summary is grounded in the packet: both PRs are linked to the same issue target, both address flex-attention offset casting, and the overlap in `masking_utils.py` supports treating them as a single bugfix family. The soft-edge verdict is conservative enough, since the pair appears mergeable without conflicting changes." }, "evaluator_used": true, "retried": false, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index cfc2a4b2ebf2f85ef2330946f1365816581627f6..a844d5ec4121208320130e6b11377ba49e501a8c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260621t000031z", + "analysis_id": "hybrid-model-20260621t060015z", "archived_artifacts": { - "hybrid": "snapshots/20260621T000031Z/analysis-runs/hybrid-model-20260621t000031z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260621T000031Z/analysis-runs/hybrid-model-20260621t000031z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260621T060015Z/analysis-runs/hybrid-model-20260621t060015z/analysis-report-hybrid.json", + "hybrid_reviews": 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preset bug and ONNX export bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a collective mismatch and the other is a BERT Zero3 IndexError." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed Zero3/BERT IndexError family; only the BERT variant/pretraining wording differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save inconsistency are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime error is not the same as LoRA save/reload mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class attribute errors." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the reported errors and failure points differ." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor recomputation error is different from a masking/indexing mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding inv_freq/device-materialization bug; one reports the CPU-offload symptom, the other the uninitialized-memory manifestation." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed Zero3 BERT error and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to CustomTrainer signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Zero3/BERT IndexError has nothing in common with GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models, different symptoms, no shared bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error on Qwen-3-8B is not the same as AMD GPU support failure for GPT-OSS." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different Gemma/Qwen multimodal failures with no concrete shared path." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config mismatch in vLLM is unrelated to Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse-embedding lookup are different Gemma4 problems." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; the second is just a shorter/generalized version of the same version-compat issue." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen3 NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing issue and Qwen3 auto-device assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are model/runtime failures, but the concrete failure modes do not match." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and distinct failure paths." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to the MPS histogram int error." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different models and different integration failures." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy bug and TRL SFT embedding unpacking issue are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 load error and BERT ZeRO-3 load error are similar in theme but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed references and different pages." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram limitation are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT embedding unpacking and MPS histogram int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Phi-tiny-MoE autocast mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP error is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU/model support issue and outdated RAG examples are different problem classes." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy hook mismatch and tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility claims: torch 2.4.1/5.8.0 vs USE_DISTRIBUTED=0 breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The three accepted duplicates are plausibly the same bug families from the titles, and the false negatives are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "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:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:43866|issue:44863", + "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:43975|issue:45901", + "issue:43596|issue:45800", + "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:36010|issue:39290", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "884648442416fe290f879d26836338c9f756d4038bbadc0cec94cc9726ca8834", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38903, + "estimated_input_tokens": 9726, + "estimated_eval_tokens": 19708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression reports across unrelated model-loading, device-mapping, docs, and runtime issues. The only clear duplicate-like pair is the AutoTokenizer token-ID regression, where the broader multi-model report subsumes the Granite-specific one.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the best umbrella issue: it describes the broader v5 AutoTokenizer token-ID regression across multiple model families, and it naturally covers the narrower Granite-specific report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative of the cluster\u2019s only substantive duplicate theme and has the broadest, most general problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint loading is unrelated to Sam3Model text-encoder weights not being loaded." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-load failure for PaddleOCR-VL is unrelated to PyTorch USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError-ish, but the failure modes and contexts differ too much: Qwen3 auto device mapping vs BertModel under ZeRO-3 init." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing in vLLM is not the same bug as Qwen3 auto-device-map cudaErrorAssert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are separate documentation issues about different deprecated/changed text in different docs areas." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to distributed build/runtime support with USE_DISTRIBUTED=0." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU incompatibility for GPT-OSS is unrelated to table-question-answering task crashes." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and Qwen3-vl video StopIteration are different code paths and symptoms." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to Qwen3.5 video token/feature mismatch in chat templating." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek coder is unrelated to outdated RAG examples." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral-Mini is not the same bug as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "A corrupted checkpoint and NVFP4 compatibility are different underlying problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to RAG example documentation." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate broad compatibility issues." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same underlying AutoTokenizer regression producing wrong token IDs; 45920 is the broader multi-model umbrella." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to PyTorch distributed-disabled support." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 execution failure is unrelated to RAG documentation drift." + }, + { + "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-specific sliding_window issue; not the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "These are both shape/index errors, but the reported symptoms and model/setup contexts differ too much to treat as one bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/running failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load-test failure and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a PretrainedConfig pydantic-field regression." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/BertModel index error is unrelated to torch 2.4.1 vs transformers 5.8.0 compatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the PretrainedConfig pydantic issue." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a general chat crash and the other is a streaming chat/completions API failure; not the same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window config failure and Gemma4 device-mismatch forward error are different model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram_mps int issue in MoE." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and MPS histogram_mps limitation are different runtime problems." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to Gemma3 sliding_window_pattern compatibility." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/tracing-related, but the concrete ops and failure modes differ (grouped_mm tracing vs autocast dtype mismatch)." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask-length mismatch and cudaErrorAssert are not the same underlying bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code model_class/config_class errors are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device-mapping mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is largely heterogeneous, and the only clearly supported duplicate pair is issue:45812 subsumed by issue:45920. The accepted soft-edge verdict is conservative, and the rejected pairs are mostly justified by distinct model families, failure modes, or issue types." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|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:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "f9d17105e6d8c91559a980b33515f91b9a5f9fcb7babe2ce7e7bfe4413232ce1", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "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": "Most items are unrelated, model-specific regressions or API issues. The only strong duplicate-looking pair is the Qwen video-input regression (44479/46294); the rest are too semantically different to merge as duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44479 is the broader, earlier report of the Qwen video-input regression and covers multiple affected models; issue:46294 reads like a narrower instance of the same feature mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best cluster representative because it describes the widest blast radius and the clearest concrete regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both involve v5-era model regressions, but one is int4 quantization OOM and the other is tied-weights behavior in translation models; different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention IndexError-like failures, but the first is a mask/tensor shape mismatch and the second is a TRL SFT embedding unpacking failure; not the same code path." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error vs GPT-OSS tensor-parallel support issue; different models and failure mechanisms." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support for gpt-oss and Qwen3.5 streaming inference are different problems." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights unexpected argument error and a pydantic PretrainedConfig field regression are separate compatibility issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and pydantic model-field breakage do not share the same bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime errors in different code paths." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is a different modality and failure mode from Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are related only at a high level, not the same underlying bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but one is a mask-shape mismatch while the other is a zero3/BertModel initialization issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both report the same Qwen video-input regression: video features and video tokens get out of sync, causing failure in chat template/inference." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality regression and a nonsensical pipeline output report are too broad and not clearly the same defect." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config from_config handling and uninitialized-memory in rotary embedding are distinct issues." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and TRL SFT trainer unpacking failure are different errors." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight constraint error is unrelated to Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are different model-specific reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote_code/custom-module loading, but one is a leaf-directory cache collision and the other is wrong module selection after save_pretrained; not clearly one bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied lm_head weights and translation-model tied-weight issues are different model families and code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regression are not the same underlying defect." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior and tied-weight translation regressions are distinct." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and docs mentioning removed run command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure and translation-model tied weights are separate bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and stale docs about a removed command are documentation issues, not the same change." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding/trainer failure and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Generic XOR validation messaging across models is not the same as T5 decoder-input validation." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and the reports do not clearly point to one shared code path." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization regression and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are different model-specific failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls stay conservative. The 44479/46294 duplicate-looking pair is supported by the titles and chronology, with 44479 clearly the broader earlier report. No PR-mergeability issue applies here since these are issues, not pull requests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 4, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:45081|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "15552a0a5ffdd6876565910e3dcdc785ae919c54ea18909d0802c53a426e5057", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38207, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate family is the Transformers v5 non-persistent-buffer regression: 43950, 44534, and 43644 are the same underlying loading bug. Issue 45902 is related in theme, but the evidence here only supports it as an adjacent rotary-embedding/uninitialized-memory manifestation, not a clean duplicate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43950 is the best canonical issue because it states the broadest version of the non-persistent-buffer regression (`from_pretrained` corrupting `register_buffer(persistent=False)` state), and it clearly subsumes the direct duplicates 44534 and 43644; 45902 is related but not safely the same bug from the provided evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest representative of the duplicate set: it captures the underlying v5 buffer-corruption regression most generally and matches the clearest duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same bug: both report v5 corruption of non-persistent buffers during model loading / `from_pretrained`." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example breakage and the other is a model quality complaint; not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers are being filled with junk/corrupted during loading." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: unexpected `num_items_in_batch` kwarg vs DeepSpeed ZeRO-3 loading `IndexError`." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/loading related, but the bitsandbytes constructor error and missing Float8 storage error are distinct bugs." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different code paths and symptoms: autocast dtype mismatch vs RLHF NaN/gradient explosion from 3D `position_ids` and SDPA fallback." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 is a specific DeepSeek-Coder gap while 45920 is a broader multi-model token-id issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Same broad area, but a SigLIP2 embedding-quality complaint is not the same as a generic tokenization-change regression." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related SigLIP2 reports, but zero probabilities and worse text embeddings are different symptoms with no clear shared bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related theme, but 45902 is specifically about `inv_freq` uninitialized memory after `meta -> to_empty(cuda)` materialization; the evidence does not show it is the same bug as the non-persistent-buffer corruption regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failures: bad AutoTokenizer error messaging vs missing `all_tied_weights_keys` on MolmoForCausalLM." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence crash and CPU-offload rotary-embedding incompatibility are distinct problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is an output-quality complaint and the other is an HF-vs-JAX discrepancy; not clearly the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but gradient checkpointing ineffectiveness and increased reserved CUDA memory under int4 quantization are different defects." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different root causes: Gemma-4 FSDP2 attention `KeyError` vs Qwen3_5Moe uninitialized `inv_freq` after materialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms: Voxtral tokenizer error messaging vs GLM-4V loading failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load-time noise vs a specific model loading failure; not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs Python 3.13 `flash_attn` import error; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is noisy loading output, the other is inability to load a specific model; different bugs." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training shape error vs early-stopping metric lookup; unrelated training-time issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but the underlying mechanisms and affected behavior are different." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related remote-code breakage, but the reports are too broad and not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different loading paths and errors: ZeRO-3 index error vs FineGrainedFP8Config failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; no shared underlying defect." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class and bitsandbytes `Int8Params` incompatibility are separate issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram op error vs Gemma4 device-map mismatch; unrelated platform/model problems." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load failure and a GLM5-specific issue are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading failures, but the specific failures are different and do not appear mergeable." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code loading breakage vs Gemma4 device-map mismatch; different problem categories." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback gating; unrelated code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs broad remote-code regression; not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime issues: autocast dtype mismatch vs PLE device mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility regression across versions vs a tied-embeddings warning; too different to merge." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading breakage vs Kimi-K2.5 tokenizer codec regression and warning mismatch; not the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the evidence for grouping issue 45902 with 43950/44534. In the packet, 43950 and 44534 clearly match on the non-persistent-buffer / `from_pretrained` regression, but 45902 is only titled as an `inv_freq` uninitialized-memory issue after `meta -> to_empty(cuda)` materialization; that is related at a high level, but not clearly the same bug from the provided evidence. Because the canonical/soft-edge claims treat 45902 as a clean duplicate, I would not accept this cluster judgment as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 5, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43404|issue:43950", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:41093|issue:44805", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "4e8f99064869462af24393e265295205c1888c5b29221c1b3e5d7c373a911eda", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated model-loading/tokenizer regressions, with a few true duplicates: docs about removed pipeline tasks, the `_is_hf_initialized` init-empty-weights incompatibility, the mask-shape IndexError, and likely the remote-code and Qwen video regressions. Most other pairs are only loosely similar and should stay separate.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set: it captures the general recent-v5 remote-code loading regression that can plausibly subsume concrete follow-ups like 46661.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best global representative because it is the most general and central loading-regression report among the issues shown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is about skip_special_tokens per-item lookup and the other about convert_tokens_to_ids with many added tokens; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs issue: both report stale pipeline task references after v5 removals, just phrased with different examples." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenizers, but one is a LlamaTokenizer pre-tokenizer override bug and the other is a DeepSeek-Coder v1 output regression; not clearly the same fix." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both touch AutoModel / multimodal loading, but one is from_config text_config unwrapping and the other is remote-code config_class handling; different bugs." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` compatibility regression during loading/init_empty_weights; 44291 is the broader form of the same failure." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "These are different regression types: untied lm_head weights vs silent corruption of non-persistent buffers." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config load path vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": true, + "reason": "Same remote-code model-loading regression in recent transformers; 46661 is a concrete manifestation of the broader breakage described by 45020." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-related, but the titles point to different problems and no clear shared root cause." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with model_accepts_loss_kwargs; distinct code paths." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is a bad error message for Voxtral and the other is a hard tokenizer failure for a different model." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a PEFT/LoRA effectiveness bug and the other is a missing flag on a trust_remote_code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated symptoms: unexpected compute_loss kwarg vs mask/tensor shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 Qwen weight-loading failures, but the model variants and missing-weight patterns differ enough that this is too broad to merge." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different model families; only the broad theme overlaps." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime failures: RLHF/SDPA BF16 gradient explosion vs flash_attention sink-less AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same v5.3.0 Qwen video-input regression family; 44560 looks like a specific model manifestation of the broader bug in 44479." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/loading complaints for different models; one is Voxtral error messaging, the other is a separate model load failure." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-shape IndexError symptom with the same underlying indexed-tensor mismatch; the titles are effectively the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different areas: DeepSpeed training weight-shape error vs image processor void segmentation maps." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model-family issues: PagedAttentionCache/linear_attention vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading failures, but for different architectures and different root causes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs a torch.autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: ZeRO-3 index-out-of-bounds during Bert init vs a torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different issues in different subsystems; only the Qwen-related naming overlaps." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different low-level bugs: video rope-index scaling vs uninitialized rotary embedding memory after meta-to-empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different symptoms and causes: non-pretrained Bert ZeRO-3 init failure vs torch compatibility issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device_map auto placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft edges are plausible from the titles alone, especially the near-identical docs issue, the `_is_hf_initialized` regression, the mask-shape IndexError, and the Qwen video regression family. The remote-code pairing is a bit broader, but the wording is still hedged enough to avoid overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43366|issue:44589", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "1d8003db621f98c5ac014557adbecc296e880ad417d1909dd48e05341db00004", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37477, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions, with only a couple of clear duplicate pairs. The strongest duplicate theme is the v5 non-persistent-buffer corruption bug; most other pairs are related only by broad subsystem or model family.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43950 is the clearest, most general statement of the shared v5 buffer-corruption regression, and it subsumes the near-duplicate symptom in 43644/44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best representative issue because it names the concrete failure mode (`from_pretrained()` corrupting non-persistent buffers) and the regression scope, making it the most useful canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different problems: GGUF architecture support vs a Float8 storage lookup error." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both are multimodal, but they hit unrelated paths: image preprocessing dtype mismatch vs video embedding StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Distinct bugs: AudioFlamingo3 batched track leakage vs Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export breakage for a specific class is not the same as meta-device loading failures across models." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent-buffer corruption is unrelated to Kosmos2.5 long-input index errors." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and meta-device loading failure are different code paths and symptoms." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration and an MPS histogram-not-implemented error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers v5 breaks custom model initialization, with 43645 just adding the Jupyter/notebook context." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3-related failures: video embedding loading vs TRL SFT unpacking." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Separate attention-path bugs: SDPA/torch.compile on Bamba vs flash-attention position_ids handling on Qwen3.5." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Generic torch-version incompatibility is too broad; these are not the same concrete flex_attention bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to GGUF gpt-oss model support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "An import-path break for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to a torch 2.4.1 compatibility complaint." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Model-type registration logic and Gemma4 forward device placement are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: Qwen3-vl StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and likely different inference paths; not enough to treat as one bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but on different models and likely different missing fields/constraints." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert initialization failure is unrelated to add-new-model-like/tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Another Zero3/Bert loading bug, not the same as tokenizer mapping registration." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload loading and Strix Halo mmap OOM are distinct memory/loading issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA compatibility across hf versions and BitNet packed-weight loading are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Clear duplicate: both describe the same v5 regression where non-persistent buffers get filled with junk during loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 bad outputs and a SigLIP2 docs example with model/processor mismatch plus quantization failure are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both mention Qwen3, but one is auto device-mapping cuda asserts and the other is FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both fail to load BERT models, but the reports name different models and no shared concrete root cause is evident." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "dtype being ignored in multimodal checkpoint loading is a different code path from from_config leaving model.config.dtype stale." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical issue choice and summary are grounded in the packet, and the soft-edge decisions stay conservative overall. The duplicate 43644/44534 and the broader 43950 theme are well-supported by the titles, and the rejected pairs are mostly distinct enough to justify false." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "d7022c032ffbe30c585eb07d21ef3757727e14195988396e64e687665e66e4f2", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-specific Transformer regressions. The only clear duplicate-style pairs are the resize_token_embeddings propagation bug and the untied lm_head bug in multimodal generation models.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the best umbrella representative: it states the resize_token_embeddings bug in the most general form, making it a better canonical anchor than the model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the most reusable issue to keep open as canonical because it is concise, generic, and subsumes the more specific resize_token_embeddings reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; one is GraniteMoEHybrid invalid method calls, the other is a Nemotron example breakage." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 loading of language_model weights and the other is save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated Transformers 5 regressions: junk-filled non-persistent buffers versus Jupyter custom model initialization." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they involve different models and different failure modes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different memory/offload problems; Qwen3 MoE training memory use is not the same as quantization offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is training-time inefficiency and the other is int4 quantization reserved-memory OOM." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same family, but one is a docs example with multiple errors and the other is wrong inference results in AutoModel/pipeline." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different bugs: qwen3_moe LoRA compatibility across branches versus resize_token_embeddings not updating outputs." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and code paths; one is Qwen3 MoE weight conversion with accelerate/deepspeed, the other is GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step calculation is unrelated to SGD optimizer arguments being ignored." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures affecting different models; no shared underlying bug is evident." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE LoRA branch compatibility is unrelated to Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model families and different save/load failures." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/saving related, but one is extra_state handling and the other is init_empty_weights argument plumbing." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer behaviors." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated crashes: Qwen3.5 chat failure versus Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug: secondary embedding/output layers are not updated, just in different composite model variants." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention, but one is a packed-sequence position_ids crash and the other is an s_aux=None attribute error." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Related tokenizer-loading complaints, but the reported models and symptoms are different enough to treat as separate issues." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device loading breakage." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/memory, but one is offloading behavior and the other is increased reserved CUDA memory under int4." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different model/documentation problems." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and failures; device-mapping CUDA assert is not an AudioFlamingo3 batch inference leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs in different composite-model code paths; no single fix would plausibly cover both." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Same bug pattern: lm_head weights are not tied, causing bad generation in closely related multimodal/generative model classes." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Meta-init loading TypeError is unrelated to mmap causing OOM." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3-related model code, but the FSDP2 shared_kv_states bug is different from CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM is not the same as mmap OOM on Strix Halo." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and stays close to the packet. The two accepted pairs are the only ones that clearly read as the same underlying bug pattern, and the rejections do not overreach beyond the evidence. Minor wording note: issue:45292 is a good canonical reference, but it is closed in the packet, so \"keep open\" is a bit imprecise; that does not materially affect the clustering judgment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 8, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "611fe7f745854538a3063f177a8c665fad0d4a999c1081eb2d6b14be45a6e45a", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37883, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions across tokenizers, model loading, quantization, checkpointing, and device/dtype issues. The only clear duplicate-like subgroup is the `resize_token_embeddings` / `output_embeddings` regression spanning three issues; the rest are too different to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; the closest true duplicate set is the `resize_token_embeddings` / `output_embeddings` regression, where issue 45292 is the broadest formulation and best anchor for that mini-cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative of the only near-duplicate family in the set: it states the core `resize_token_embeddings` \u2192 `output_embeddings` failure concisely, while 45276 and 45335 read as model-specific variants of the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading failures, but they affect different models and likely different code paths (`NVFP4` vs `MXFP4` fallback)." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "One is a `torch.device(\"meta\")` model-loading regression; the other is an Strix Halo mmap/OOM workaround. Same broad area, not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo track-leak bug and Gemma4 device mismatch are unrelated failures in different models/subsystems." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a LoRA inefficacy report and the other is an eval-mode restriction; different problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different models and different failures: sparse-layer construction vs FSDP2 `shared_kv_states` rebuilding." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is an example script regression; not the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same core bug: `resize_token_embeddings` does not update output embeddings; 45276 just adds the Gemma4-specific `embed_tokens_per_layer` symptom." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated: MPS histogram support error vs broken Nemotron example." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs strict-config loading issue for Granite speech are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Checkpointing-in-eval-mode and RLHF NaN explosion from SDPA fallback are different failure modes." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` issue are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is wrong module restoration after `save_pretrained`." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regression classes: GLM-4.7-Flash unit-test loading vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are separate issues." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE and meta-device loading failures are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug: both report output/decoder embeddings not being updated; 45335 is a T5Gemma-specific variant." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization breakage and `resume_from_checkpoint` step \u0917\u0923\u0928\u093e are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model and loading failure for another are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init regression and `extra_state` save/load failure are different custom-model issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different problems." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are both tokenizer regressions but not the same underlying bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Slow token conversion and CodeLlama leading-space round-trip regression are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline breakage and tokenization changes are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom-model loading after v5, but `base_model_prefix` handling and Jupyter notebook initialization are distinct failure modes." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline language return bug and `from_pretrained` inside Python classes are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are different code paths." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash and non-template-node compile error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version compatibility and Gemma4 forward device mismatch are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compiler template-node error are different failures." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and mask/tensor shape mismatch are not the same underlying issue." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an old issue and a Qwen3.5 PagedAttentionCache crash are too different to treat as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the non-duplicates. The only accepted soft edges are the clearly related `resize_token_embeddings`/`output_embeddings` issues, which the titles support. No overstatement stands out, and the rest of the pairwise rejections are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "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", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43299|issue:43931", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43541|issue:45084" + ], + "prepared_review_unit_hash": "94a7c71f078761b542bdeff9c2a92ff8684455403d75260980519fe189890f11", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous cluster of Transformers v5 regression reports, mostly model/tokenizer loading issues and a few unrelated runtime/device bugs. I do not see any true duplicate pairs among the soft edges, so I\u2019d keep them separate and use the broad loading-regression issue as the best anchor.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43611 is the broadest, most central loading-regression report in the set and is a better cluster anchor than the many model-specific edge cases.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most representative of the overall cluster because it describes a core framework-level loading break rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs complaints, but they cover different removed/changed pipeline docs and different mismatches." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is a SIGLIP2 inference regression; the other is a ModelOutput key-assignment bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems: torch.export / torch_compilable_check versus Perceiver positional interpolation." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer failures: CamemBERT masked-LM predictions vs EMBEDDIA tokenizer loading." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but the T5 tokenizer method-name conflict and gguf_file handling are distinct bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated regressions." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is a different code path from AutoModelForCausalLM config unwrapping." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a version-wide loading regression and the other is a specific shape-mismatch case." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same bug as the mistral_common tokenizer message issue." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and the Mistral regex patch crash are different failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but Qwen3 MoE training inefficiency and Strix Halo mmap OOM are different causes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel initialization and compiled flex_attention on new torch versions are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL/Qwen3-VL video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading sleng-bert and crashing in _patch_mistral_regex are different tokenizer bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but for different models and different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are distinct bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are not the same concrete tokenizer bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different model issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to the compile-time template-node error." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-placement bugs, but XLNet CPU arange and Qwen3_5Moe CPU offload are different code paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression do not share the same underlying bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency is unrelated to Sam3Model text-encoder weight loading." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config fields and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation failure are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 10, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:43582|issue:43632", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:44403|issue:45081", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:43377|issue:43819", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "adbc0807d92fd87a8d79cf81665143714d7f6dc6ebd4d792a51931ebba32bc38", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38007, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated Transformers bugs, with one loose mini-theme around v5 custom-model initialization/state handling. No soft pair looks like the same concrete bug, so all candidate duplicate edges are rejected.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the v5 custom-model initialization regression theme; several nearby issues are narrower variants of init/state/buffer handling.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best captures the cluster's dominant v5 model-initialization breakage without being overly niche.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different bugs: AppleSilicon warmup TypeError vs `_is_hf_initialized` flag regression." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different code paths: FineGrainedFP8Config failure vs PagedAttentionCache invalid group type on Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/quality issue vs tokenizer post-processor runtime update bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 regression theme, but one is non-persistent buffer serialization and the other is custom model initialization." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counter bug vs multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend installation metadata issue vs unsupported tensorflow_text backend lookup." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper/tokenization, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after alignment." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction regressions, but one is unsupported center arg and the other is a different fbank helper issue." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures for different models; no shared concrete failure mode is shown." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization breakage in notebooks." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different modalities and failures: multi-image Qwen2.5-VL finetuning vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Generic compile/template TypeError vs GraniteMoEHybrid invalid-method call; only broad API churn overlaps." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Different GGUF/from_pretrained failure modes; one is API breakage, the other is version-specific loading failure." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths: dequantized device_map offload vs Qwen2.5-GGUF v5 loading failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 tokenizer/model loading failures, but for different models and not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor chat-template sampling-rate bug vs MIMI batched-vs-single padding-mask discrepancy." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading issue vs tokenizer continue_final_message bug; different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-specific loading failures; no evidence they share one root cause." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs template compilation error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise/logging complaint vs Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation mismatch vs StaticCache sequence-length contract bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer junking." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization issue vs non-persistent buffer corruption are distinct failures." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different models and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related weight-tying theme, but one is a model-specific missing tie and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency vs DAC from_latents / missing STE mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure vs init_empty_weights unexpected `_is_hf_initialized` argument; different init paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model processor bugs: nonsensical outputs vs wrong image size from processor." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading failure vs Mistral tokenizer regex patch crash; not the same underlying bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for a specific checkpoint vs a tokenizer regex patch attribute error." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection issue vs TrainerState input-tokens counter not updating." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer class method conflict vs key error loading MobileLLM-125M." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; different low-level 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": 23, + "review_unit_index": 11, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:44479|issue:45325", + "issue:43322|issue:43540", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:43632|issue:44756", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43632|issue:44534", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "0a45eade6adf9863e860a3c6c343b88efd04f758ae3958f48d5975b520a57fd2", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35691, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated regression and model-specific bug reports. The only clear duplicate-like pair is the two Qwen3.5 save_pretrained checkpoint issues (45216 / 45357).", + "confidence": 0.89, + "canonical_issue_reason": "issue:45216 is a clear, high-signal regression report with an explicit version boundary and broad checkpoint-save impact; it is the best single issue to anchor the Qwen3.5 save_pretrained problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative issue in the set because it describes a concrete regression, identifies the affected model family, and likely captures the core save_pretrained failure behind the related follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: one is generation performance overhead from GPU sync/dispatch, the other is a StaticCache return-type contract issue." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both involve tokenizer/model loading failures, but they point to different code paths and symptoms; not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated failures: torch.export with torch_compilable_check versus an OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL/video behavior, but 44479 is a broad multi-model video-input regression while 45325 is a specific still-image temporal-position scaling bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failure modes: Llava Next load segfault versus Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different issues in different model families: Qwen3-MoE sliding_window versus granite_speech config strictness." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Completely unrelated: a T5 tokenizer method conflict versus a Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained/checkpoint regression; 45357 looks like a narrower symptom of the broader issue in 45216." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizers, but one is a loading failure and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: Torch 2.10 compatibility versus noisy loading logs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different failure modes; no shared concrete code-path bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated: fbank feature extraction issue versus compiled flex_attention failing on newer torch." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is multi-image training with IterableDataset and the other is a temporal-position scaling regression." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: _is_hf_initialized breakage versus mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is unrelated to the tokenizer loading failure in EMBEDDIA/est-roberta." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Whisper runtime issue versus a Float8 storage lookup TypeError." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is eval-mode usage and the other is a missing capability flag on a trust_remote_code variant." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different TypeErrors from different subsystems; no shared underlying bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training-related, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different tensor/model internals: ModelOutput key assignment versus Gemma4 FSDP2 shared_kv_states rebuild." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely unrelated: high perplexity on a benchmark versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug is unrelated to a DeepSeek-R1-Distill-Llama accuracy regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures affecting different model/config paths; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training workflows and different model families; no same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they are distinct issues with different failure mechanisms." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: GGUF loading failure versus CLIPTokenizer max-length bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet\u2019s titles and stays conservative overall. The duplicate-like call on 45216/45357 is plausible from the shared Qwen3.5 save_pretrained regression theme, and the rest of the pairwise rejects are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 12, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43531|issue:44291", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43632|issue:45072", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381" + ], + "prepared_review_unit_hash": "58bea955c56934e78c309523875562b6a53c5ca122d18e373c910d1d62d6394b", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct Transformers v5 regressions across loading, tokenization, and model-specific inference paths. The clearest duplicate pairs are the `_is_hf_initialized` / `init_empty_weights` loading breakage, the Qwen2.5-VL position-id regressions, the SigLIP2 output discrepancy, and the Granite tokenizer regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43632 is the best canonical issue because it names the broad v5 initialization-contract break at the root of the loading failures, and it matches the nearby init_empty_weights/_is_hf_initialized report most directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the strongest global representative of the cluster because it captures the core loading/init regression rather than a downstream symptom or a model-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error messaging and Apple Silicon allocator TypeError are different failures in different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3 sliding-window/MoE behavior is unrelated to the init_empty_weights/_is_hf_initialized loading TypeError." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload failure and Qwen3 MoE training memory usage are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve backend packaging, but the concrete failures differ: missing TensorFlow in the torch extra vs tensorboard-only install behavior." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are not the same as the BOS/EOS insertion regression." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 CUDA assert on A800 and the Mistral regex patch AttributeError are unrelated bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training, but flash-attention degeneration and zero-loss single-label classification are different concrete failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Both point to the same AutoTokenizer/Granite tokenizer regression: repository tokenizer data is not being used correctly, leading to wrong token IDs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Base_model_prefix loading and custom model initialization are related to v5 loading, but they are distinct code paths and symptoms." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is not the same as Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA vision-tower issues are unrelated to Sam3 text-encoder weight loading." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow packaging/backend availability and PaddleOCR-VL loading in vLLM are different issues." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk filling and ModelOutput key assignment are separate regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower problems are unrelated to Qwen3.5 visual-encoder key serialization." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export support for torch_compilable_check is unrelated to bfloat16 dtype mismatch failures." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading regressions are both load-related, but not the same failure path." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen2.5-VL position-ID regressions in the same get_rope_index / vision-position-id path, for still images vs video." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation mismatch producing incorrect outputs, with one report framed as HF-vs-JAX discrepancy and the other as bad AutoModel/pipeline results." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head tying and device-dependent lm_head serialization are related to tied weights, but they are different concrete bugs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-ID scaling and Kosmos2.5 OCR index errors are unrelated model bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to Qwen2.5-VL video position-ID issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure and Qwen2.5-GGUF loading in v5 are different model/loading paths." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and strict granite_speech config loading are not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized init-state regressions and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading problems and version-dependent tokenization changes are not the same issue." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope/position-ID regression." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Ministral BPE-marker handling and Qwen2.5-VL video position IDs are unrelated tokenizer/model bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the writeup is internally inconsistent and overstates at least one duplicate. The summary says the `_is_hf_initialized` / `init_empty_weights` loading breakage is one of the few true duplicate pairs, but the soft-edge verdict for `issue:43632` vs `issue:44291` is `false`. That mismatch means the cluster summary is not fully grounded in the packet. The rest of the false pair calls are mostly conservative, but this contradiction is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 13, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:42796|issue:46209", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43526|issue:43883", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "c6b1881d9ff7f47b2f9ba369fc3914e4ba15d410ebb43a1718faf0d7b1292810", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36790, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly noisy: most items are different model-specific loading, tokenizer, or device/offload regressions rather than true duplicates. I rejected all soft edges because none clearly share the same concrete bug path.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest concrete runtime bug in the set, centered on offloading/quantization behavior; it is the best umbrella candidate among otherwise mostly unrelated model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most useful single triage anchor because it is a cross-cutting infrastructure bug rather than a one-off model report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different problems: a PaddleOCR-VL load failure versus a torch/transformers version incompatibility. No shared code path is evident." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both mention multimodal inference, but one is a video-input regression in Qwen variants and the other is a Gemma4 PLE device mismatch. Different failures." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-quality issues, but one is perplexity on gpt-oss and the other is Whisper empty-transcription handling after token alignment. Different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues affecting different paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping asserts." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but one is glm-4v-9b model loading and the other is tokenizer loading for cjvt/sleng-bert. No concrete duplicate evidence." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with cached embeddings are unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "A tied-weights generation bug in AyaVision is not the same as a torch.compile SDPA failure in Bamba." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch during Bark CPU offload is unrelated to DAC.from_latents mismatching forward due to missing STE." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both involve multimodal examples, but one is a docs/model-processor mismatch with quantization and the other is Qwen2.5-VL iterable-dataset finetuning with multiple images." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but the models and failure modes differ: cudaErrorAssert on A800 versus a forward-time device mismatch in Gemma4 PLE." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER padding/truncation are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both are input-shape/processing issues, but MIMI batching versus OmDet-Turbo resolution mismatch are different concrete bugs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window masking off-by-one and tokenizer conversion slowdown are unrelated regressions." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion during accelerate/deepspeed loading is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS handling for a specific tokenizer and the other is wrong token IDs across several models. Not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Garbage text from untied lm_head weights is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different issues in different subsystems." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offloading/quantization, but one is dequantized-model loading with gpu+cpu offload and the other is a broader quantized-offloading failure. Similar theme, not clearly the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching and Perceiver non-default-resolution classification are separate model-specific bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are unrelated loading/model-init failures." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model benchmark and ineffective gradient checkpointing in PEFT LoRA are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are both infrastructure-level, but the titles point to different failure modes and code paths." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is distinct from unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are different failure classes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are loading/runtime crashes, but one is a Qwen3 auto-device-map assert and the other is a Llava Next segmentation fault. No shared bug path is shown." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure for glm-4v-9b and tokenizer loading failure for EMBEDDIA/est-roberta are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 14, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:44008|issue:45823", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:44671|issue:44743", + "issue:36331|issue:41720" + ], + "prepared_review_unit_hash": "b5121f60195d294fb494bda92b75b3a2dd3ecdadc3d6060689430fabfe03d2e9", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37414, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft matches mostly share only broad themes like loading, offloading, or trainer behavior, but they do not appear to be the same underlying bug. I would keep a single broad offloading/quantization issue as the best issue anchor, and reject all soft edges as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43873 is the best umbrella candidate because it is the broadest active report with inbound references and sits closest to the small subset of offloading/device-map/quantization-themed items in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest cluster anchor overall: it is open, has the most external attention, and is the most general of the available issue titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer kwarg mismatch vs 3D parallel script failure; different code paths and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory problems, but one is int4 CUDA reserved memory/OOM and the other is an apex RMSNorm leak; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-map assert on Qwen3 vs flash-attention generation issues in Qwen3.5; not the same failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature issue vs Qwen3-MoE FP8 config failure; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is strict config loading and the other is tokenizer loading; different underlying problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is lm_head tying and the other is visual encoder key saving; different code paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bug vs tokenization changes; unrelated subsystems." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly could be affected by tokenization, but this is not the same concrete bug as a tokenization change report." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Device-map crash vs multi-GPU training setup failure; different issues." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different Sam3 model components and failure modes; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory/offload behavior, but one is quantization offloading and the other is mmap OOM on Strix Halo; not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash vs dtype mismatch in inference; unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch-iterator error vs early stopping metric lookup failure; different trainer paths." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure vs packed-weight unpacking during accelerate loading; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype staying float32 vs max_steps recalculation on checkpoint resume; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Compilation/SDPA bug vs CPU offload device mismatch; different model/runtime failures." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor/tokenizer regression vs tokenization behavior change; not the same concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom loading APIs, but one is general model initialization breakage and the other is from_pretrained behavior inside Python classes; too different to merge." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different preprocessing mismatches; not duplicates." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Untied lm_head in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different defects." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3-MoE FP8 failure vs dequantized model offload load failure; only a broad loading/quantization theme overlaps." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing issues, but they affect different models and different expected resolutions." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs Gemma4 PLE device mismatch; different models and root causes." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin vs inability to run a training script; unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; different failures." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision vs read-only permission propagation on save_pretrained; unrelated filesystem bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping assert vs tensor-parallel-only failure in GPT-OSS MoE; different issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs StableLmConfig pad_token_idx missing after update; unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling vs Qwen2-VL multi-GPU training; different areas." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3-MoE FP8 loading vs kernels dependency/version requirement import failure; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression vs Qwen recurrent-state reset bug; different model families and code paths." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss-signature breakage vs Qwen3 auto device-map crash; 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": 23, + "review_unit_index": 15, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:29159|issue:36032", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "0d4eeee68340817210fe5b45d2c97b240b47022de5c095ac9c7d8948317f9a65", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36011, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues; none of the soft edges look like true duplicates. The most representative issue is the broad offloading/quantization report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 has the broadest framing and the strongest engagement signal in the set, making it the best representative of the cluster\u2019s loading/offloading/quantization theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is broader than the model-specific reports and has the most discussion/inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes, different models, and different failure modes; both are tokenizer bugs but not the same underlying issue." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "One is a BeitImageProcessor label-reduction bug; the other is an unrelated Qwen loading failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config consistency problems, but they affect different configs and fields with different root causes." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failures: FP8 config support vs a segmentation fault while loading Llava Next." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error on CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is a from_pretrained weight_only load error." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps and Bark voice_preset handling are unrelated processor bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are different bugs in different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA reserved-memory/OOM under int4 quantization is not the same as a tokenization-version regression." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but Bark CPU-offload device mismatch and BitNet packed-weight unpacking are different concrete bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is different from the T5Tokenizer add_special_tokens name conflict." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization in v5 is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and text_config unwrapping in composite Qwen configs are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA asserts and PEFT-adapter checkpoint loading are unrelated failures." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to undefined variables in multimodal token counting." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU-offload device mismatch and BigBird mask-token registration do not share the same code path." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric-gathering last-batch truncation and SAM3 text/bounding-box behavior are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serving crashes in Gemma4Processor and Qwen3.5 streaming inference failures are different API/model bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count bookkeeping is unrelated to progressive generation with cached states." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset handling and Qwen3 device-mapping CUDA asserts are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing Float8 storage are different issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/config failures." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping and CPU-offload incompatibility are distinct Qwen-related bugs." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder save keys and missing text-encoder loads are opposite-direction multimodal serialization bugs with different models." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init restrictions and num_labels propagation are different configuration 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": 23, + "review_unit_index": 16, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:44625|issue:45479", + "issue:43644|issue:46665", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:45356|issue:45907" + ], + "prepared_review_unit_hash": "3486db22b1d9289622ca0b018076784134b03457d12be58a7cd8a8fdc9a83041", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single-bug reports across different models or subsystems. Only two soft pairs look like true duplicates: the HF_HUB_OFFLINE tokenizer/cache regression (42886/44843) and the exact Qwen2_5_VLProcessor batched padding crash (44514/44545).", + "confidence": 0.79, + "canonical_issue_reason": "issue:44843 is the best canonical issue because it names the concrete failing code path (_patch_mistral_regex calling model_info() unconditionally) and clearly explains the HF_HUB_OFFLINE breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest overall issue candidate: clear root cause, clear user-facing failure, and the accepted duplicate pair points to the same offline tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: one is config propagation for num_labels, the other is a zero-loss classification pathology." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading/model behavior, but one is non-persistent buffers and the other is from_pretrained behavior in classes; not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes and code paths: Perceiver image-size handling vs bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "The first is a tokenizer AddedToken TypeError; the second is a model-loading failure for a specific checkpoint." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model-loading regression for a specific repo, the other is an image-processor dependency regression." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is unrelated to the ZeRO-3 gradient blow-up issue." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc example/model mismatch for SigLIP2 is different from OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to notebook custom-model initialization in v5.0.0." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert with Qwen3 auto device mapping is not the same bug as T5 apex RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video-processor padding calculation and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A memory leak in T5 apex usage is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL unpacking failure and trainer.evaluate() after train() are distinct trainer failures." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and DiaConfig save/load corruption are different tokenizer/config bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing restriction is not the same as the T5 apex memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline-tokenizer bug: both describe HF_HUB_OFFLINE failures caused by an unconditional model_info() path in tokenizer loading." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config handling and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; these are duplicates of the same bug report." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer use_cache correctness is unrelated to T5 decoder-input error messaging." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantization offloading are different subsystems and failures." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM predictions in v5." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are not the same defect." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL vision_position_ids bug are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one crashes on Mistral tokenizer loading while the other is a Kimi-K2.5 codec/regression report." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec regression is unrelated to list_repo_files not forwarding revision." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge calls are conservative overall. The two accepted duplicate pairs are supported by the titles and align with the same underlying bug classes (offline tokenizer loading and the Qwen2_5_VLProcessor batched padding crash). The remaining pairs are appropriately rejected as different subsystems or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 17, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45685", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43618|issue:43697", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "2e32a382537981ed329ffc22a40f2e29b9817e8dc8f4fd6c8e9817486742e66a", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35876, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a broad mix of unrelated Transformers bugs and regressions; none of the soft pairs look like the same underlying issue. I would not collapse any of the candidate pairs into duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: accelerate loading of packed BitNet weights vs DAC latent decoding/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; no shared code path." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BERT/DeepSpeed ZeRO3 init index error is unrelated to audio fbank feature extraction." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing problems, but one is processor/tokenizer regression and the other is OCR-length handling; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different subsystems: SDPA compile failure vs config save/load losing custom token IDs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor collision is a tokenizer API bug; loading `cjvt/sleng-bert` is a model-specific loading failure." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video/Qwen models, but one is a value error in Qwen3OmniMoe processing and the other is chat-template feature/token mismatch in Qwen3.5-9B." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment regression and RTDetr output drift are different model-specific regressions." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `trust_remote_code` config-field loss." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading breakage is a distinct model-loading regression from `from_pretrained` behaving inconsistently inside Python classes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction bug is unrelated to `add-new-model-like` failing on tokenizer mapping names." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image-classification interpolation behavior." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure is unrelated to CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert on A800 is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but one drops fields with `trust_remote_code` and the other rejects `granite_speech` via strict config checks." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA failure and DAC forward/from_latents mismatch are different concrete bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE dropping are unrelated model-configuration issues." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors have no shared root cause." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video input error is unrelated to Gemma3n variable-name collision in `forward()`." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an offline hub call problem and the other is a backend_tokenizer attribute crash; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to stale v5 docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk initialization and FSDP CPU RAM efficient loading are related to loading, but not the same concrete failure." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram Int error are completely different runtime 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": 23, + "review_unit_index": 18, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:45584|issue:45834", + "issue:43716|issue:44008", + "issue:43950|issue:45987", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:44991|issue:46291", + "issue:43577|issue:43818", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43540|issue:45381", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:45987|issue:46192", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "0d23d704e96e1d43a9a0a7256de1bace2a6fcdf792408638049e340ca7f2c307", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35652, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single issues across tokenizer, model-loading, dtype, and video/audio subsystems. The only likely duplicate pair is the tokenizer spacing bug vs. the broader slow/fast tokenizer inconsistency report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:28218 is the clearest concrete symptom report for the tokenizer added-token spacing bug; issue:29159 reads as a broader description of the same tokenizer inconsistency.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best representative because it is specific, actionable, and likely the more concrete anchor for the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: BarkProcessor voice_preset vs GenerationMixin import failure." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging vs sequence-classification loss behavior; not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription failure and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and root causes: image preprocessor dtype mismatch vs variable name collision in Gemma3n forward." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption and StaticCache seq_length return type are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different video regression in Qwen models vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs stale config.dtype after from_config; different issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation and Mamba2 cache correctness are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs importing pipelines needing kernels version/revision." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading issue and Video-LLaVA architecture issue are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Translation-support error message vs SigLIP2 inference corruption; same area but not same bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video-token mismatch and T5 decoder validation error are different concrete failures." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code compatibility, but they describe different API breakages and are too broad to merge." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError vs trainer.evaluate() failure after train(); no clear duplicate relation." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and dtype mismatch in other models are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights unpacking failure in accelerate loading vs dtype mismatch in inference." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe vs Qwen2.5-VL vision_position_ids regression." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message issue, the other is stale documentation; related topic but not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer added-token behavior problem: extra spacing / inconsistent slow-vs-fast tokenizer handling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different model-loading failures: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized arg with init_empty_weights." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Custom models in Jupyter notebook initialization vs from_pretrained inside Python classes are different reproducibility issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype mismatch and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Cache length return-type bug and return_tensors being ignored are different API regressions." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and general tokenization changes are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The accepted tokenizer pair is plausible from the titles, and the other soft-edge verdicts are conservative rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 19, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:44589|issue:45042", + "issue:43782|issue:45325", + "issue:43742|issue:45020", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:45084|issue:45538", + "issue:43550|issue:44912", + "issue:43526|issue:43697", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:44060|issue:44368", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "7f5bb02745fbc7731bd7bfa74a83167c215d88ead96ba4ecdc16d478f4acb330", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers bug reports. None of the soft pairs appear to describe the same concrete underlying defect, so I would not merge any of them as duplicates. The broadest and most representative issue here is the remote_code regression report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the broadest cross-cutting report here, describing a general regression affecting models that rely on remote_code loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster anchor because it is the most general and highest-level failure mode among the listed issues, making it the most useful canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: backend dependency packaging vs tokenizer regex patch crash. Same subsystem, not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated areas: Bark voice preset handling vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model loading/structure, but one is unsafe sys.modules access and the other is CLIP text-model API inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor shape/count bugs, but they affect different models and different logic paths." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are different code paths and platforms." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is not the same as DAC from_latents/STE mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the PIL image-processor torchvision dependency regression." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope indexing are distinct model-specific bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A model-specific key error while loading MobileLLM is not the same as the broad remote_code breakage report." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patching and Gemma4Processor missing _tokenizer are different loader failures." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import break for Gemma 4 and the other is continue_final_message behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug is not the same as RTDetrV2 output divergence." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video token-count helpers and stale auto_mappings config references are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different models and code paths: BEiT label handling vs MPS attention correctness." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they describe different Qwen model behaviors and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file and an EMBEDDIA tokenizer regression are separate loading issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate loading is unrelated to multimodal token counting." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and compute_loss signature mismatch are different regression classes." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import path breakage and Jupyter custom-model initialization failure are distinct problems." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/forward mismatch and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training IndexError and train-then-evaluate failure are different trainer/deepspeed bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow packaging omission and pipelines import requirement for kernels v0.15 are different dependency issues." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model import warning and Qwen3 MoE weight conversion are unrelated loader 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": 23, + "review_unit_index": 20, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:43454|issue:43577", + "issue:43927|issue:44912", + "issue:43525|issue:46291", + "issue:29159|issue:34567", + "issue:28282|issue:29870", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "4b4a8fbaea67230799b88d727d4511f333c36a739e5ee603de86cde315d44940", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35883, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial topical overlaps rather than the same underlying bug. I would reject all of them as duplicates/mergeable PRs; this cluster is heterogeneous, so the issue choice is only a best-effort representative rather than a true canonical duplicate target.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43749 is the strongest standalone report in the set: it has the broadest loading impact, the most discussion and inbound references, and a concrete regression description, whereas the other items are narrower or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best representative issue overall because it is the most substantiated and cross-cutting bug report in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both are model-related, but one is documentation/example breakage and the other is a quantization-loading regression for a different model." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "These concern different failures: unexpected zero probabilities vs an image-size mismatch between processor and model." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local-checkpoint loading is unrelated to Whisper's batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is missing fields with trust_remote_code and the other is from_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but they are different code paths and different root causes." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: unit-test loading mismatch vs flash-attention generation behavior." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "One is a weight-conversion/loading bug under accelerate+deepspeed; the other is plain CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate handling is unrelated to Whisper batch decoding." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different symptoms and paths: MOE weights not converted vs a load-time weight-shape mismatch." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Related cache terminology, but one is lazy init causing recompilation and the other is a config field only honored in quantized cache." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are unrelated loading bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video/VLM issues, but one is an undefined-helper bug in token counting and the other is a broader regression in specific model families." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention error handling, but they affect different tokenizer/image code paths and are not the same defect." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined variables in multimodal token counting is distinct from batched video processor shape errors." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is an FSDP CPU-RAM loading issue and the other is mmap-induced OOM on a specific platform." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument handling and a PIL/image-processor torchvision dependency regression are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "A quantization/load failure for GPT-oss is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same as a rotary embedding incompatibility in Qwen3_5Moe." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting and extreme perplexity on GPT-oss are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first is an invalid/low-information issue title; the second is a reproduction of a different upstream issue." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Video processing value errors and an image-text-to-text pipeline failure are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying for AyaVision and dtype propagation for Blip2 do not share the same failure mode." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to importing pipelines with kernels v0.15." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency and trainer token-count tracking are different subsystems and failures." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import absence and Bart generate decoder mask initialization are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure and an oversized CLIPTokenizer model_max_length are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 21, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43317|issue:45538", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:38175|issue:44898", + "issue:44479|issue:45381", + "issue:44568|issue:45488", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "dfdeef3875510f49a604d99173728b9e12b98c3457f4906b3aaab1a3c5b6b909", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36760, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of regression/bug reports; the soft-similarity pairs are mostly only thematically related, not the same underlying bug, so none should be merged.", + "confidence": 0.8, + "canonical_issue_reason": "issue:45488 is the strongest anchor for duplicate triage: it has a concrete tokenizer regression, clear reproduction context, active discussion, and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the most suitable representative issue overall because it is specific, actionable, and has the clearest bug narrative among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion and the other is about codec handling/warning behavior in Kimi-K2.5; different root causes." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is an environment missing PyTorch, the other is a model-loading regression for Llama 3.2 Vision; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels requiring version/revision are unrelated dependency/API failures." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length behavior are different subsystems and failure modes." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated issues." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are different model/code-path bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings, but one is an lm_head tying bug and the other is LoRA merge with extended vocabulary collapse; not the same issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model load and TrainerState token-count updating are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are separate packaging/import problems." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key-error loading and init_empty_weights unexpected argument are different loading failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found import error and LayoutLMV3 box-validation messaging are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload dequantization failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression in Qwen VL models and an FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication and tokenizer loading failure for EMBEDDIA/est-roberta are distinct tokenizer bugs." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype propagation for Blip2/Qformer, the other is stale model.config.dtype after from_config(dtype=...); related area, different bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and version-dependent tokenization changes are different bug classes." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different advanced-loading regressions." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure paths." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta with FlashAttention2 and missing-PyTorch import error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but they affect different models and fail in different places; not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow-backend packaging and sleng-bert loading failure are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen2.5/Qwen3 video regression are similar domain-wise but not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are different model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video/VL behavior, but 45381 is a specific vision_position_ids bug and 44479 is a broader regression across models." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer bugs, but one is about add_special_tokens/BOS-EOS behavior and the other is LlamaTokenizer overriding ByteLevel pre-tokenizer; different root causes." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are separate training API 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": 23, + "review_unit_index": 22, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:44737|issue:46463", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43577|issue:45072", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:24643|issue:29870", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:43452|issue:44488", + "issue:43906|issue:46693", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "c7ddd622153a3d721949226ca51728fca09d1e29b021623b5ce931b3c40d08d6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the items span unrelated model-loading, tokenizer, config, dtype, and performance regressions. The soft pairs mostly share only superficial subsystem similarity, not the same concrete bug or change.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45920 is the broadest, most user-impacting regression in the set, but the cluster as a whole does not have a true duplicate center.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the clearest broad blast radius and strongest reproducible user-facing failure, making it the best anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: a janus generation test break versus a Phi-4 multimodal loading error." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "One is an accelerate/deepspeed weight-conversion bug; the other is a RoPE-layer-count regression in Smollm3." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken keyword handling and Mistral regex patching are unrelated code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A MobileLLM key error and a missing Float8 storage type are different loading failures." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement/performance issue does not match a T5 decoder-input validation message bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image-processor torchvision dependency and Mistral tokenizer regex patching are separate defects." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "A dtype mismatch in Mistral-3 preprocessing is not the same as the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and loading AutoImageProcessor from URL are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel-registration crash are different model-specific bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different model families and different inference paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE omission and Qwen2.5-VL still-image rope scaling are not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "BOS/EOS special-token insertion and CodeLlama leading-space round-trip regression are distinct tokenizer issues." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and stale auto-mapping references are unrelated maintenance problems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction issue and an official example breakage do not indicate the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-map mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape failure and BART generate-time UnboundLocalError are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 weight-tying bug and StaticCache return-type bug are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding on CPU and flash-attention sink-less crash are separate issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but the gguf_file regression and cjvt/sleng-bert loading failure are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "These are both config-loading problems, but one is num_labels propagation and the other is strict config rejection." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Label-reduction behavior and degenerate zero-loss classification are different classification bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect visual-encoder keys in save_pretrained is unrelated to wrong token IDs in AutoTokenizer." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "A video-input ValueError and a long-context FA2 performance regression are not the same issue." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct persistence and rope-parameter JSON list conversion are different config/validation bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch in the environment and NoneType broadcast errors are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver interpolation failure are different loading/inference 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": 23, + "review_unit_index": 23, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46491", + "issue:46701" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:41762|issue:44936", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43819|issue:44811", + "issue:43653|issue:44361", + "issue:43525|issue:46701", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:43531|issue:43742", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:43646|issue:43749", + "issue:43577|issue:43697", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "e2d9bccbe1f6c6db4da75373714a2bfc084d8d877eddd643e4b6dc54171e9db6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36732, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regressions around tokenizers, config loading, generation, and model-specific v5 breakages. None of the soft pairs look like true duplicates, so they should stay separate; the broadest representative issue is the v5 custom model initialization regression.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43646 is the broadest umbrella for the cluster: it captures the general v5 regression pattern affecting custom model initialization and aligns with many of the more specific breakages here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative issue for triage because it describes the widest underlying failure mode rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained corruption; different code paths and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields and serialization, but one is trust_remote_code returning missing fields while the other is a specific Qwen3_5MoeVisionConfig field being dropped by strict validation." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model tied-weight handling in general; not the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults are unrelated to T5 decoder input validation error messaging." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 + ZeRO-3 loading IndexError and trainer.evaluate after train are unrelated training/runtime issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer loader failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated symptoms." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior affect different models and APIs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task errors are distinct tokenizer bugs." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id missing and DiffusionGemma image-text pipeline failure are different model families and failures." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical results and Perceiver non-default resolution failure are different vision-model issues." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file tokenizer/model loading and HF_HUB_OFFLINE breakage from _patch_mistral_regex are separate from_pretrained problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are not the same bug." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 PLE device mismatch are unrelated runtime issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different loading/runtime failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency error are unrelated dependency issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-only backend setup and tensorflow_text backend-mapping error are separate backend installation problems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior and CodeLlama leading-space round-trip regression are both tokenizer-related but not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading and Blip2 dtype propagation are different model-loading bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are not the same failure path." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype staying float32 and RTDetrV2 output changes are unrelated model-specific regressions." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "processor.tokenizer/image passthrough regression and Kimi-K2.5 tokenizer codec handling are distinct tokenizer/processor issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent state reset are both generation-related but not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and mdeberta-v3 add_special_tokens BOS/EOS behavior are different tokenizer implementations and bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are unrelated model-definition issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token-id persistence are both token-related but 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": 23, + "review_unit_index": 24, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:46002", + "issue:46050", + "issue:46365", + "issue:46612", + "issue:46693" + ], + "soft_pairs": [ + "issue:44843|issue:44991", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:43550|issue:44361", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:44977|issue:46693", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43643|issue:44561", + "issue:43606|issue:43927", + "issue:43782|issue:46693", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:39692|issue:43493", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44554|issue:46365" + ], + "prepared_review_unit_hash": "5174337d45474a1ceec8cfc361d3c1a6d68b604fad069dd34400d1ab943100af", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad themes like model loading, generation, configs, or dtype issues, but not the same concrete bug. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45701 is the broadest, most central regression report in the set and has the strongest discussion/reference signal, so it is the best anchor for the cluster even though the overall grouping is noisy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the most generally phrased and discussion-heavy issue here, making it the best representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline-mode Mistral regex patch bug and the other is a model-specific tokenizer load failure; different root causes." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for several Qwen VL models is not the same bug as Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is sliding-window attention on GPU and the other is classification-head init/checkout behavior." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard sizing is unrelated to AutoProcessor kwargs forwarding to cached_file." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A torch.compile SDPA model failure and an MLukeTokenizer AttributeError are different code paths." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key errors while loading and AutoImageProcessor URL loading are different loader bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization does not match a DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation caches, but one is KV-cache continuation tensor indexing and the other is beam-search reorder skipping in different model families." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights and quantized save/load breakage are not the same failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast of NoneType is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda asserts and chunked generation with compiled forward are distinct problems." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a flash-attention correctness bug in Qwen3.5." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field handling for BEiT loading is unrelated to Bamba torch.compile SDPA failures." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "A pretrained-model legacy field issue is not the same as BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "One is a correctness bug in Qwen3.5 generation, the other is a performance regression with FA2 long-context generation." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet processor/model image-size mismatch are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight handling and DiaConfig token-id persistence are different model/config issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch is not the same as losing custom token IDs on save/load." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and processor.tokenizer/image-passing regressions are different API bugs." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs-example model/processor mismatch and SigLIP2 HF-vs-JAX discrepancy are not the same underlying issue." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are separate model-specific config regressions." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and an unreleased PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and importing Trainer failing because of datasets are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:43643", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is not the same as AutoConfig returning missing fields under trust_remote_code." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure is a model-loading bug, not a flash-attention performance 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": 23, + "review_unit_index": 25, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44589|issue:45520", + "issue:44849|issue:45357", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43334|issue:45759" + ], + "prepared_review_unit_hash": "a016c5d237361fc120e522c229d062b866f675181ad00bfa0280b9ace5d560a7", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36772, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated tokenizer, model-loading, training, and regression reports. None of the soft pairs look like the same underlying bug strongly enough to merge, so I would not deduplicate any of them.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span unrelated subsystems and the soft pairs are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; there is no clear representative that subsumes the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggers differ: batched padding=False in one case vs assistant tool-call messages with no content in the other." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: SigLIP2 output mismatch versus a pipeline v5 error message about translation support." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model/config bug versus Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime failures: Qwen3.5 flash-attention generation versus FP8 inference on B200." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but one is a gguf_file regression in tokenizer/model loaders and the other is a specific pretrained model that no longer loads." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different code paths: Gemma4 device_map forward mismatch versus sinq save/load quantization breakage." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug versus a MacOS bus error in a CLIP model; no shared underlying defect." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issue versus a text_kwargs/return_tensors API interaction bug." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different tokenizer/model regressions: BPE marker handling versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A SigLIP2 correctness discrepancy is not the same as a ZeRO-3 gradient growth issue." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch in eval is unrelated to the HfDeepSpeedConfig + ZeRO-3 gradient regression." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors are not the same as a runtime regression in processor.tokenizer/image handling." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen3.5 hidden-states behavior versus FP8 inference on B200 hardware." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is serialization of tied weights; distinct bugs." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different models and symptoms: FP8 hardware inference failure versus an accuracy regression after upgrade." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and mechanisms: missing special tokens versus incorrect DeepSeek-Coder output." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype change is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "An OOM on model loading is unrelated to a dependency version bump for peft." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure is not the same issue as the PEFT minimum-version bump." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import KeyError are different compatibility bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder keys in save_pretrained are separate regressions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "A config save/load token-ID loss bug is unrelated to MLukeTokenizer task attribute errors." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen2_5_VL class is unrelated to a Float8 storage type error." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for one checkpoint is not the same as an offline-mode break from an unconditional model_info() call." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer output, but the model families and bug types differ: missing BOS/EOS versus wrong token IDs for Granite models." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading in BEiT segmentation is unrelated to a CPU offload device mismatch in bark-small." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MoE loading, but they hit different model variants and failure modes, so they are not the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are similar regressions but distinct configs and code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are multimodal config issues, but one is a missing config field and the other is incorrect unwrapping of text_config from composite Qwen 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": 23, + "review_unit_index": 26, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:43572|issue:44291", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:44464|issue:45584", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:44869|issue:46752", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "20e3ab2a43042d542cce35c9691e8a22f08bff69d237d6882a5f00a307cb4552", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35754, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs only share broad subsystem vocabulary, not the same concrete bug or change. I rejected every soft edge as a duplicate false positive.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue emerges: the cluster spans unrelated tokenizer, serving, quantization, training, and model-loading problems, and none of the soft edges are true same-bug duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there is no single underlying problem tying these issues together, so no issue is a meaningful canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different model and failure mode: CPU offload device mismatch vs GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are load/compatibility bugs, but the broken argument and code path differ (`pad_token_idx` vs unexpected `_is_hf_initialized`)." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "A hard category-limit error is unrelated to an accuracy regression after upgrade." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model/tokenization structure, but one is an unexpected key issue and the other is a CLIP class API divergence." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field model loading failure and tokenizer special-token registration are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is compiled-forward inconsistency and the other is max cache length handling for quantized cache only." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation and image-text pipeline failure are separate code paths." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different symptoms and scopes: missing default token-type ids vs multi-GPU CUDA OOM." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Two different crashes in different text-processing paths: Whisper timestamp decode vs `apply_chat_template` on empty input." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading broadly, but not the same concrete bug or fix." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient anomaly and a model-loading failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "A SigLIP2 output-quality regression is not the same as an unexpected position-id key issue." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash-Attention test failures and MLflow job-state reporting are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash-attention `s_aux=None` crash is distinct from quantized model save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning for trailing slash paths and CUDA OOM are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation and Python 3.13 flash-attn import lookup are separate problems." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues do not match the image-text-to-text pipeline failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra tokenizer spacing and TrainerState token counting are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy `Conv2d` in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check bug are different code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export support for GeneratorExp is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is continuous-batching multimodal input handling and the other is KV-cache continuation indexing." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Auto device mapping cuda assert and a model accuracy regression are not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and checkpoint resume 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": 23, + "review_unit_index": 27, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46710" + ], + "soft_pairs": [ + "issue:45406|issue:46121", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43295|issue:43450", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:43873", + "issue:43295|issue:44610", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:43232|issue:44849", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:38175|issue:43493", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:45381|issue:46209", + "issue:44521|issue:45290", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "8e27222ad6dac4aa9c93d528547e79c8f347fd4c8b5a34c2a9c5f2b7289871ec", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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 set is mostly heterogeneous: the soft-similarity pairs share broad subsystems, but not the same concrete bug or change. I would not merge any of the proposed edges.", + "confidence": 0.71, + "canonical_issue_reason": "No single issue cleanly subsumes the whole set. If one issue must anchor the cluster, issue:44521 is the closest fit because it is the most active and broadest concrete report in the only obvious subtheme (apply_chat_template / multimodal handling).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue in this noisy set: it is active, well-discussed, and describes a concrete multimodal template bug that is closer to a reusable umbrella than the other isolated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different bugs: Gemma4Processor missing _tokenizer vs convert_rope_params_to_dict TypeError on JSON-loaded lists." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different models and symptoms: tied lm_head in Mistral3 vs DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: bfloat16 dtype mismatches in inference vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: missing flash-attention helper import vs meta-device model loading regression." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: flash_attention sink-less crash vs AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different multimodal issues: processor.tokenizer regression vs batched video shape bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different concrete problems: Qwen3OmniMoe video processing ValueError vs Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family but different bugs: default mm_token_type_ids vs device_map='auto' forward device mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "No shared underlying bug: Gemma4 device placement vs return_tensors handling." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization offloading behavior are different subsystems and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression does not match OmDet-Turbo's input-size mismatch." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are not the same concrete bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import/backend errors: flash_attn KeyError vs tensorflow_text backend mapping ValueError." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is unrelated to a separate model-loading failure." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and tensor-parallel OOM are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to ZeRO-3 gradient growth behavior." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync issue and Qwen3.5 hidden_states regression are different code paths." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config field regression and meta-device loading failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors: flash-support helper missing vs Qwen2_5_VL class export missing." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to Kimi tokenizer codec regression." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path slash warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 example/model-processor issues are not the same as return_tensors being ignored." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is a broader JAX/HF discrepancy; not enough to treat as the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization differs from LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to GraniteSpeech CI stale device override." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "dtype drift between train/eval and Qwen3 MoE memory inefficiency are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one corrupts assistant masks for multimodal inputs while the other crashes on tool-call messages with no content." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a missing Qwen2_5_VL import." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 28, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:28218|issue:35141", + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "30edae61d44701d54638991da1cc3b175d320cb3fc260cc985066aa23b21feea", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated singleton bug reports that only share broad Transformers surface areas. None of the soft pairs look like the same underlying bug or change, so I reject them all; if forced to anchor the cluster, the non-persistent buffer regression is the broadest framework-level issue here.", + "confidence": 0.78, + "canonical_issue_reason": "No clear duplicate group emerges from the titles alone, but `from_pretrained()` corrupting non-persistent buffers is the most general core regression and the best anchor among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest standalone issue: it describes a concrete, high-impact 5.x regression in model loading/state handling that could affect many models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Both touch tokenization/model resizing, but one is an added-token spacing bug and the other is embedding reinitialization on resize; different failure modes and fixes." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "One is a gguf loading breakage in from_pretrained; the other is stale dtype metadata from from_config. Different code paths and symptoms." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption is a loading/state bug; CLIP model structure inconsistency is an architectural API change. Not the same issue." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model families and likely separate config omissions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing class versus incorrect detokenization for a specific model; unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling rate default and video batched output shape are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both involve speech tokenization, but one is AutoTokenizer loading failure and the other is save_pretrained/tokenization failure for a different model." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing image-generation test for janus and a stale warning in paged generate are unrelated generation issues." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression in Qwen multimodal models versus return_tensors being ignored in text kwargs; different bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a stale GraniteSpeech device-override test do not share the same underlying defect." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type IDs defaulting and Qwen2.5-VL temporal position scaling are different multimodal behavior regressions." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline deprecations and different documentation pages." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and AMP/CUDA loss crash are separate model/runtime issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is metric gathering dropping tuple elements and the other is image-processor label reduction returning the wrong shape." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config creating sparse layers and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing import-utils helpers, but they are different symbols, different callers, and different compatibility regressions." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU inference failures, but on different hardware and with different failure mechanisms." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr mixed-precision crash and D-FINE auxiliary-loss logic are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper-function semantics in unrelated audio/vision-moe code paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg versus empty-transcription Whisper generation failure; distinct causes." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are different model-API regressions." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash-attn import utility failure and Windows/ROCm torch.distributed dependency errors are separate platform-specific issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero-probabilities bug in SigLIP2 and RT-DETR memory reclamation are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention helper import and a Torch 2.10 incompatibility report are not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration/empty decode bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba and a stale CI test in GraniteSpeech 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": 23, + "review_unit_index": 29, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:26413", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:46431|issue:46566", + "issue:34689|issue:35141", + "issue:45290|issue:46326", + "issue:45127|issue:45245", + "issue:42490|issue:43854", + "issue:45200|issue:45588", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "384ef447e947ce57f478dfab011a2108a33b71335dae80b91c7586bc885247cd", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only strong duplicate candidate is the Qwen3.5 MoE from_pretrained regression (45310/45478), which looks like a near-identical pair rather than a guaranteed exact duplicate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier of the near-identical Qwen3.5 MoE from_pretrained reports and clearly names the shared regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best representative of the duplicate pair because it is the earliest report and states the bug clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 test regressions vs a Trainer/GPU broadcast NoneType error." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated problems: missing PyTorch import error vs a MacOS bus error with a CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading bugs affecting different model families and failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both mention model behavior changes, but one is Pegasus output drift and the other is recurrent state reset in a Qwen modular model." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Different core bugs: text_config unwrapping in from_config vs stale config dtype after dtype-aware model construction." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model/config issues with no shared underlying code path." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Separate bugs: Python 3.13 import/parsing failure vs a helper length-calculation issue in qwen3_omni_moe." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated: embedding dtype mismatch during evaluate vs an incorrect pipeline error message about translation support." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different targets: BitNet packed-weight loading vs a stale GraniteSpeech CI test." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error messaging vs Trainer broadcast type handling." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated config bug vs helper output-length behavior bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared underlying bug; one is SwitchTransformers config creation, the other is a CI test issue." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failure modes: sparse layer creation vs missing auxiliary losses." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for completely different symbols and modules." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batching crash with padding=False and the other is incorrect assistant masks for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different problems in different paths: flash_attention integration crash on sink-less models vs CPU-offload incompatibility in Qwen3_5MoE rotary embedding." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Unrelated: missing chat template error vs DiffusionGemma staying on meta with device_map=auto." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different regressions: model loading for Llama 3.2 Vision vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is a tokenize=True crash with tool calls and no content, while the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Completely different bugs: LoRA merge with extended vocab vs a categorical-limit runtime error." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different loading issues: local path slash warning vs unit-test failure for GLM-4.7-Flash." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different models and mechanisms: Gemma 4 mm_token_type_ids defaulting vs flash_attention s_aux handling." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime failures: CPU offload device mismatch vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical titles and the same Qwen3.5 MoE from_pretrained regression; this is very likely the same underlying bug, though the evidence is mostly title-level." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bug classes: DAC forward/from_latents mismatch vs unexpected position-id keys across many models." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 behavior regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different issues: documentation/example problems for SigLIP2 vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training not proceeding, but one is resume_from_checkpoint/epoch_iterator and the other is a FineWeb SLM startup issue with different cause." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the evidence for the 45310/45478 pair by calling them an \"exact duplicate pair\" and the issue a clearly canonical duplicate set. The packet only shows identical titles and similar scores; that supports \"near-identical\" or \"very likely duplicate,\" not certainty. The rest of the soft-edge verdicts are reasonably conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 30, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46697" + ], + "soft_pairs": [ + "issue:44617|issue:46697", + "issue:28218|issue:32090", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:45459|issue:46234", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:44448|issue:44977", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:45290|issue:45381", + "issue:44855|issue:46399", + "issue:44857|issue:45588", + "issue:29870|issue:33290", + "issue:43927|issue:45698", + "issue:37428|issue:42175" + ], + "prepared_review_unit_hash": "4a025884af194dde90162a04460d58059d07e87effe6a1516e22bc65c8d852e7", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues that only share superficial subsystem/theme similarity. I would not merge any of the soft-edge pairs; most are distinct bugs across different models, tokenizers, loading paths, or runtime modes. No PRs are present in the cluster.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45698 is the best anchor because it is a broad, user-facing `from_pretrained`/`save_pretrained` correctness bug with multiple inbound references, making it the most plausible representative issue in this otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone representative: it concerns a concrete, high-impact model loading regression and is broader than the other narrowly scoped bugs in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Both are model-specific memory/processing problems, but one is SAM3Video CUDA OOM and the other is Swin2SR over-padding. Different code paths and failure modes." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated bugs in different subsystems." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc-example errors and unexpected key/position-id behavior are not the same bug; one is documentation/example breakage, the other a model input regression." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "These target different failures: a feature-extractor regression with an unsupported argument versus a device-map forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import_utils availability helper are separate import/error-path issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different numerical/runtime bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint-resume key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error with a community CLIP model are distinct failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local path import warning and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying issue." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and qwen3_omni_moe helper behavior differ in model, mechanism, and symptom." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A discussion about a DSA indexer activation choice and a v5 trust_remote_code import regression are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different model-specific regressions." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output-embedding reinitialization after resize are separate issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "These are both Flash Attention/model-loading themed, but one is XLMRoberta Flash Attention 2 support and the other is Llama 3.2 Vision model loading regression; not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated model behavior regressions." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and Trainer `_gpu_broadcast_one` NoneType error are separate code paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during eval and undefined multimodal video-token helpers are different problems in different components." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer returning wrong token IDs and `return_tensors` being ignored with explicit `text_kwargs` are tokenizer API bugs, but not the same concrete defect." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure and BeitImageProcessorFast label reduction bug are unrelated multi-modal/data-processing issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are completely different model/runtime problems." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation problems in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16 eval dtype mismatch and gradient checkpointing in eval mode are separate training/inference behaviors." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id regression are different chat-templating versus multimodal-video bugs." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit decorator parsing error and Qwen3.5 kernel registration decorator issue are different import/registration failures." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Both are crash reports, but one is an AMP/CUDA loss issue and the other is a flash_attention integration AttributeError on sink-less models; different root causes." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate-time mask bug and adafactor/deepspeed OOM are not the same underlying problem." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig custom token IDs lost on save/load and wrong custom module loaded after save_pretrained are both persistence-related, but they affect different objects and failure modes." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import and missing TensorFlow backend in `pip install '.[torch]'` are unrelated packaging/import 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": 23, + "review_unit_index": 31, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46655" + ], + "soft_pairs": [ + "issue:45290|issue:46655", + "issue:32090|issue:33290", + "issue:43873|issue:45229", + "issue:44561|issue:44779", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45372|issue:45588", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:29870|issue:34689", + "issue:43412|issue:45588", + "issue:44206|issue:44479", + "issue:45372|issue:45406" + ], + "prepared_review_unit_hash": "55290b9d98627aa678a3f3eae9893209e51dfe7c3b2d3441ac61bc31ab3db57c", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35721, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of transformer bug reports across unrelated models and subsystems. The soft pairs mostly share only broad themes like quantization, tokenization, generation, or device placement, but they do not describe the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the set: it is open, has the most discussion/inbound references, and covers quantization/offloading behavior that overlaps the cluster\u2019s dominant theme more than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative because it is active, well-discussed, and general enough to anchor the cluster, whereas the other issues are narrower model-specific regressions or unrelated errors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/chat-template style failures, but one is about tool-call assistant messages with no content and the other is a video processor padding bug; different code paths and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "One is a Trainer/_gpu_broadcast_one NoneType error, the other is a DeepSpeed Adafactor OOM; both are training-related but not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/offloading concerns, but they are model- and scenario-specific OOM reports rather than the same concrete failure." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both affect v5 behavior, but one is removal of is_torch_fx_available breaking trust_remote_code models and the other is DeepSeek tokenizer output regression; unrelated implementations." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting issue and Trainer GPU broadcast TypeError are unrelated bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both mention output/serialization differences between v4 and v5, but one is Pegasus generation output and the other is lm_head.weight serialization; different problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "A Python version compatibility issue is unrelated to a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention crash on sink-less models and Gemma4 PLE device mismatch are different code paths with different triggers." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during evaluation and Qwen2-57B-A14B-Instruct TP OOM are not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are large-model GPU issues, but one is an auto device-map cudaErrorAssert and the other is a multi-GPU inference OOM; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings from sliding-window padding are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training-state issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "A MacOS bus error with a CLIP model and SigLIP2 doc example errors are separate model/example problems." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning for num_return_sequences are different issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are different model-specific bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except swallowing errors are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are different subsystems and failure modes." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated tokenizer/model issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import error and flash_attention s_aux=None crash are separate failures." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-validation JSON-list TypeError are unrelated loading/config bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but clearly different operations and errors." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder_attention_mask assignment error and Llama 3.2 Vision model loading regression are not the same code-path problem." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export issues and flash_attention s_aux=None crash are different export/runtime problems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Qwen video input regression are unrelated media-processing bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and transformers serve missing _tokenizer attribute are different processor/service 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": 23, + "review_unit_index": 32, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:33357", + "issue:45459|issue:45712", + "issue:43065|issue:43994", + "issue:45245|issue:45563", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43526|issue:44186", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:46121|issue:46399", + "issue:43994|issue:46369", + "issue:43334|issue:43531", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:45250|issue:46640" + ], + "prepared_review_unit_hash": "93a896e4625a7ec8e9f8453059e9ea3e2c2e5554b12370015da7872db0c29d66", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37675, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. There is a small Flash Attention 2-themed subgroup, but the suggested pairs still look like distinct bugs/changes rather than true duplicates, so none should be merged.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45250 is the broadest FA2-specific ticket in the set, making it the best umbrella representative of the small FA2 subgroup if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the most generic and central issue title among the visible FA2-related items, so it is the cleanest anchor for this cluster despite the overall heterogeneity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "FA2 test failures vs image processor void segmentation maps are unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizers, but they target different concrete failures and code paths." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different bugs: RoPE layer dropping vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "One is a correctness NaN issue; the other is a performance regression. Not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leaks are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error messaging vs CLIP bus error on macOS." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking vs leftover dummy classes/check_repo leakage are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 bad outputs are unrelated model issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate warning are different issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure and protobuf decode-error masking are different tokenizer/processor problems." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different loading bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation drift and D-FINE auxiliary-loss behavior are unrelated model issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import-path warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality issue and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is a leak on deletion and the other is a model-specific overflow." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes and code paths are different." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model families and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction bug and FA2 generation regression are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer crashes are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific model class and a generic dependency issue are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support vs LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 model support and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError and Qwen3.5 kernel registration failure are different issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and Llama 3.2 Vision loading failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are FA2-themed, but the titles do not indicate the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 33, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:45588|issue:45600", + "issue:43761|issue:45859", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:45003|issue:45440", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44855|issue:45137", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "0a4a844083778ce504364ab33cdd63424d6a3a02b6779e7569fd45a3f7a35d09", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive mix of unrelated Transformers issues across different models, loading paths, tokenizers, vision/audio processors, and backend/quantization behavior. No soft edge looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are not duplicates and span many unrelated regressions/features, so there is no single representative bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues is a good umbrella representative for the cluster because the themes are too heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI/backend-related, but one is a flash-attention runtime crash and the other is a stale auto-mapping reference; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and failures: missing hidden_states in CLIPVisionModel vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "One is about gradient checkpointing in eval mode; the other is offloading with quantization. Same broad area, different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL video/chat handling, but one is a batched apply_chat_template crash and the other is wrong vision_position_ids/rope scaling." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is not the same as the patchtsmixer post_init API restriction." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and a feature extractor center-arg crash are separate preprocessing bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to the categorical-cardinality runtime error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and symptoms: recurrent state reset in modular_qwen3_5 vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver positional-encoding/image-size failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning has nothing to do with Qwen recurrent-state caching." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate and FastSpeech2ConformerTokenizer loading are different failure modes." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety issue and DeepseekV3MoE divergence are separate code-path problems." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing tensorflow in a torch-only install is unrelated to a missing import-utils helper symbol." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Bart decoder_attention_mask initialization are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they affect different models and different missing fields." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero loss in sequence classification are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding affect different models and preprocessing logic." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading bug and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg collision and list_repo_files revision forwarding are distinct API bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to ModelOutput key assignment when a prior value is None." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reload behavior do not share a concrete code path." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are related only at a high level, not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error and DeepSpeed ZeRO3 deque pop error are unrelated runtime failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-loading regression for a specific repo and a tensorflow_text backend mapping error 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": 23, + "review_unit_index": 34, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:44464|issue:46421", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:45803|issue:46170", + "issue:43404|issue:43441" + ], + "prepared_review_unit_hash": "362f8bc808e6a0a6b35e91fae0315433cf45892b5501b388cdb3c451c8a26089", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pair looks like a true duplicate; the soft matches are mostly broad subsystem similarity rather than the same concrete bug. The most representative issue in this set is the active save/load regression around custom modules.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 is the strongest representative: it is open, has the most discussion/inbound refs here, and describes a concrete, broad save_pretrained/from_pretrained regression with custom module loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the clearest user-facing failure, broadest impact, and strongest ongoing activity, making it the best single issue to anchor this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: Qwen3-VL load-time weight shape mismatch vs Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: example script local dataset loading vs unrecognized model/config loading error." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different functionality: generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer/model loading failure vs a bare-except bug in tensor conversion that hides interrupts/errors." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve persistence, but one is dequantized Ministral/Devstrals saving and the other is wrong custom module loading after save_pretrained." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel example failure is not the same as Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on a large Qwen2 load is distinct from a key error while loading MobileLLM-125M." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention 2 support issue is different from the trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different failure than checkpoint key mismatch." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/generation/cache themes, but one is inconsistent outputs and the other is spurious recompilation from cache lazy init." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs kernels import requiring version/revision are separate dependency/import problems." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model code regression around processor.tokenizer is not the same as a misleading pipeline translation-task error message." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question is unrelated to the missing transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer image-handling regression is different from an eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different symptoms and code paths: eos_token_id mismatch vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy is unrelated to image preprocessor/model dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Install extras/backend packaging issue is not the same as the Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer junk are distinct transformer v5 issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "eos_token_id config inconsistency is unrelated to the sinq quantization save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General Transformers 5 initialization breakage is different from GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking tokenizer/model from_pretrained is not the same as an unrecognized model type in config.json." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken regression and a janus model test failure are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import being blocked by datasets." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to the Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Tied lm_head weight bug in Mistral3ForConditionalGeneration is different from the FlashAttention failure in Ministral-3." + } + ] + }, + "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": 23, + "review_unit_index": 35, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43994", + "issue:44190", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46617", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43650|issue:46202", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:45127|issue:45200", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:43388|issue:43688", + "issue:44792|issue:45600", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:43827|issue:43994" + ], + "prepared_review_unit_hash": "928848e31bc6181ccad561d21094d434f1c62f52de166ce7decade5068c147ff", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35209, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model-, processor-, cache-, or config-specific bugs. None of the soft edges look like true duplicates; they only share broad subsystems such as loading, cache, generation, or multimodal processing.", + "confidence": 0.18, + "canonical_issue_reason": "No clear duplicate family emerges; if one issue must represent the cluster, issue 45698 is the broadest and most central loading-related bug with the most discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best representative only in a weak sense: it is an actively discussed, broadly framed core loading bug, whereas the rest are mostly narrow, model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is max_cache_length handling; different failure modes and code paths." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3-related models, but one is a processor size mismatch and the other is memory overflow; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and different regressions: CLIPVision hidden_states vs Qwen video-input handling." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: one is a missing config attribute, the other is a backend registry error." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The first is a nonspecific placeholder issue; the second is a Gemma pipeline roundtrip bug with a specific token mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "One concerns a dummy Conv2d in a decoder; the other is an OOM in Sam3Video. No shared underlying defect is evident." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video related, but they hit different APIs and different model families." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Completely different subsystems: TensorBoard/TensorFlow backend installation vs a missing import_utils symbol." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One is LoRA/vocabulary collapse with tied embeddings; the other is a Gemma 4 fine-tuning default for mm_token_type_ids." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve model loading, but one is a legacy field in a preset and the other is custom-module resolution after save/load; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different symptoms: Janus image generation test failure vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Distinct training bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus image-generation failure is unrelated to Sam3LiteText auto-mapping references." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both touch cache/recurrent-state logic, but one is a general v5 chunked_prefill cache issue and the other is a Qwen3.5-specific recurrent reset bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One is a concrete unsupported-model error for FA2; the other is a generic flash-attention issue with no evidence it is the same model/path." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different product areas: video-classification pipeline processor lookup vs SAM 3 video output attribute missing." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are loading problems, but one is a local dataset script issue and the other is a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are different bugs in different areas." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "One is about resized token embeddings and tied weights; the other is a local-path import warning with trailing slash handling." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-related, but one is KV-cache continuation indexing and the other is a Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Completely unrelated: LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve cache/loading, but one is a leaf-directory collision and the other is a FileNotFoundError from cache resolution; not the same underlying bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/torch.jit parsing issue is unrelated to a flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is stale documentation after pipeline removals; the other is a specific SigLIP2 inference-quality issue involving AutoModel and pipeline." + } + ] + }, + "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": 23, + "review_unit_index": 36, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752" + ], + "soft_pairs": [ + "issue:43931|issue:44060", + "issue:43673|issue:46421", + "issue:43761|issue:44242", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44479|issue:44734", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:43526|issue:46697", + "issue:44112|issue:45600", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:43540|issue:44734" + ], + "prepared_review_unit_hash": "16f8be6fb64df892c0dafde0d1dc5acddb9f6ccae41e1bab0e9d5126c5e5937d", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35593, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous, with most soft links connecting unrelated bugs. The only credible duplicate pair is the DeepSeek tokenizer regression pair; the rest look like broad subsystem similarity rather than the same underlying issue.", + "confidence": 0.79, + "canonical_issue_reason": "issue:46489 is the most specific and actionable report: it identifies the affected DeepSeek-Coder v1 tokenizer behavior and explicitly points to a gap in PR #44801's fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 best represents the underlying duplicate set because it is the clearest, most concrete description of the tokenizer regression and its relation to the prior fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different failures: model weight shape mismatch vs a tied-weights warning across layers." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing cache bug and the other is recompilation from lazy init; not the same concrete defect." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Unrelated model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss logic." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths: BART generate() decoder attention mask bug vs token embedding resize/post_init reinitialization." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty transcription are unrelated symptoms in different models." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning in paged generate() is unrelated to Whisper crashing on empty transcription." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "General state/buffer initialization issues, but one is junk in non-persistent buffers and the other is config reload reverting rotary_pct." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Import error from image_utils vs chat/runtime crash in Qwen3.5-35B; no shared underlying bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "List-vs-nested-list pipeline output bug is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config construction bug is unrelated to a Python 3.13 TorchScript parsing/IndentationError." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/video-serving regressions, but they hit different failures and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Configuration/post_init allowance issue is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both are multimodal regressions, but one is a video-position-id bug and the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert is unrelated to a category-count limit error." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to dataset loading in a training script." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different model/processor issues." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to local dataset loading failures." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/embedding collapse is a different bug than incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: one reduces labels incorrectly, the other over-pads images." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing regressions, but they concern different models and different faulty calculations." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "OOM in Sam3Video and memory overflow in sam3-litetext are separate resource issues." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in v5; the newer report explicitly says it fills a gap in PR #44801's fix." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and gemma4 embedding resize behavior are not the same underlying bug." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template edge cases, but one is tool-call assistant messages and the other is an empty input list." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to serve/KV-cache tensor indexing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate is the DeepSeek tokenizer pair (issue:44779 and issue:46489), and the rejected soft links are explained with appropriately cautious distinctions rather than overstating sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 37, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46506" + ], + "soft_pairs": [ + "issue:44737|issue:45803", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:25251|issue:29870", + "issue:45632|issue:46234", + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:42796|issue:44521", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43650|issue:44220", + "issue:32090|issue:35141", + "issue:43479|issue:45375", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "c1fa2ea95f6a9dc32492dde6c6f5191b289d8d1edc7ac103b7657df267292008", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35374, + "estimated_input_tokens": 8844, + "estimated_eval_tokens": 17944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model-loading regressions, tokenizer issues, pipeline bugs, and config problems. None of the proposed soft pairs look like true duplicates or the same concrete fix, so they should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical duplicate emerges from this mixed set; if forced, issue 41628 is the broadest user-facing import regression, but the cluster is too diverse to justify a true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the closest thing to a reusable anchor because it is a top-level import failure with broad impact, but it is still only loosely representative of the overall set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different subsystems and failure modes: XLNet device placement in forward pass vs Fuyu tensor conversion/bare-except behavior." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: gemma4 resize_token_embeddings/state tying vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same as a missing TensorFlow backend dependency path." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but the concrete bugs differ: assistant_masks from chat templates vs qwen2.5-vl vision_position_ids." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different APIs and causes: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k output nesting is unrelated to BART generate() decoder_attention_mask assignment." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache collisions and a missing import_utils symbol are separate issues with different fixes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance and unsafe sys.modules access are not the same bug or code path." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings references are distinct problems." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig field loss under trust_remote_code is different from an unrecognized-model config.json error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test flake is not the same underlying bug as a Phi-4 multimodal load failure." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support in XLMRoberta is unrelated to token embedding reinitialization after resize." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-validation list handling are different config-validation paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package extras/backend composition is not the same as a generic dependency issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "A category-count runtime limit is unrelated to Whisper's empty-transcription generation bug." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different layers of the stack." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and serve KV-cache tensor indexing are unrelated code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing model-specific processor export and the other is a top-level AutoImageProcessor import." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 is a different bug than the Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These are separate missing-symbol import errors in different modules with no shared concrete fix." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "'ADD THE DATA' is not a technical duplicate of the fbank feature extraction bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast of NoneType and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs for different models; not the same underlying change." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered position_ids buffer is unrelated to CPU/CUDA output divergence." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings config references are distinct 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": 23, + "review_unit_index": 38, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43577", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44683|issue:45446", + "issue:45083|issue:46506", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:46082|issue:46512" + ], + "prepared_review_unit_hash": "795fc219ddbc84d3c73da79f2005cb6daea2941dea40d683c85e9375670ec039", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a false-positive cluster: the soft-pair candidates span unrelated bugs, docs, model-loading, and runtime behaviors across different subsystems, so none should be merged as duplicates and there is no single canonical representative.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items do not share one underlying defect, so collapsing the cluster onto any single issue would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous rather than a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Different cache-related bugs: missing GenerationMixin cache vs max_cache_length handling in quantized cache." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated failures: a notebook syntax error vs a fbank feature extraction issue." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are version/load failures, but one is Python support and the other is a specific model-loading regression." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different problems in different code paths: processor/tokenizer API regression vs resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but they describe distinct bugs and fixes." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different model/runtime issues: helper length computation vs CPU/CUDA result mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Unrelated: an image processor label bug vs a pipeline documentation mismatch." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different behaviors in different features: eval-mode checkpointing vs auxiliary-loss handling." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "One is docs behavior drift; the other is a model config/import error." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral/Devstral, but saving dequantized weights and FlashAttention loading are separate issues." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failures: unrecognized model config vs PIL image processors requiring torchvision." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache behavior and ANSI logging output are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python-version regression is not the same as a generic dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Distinct model-loading problems: unrecognized config vs unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Same flash_attention area, but different concrete bugs and code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error is unrelated to AddedToken argument duplication." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Different areas: janus image-generation test failure vs cache-length configuration semantics." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and modules." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Separate pipeline crashes with different triggers and failing functions." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Silent batch-result dropping and memory overflow are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-family regressions, but they affect different versions and different lifecycle stages (loading vs saving)." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal chat-template masking and FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A dependency issue is not the same as a torch-version incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and failures: token embedding resize vs Whisper empty-transcription generation." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model/config bugs: LlamaConfig head_dim validation vs Qwen3.5 kernel registration failure." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated package/version problems: transformer dependency resolution vs PEFT minimum version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer/processor behavior, but the model families and defect types differ." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different documentation issues for different APIs and models." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: dtype propagation on BLIP2 vs incorrect checkpoint saving for Qwen3.5." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and word-embedding tie warning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Different versioning problems affecting different dependencies." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both involve model config fields, but one is head_dim validation and the other is stale config.dtype after from_config." + } + ] + }, + "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": 23, + "review_unit_index": 39, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" + ], + "soft_pairs": [ + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:42796|issue:43650", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397" + ], + "prepared_review_unit_hash": "041cd0714adb9580e682f5dd5b4f5d0a081e6c1688f81965821ef74d957cad26", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35160, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share a broad subsystem or version context, but the underlying bugs are different. I would not merge any of the proposed pairs as duplicates, and there is no clear canonical issue/PR for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative here; the items span unrelated regressions across tokenizers, model loading, configs, deepspeed, and packaging, so selecting one would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both involve import failures after a version bump, but one is a specific missing `HybridCache` import while the other is broad import breakage after upgrading; different failure modes and likely different fixes." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote-code model breakage are distinct issues; they only overlap at the level of recent-version regressions." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' issue are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE model loading and Qwen3.5 visual encoder save_pretrained key serialization are different code paths (load vs save) and different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different symptoms (Deepseek tokenization vs Granite AutoTokenizer IDs)." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating in MoE and Gemma 4 mm_token_type_ids defaults are unrelated model-training issues." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and different defects: default multimodal sub-config initialization vs missing `pad_token_id` attribute." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "One is inconsistent serialization of tied weights by device; the other is embedding resize not propagating to outputs. Related theme, but not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Model loading failures, but one is Qwen3VL MoE breakage and the other is a GLM-4.7-Flash unit-test load issue; too different to dedupe." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both mention model/pipeline regressions, but one is processor selection for video classification and the other is Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird tokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and TensorFlow backend detection when only tensorboard is installed are completely separate failures." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is not comparable to an FP8 inference failure on B200." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and `init_empty_weights` TypeError due to `_is_hf_initialized` are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json and `_patch_mistral_regex` crashing on backend_tokenizer are different tokenizer-loading bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks versus D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral and OCR index errors in Kosmos2.5 are different model-specific bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash and Gemma 4 processor loading import error are separate utilities/code-path issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save_pretrained failure and dequantized model loading with device_map=auto/offload are different quantization-related paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is optimizer.step being invoked twice; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and list_repo_files missing `revision` forwarding are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references to removed configs and leftover dummy classes in `dummy_pt_objects.py` are distinct repository-maintenance issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and a Chinese report about post-upgrade filtering slowdown do not describe the same defect." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm epsilon handling and GlmMoeDsaIndexer split return values are different GLM-related bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend missing under `pip install '.[torch]'` and Python 3.9/3.10 compatibility in Transformers 5.1.0 are separate packaging/runtime issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are both tokenizer/model-output problems, but on different models and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files in `processor.save_pretrained(...)` and Gemma-4 ZeRO3 `from_pretrained` are unrelated save/load 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": 23, + "review_unit_index": 40, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44683", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:45542|issue:45800", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:46291|issue:46399", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43540|issue:46752", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44336|issue:44485" + ], + "prepared_review_unit_hash": "7bc9562ae8e9106ab175d6da3ee10ac355763134901db336929204fd55da8945", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. I found no conservative duplicate pair to accept; the Qwen3-MoE version/regression reports are related, but not grounded tightly enough to merge as the same bug. No PRs were provided.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43299 is the clearest and most specific standalone report, because it names the exact v5.0.0.dev0 regression and the Qwen3VL MoE loading path directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the strongest issue candidate overall: specific symptoms, concrete version context, and an actionable model-loading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs wording for a pipeline API and an MoE load-balancing-loss bug are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but they hit different code paths and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and an ESM2 model breakage are different subsystems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend detection and torch/transformers version incompatibility are distinct bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache handling is unrelated to CLIP hidden_states behavior." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Python version support breakage are not the same issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id and glm-4v-9b loading failures are different model-specific problems." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error is unrelated to Gemma4 device-mapping behavior." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Pipeline import dependency metadata and rotary registration decorator failures are different concrete problems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is not the same as incomplete AutoConfig fields with trust_remote_code=True." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention divergence and ANSI loading_report output are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding math and missing vision-backend import handling are different failure modes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal color output and a docstring mismatch are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import is a different failure from Python 3.9/3.10 support breakage." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Load-balancing-loss behavior and unrecognized-model config parsing are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to the TensorFlow backend issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 zero3 loading." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale generation warning." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Phonemizer language caching and from_pretrained behavior inside Python classes are different issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling is unrelated to kernel registration errors." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are loss-related, but they affect different models and mechanisms." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Related Qwen3-MoE/v5 loading failures, but the packet does not ground a single shared code-path or a mergeable duplicate claim." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is not the same as Qwen3.5 chat crashing." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError and empty-list chat template crashes are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Load-balancing-loss omission and eos_token_id configuration inconsistency are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error is unrelated to Gemma-4 zero3 loading." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the analyst overstates one soft-edge. The packet marks issue:42491 vs issue:43299 as deterministic_accept=false, so treating them as the same bug is not conservative enough. Their titles are related by model family/version, but the packet does not ground a mergeable duplicate claim. The rest of the verdicts are mostly conservative, but this single false accept is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 41, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:44451|issue:46752", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:43901|issue:45003", + "issue:36246|issue:44351", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:45859|issue:46399", + "issue:44479|issue:46655", + "issue:43475|issue:46369", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44561|issue:46399", + "issue:44466|issue:45335" + ], + "prepared_review_unit_hash": "926d984b2f6979f4f987e966c620845f96958406b24be69be0583a921a2d62ea", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the soft pairs span unrelated import errors, cache/offline behavior, DeepSpeed, config loading, model serialization, and several distinct multimodal/video regressions. I did not find any true duplicate pairs among the soft edges. The most representative issue is the broad Qwen video-input regression report.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the strongest representative of the cluster\u2019s recurring multimodal/video regression theme: it is explicit, spans multiple affected Qwen VL variants, and describes a concrete user-facing breakage rather than a narrow symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall issue candidate because it is broad, concrete, and actionable, with clear affected models and a shared video-input code path that could plausibly anchor the nearest subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Different bugs: model loading failure for ScandiBERT vs empty-list IndexError in apply_chat_template." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Unrelated subsystems: ANSI color output in loading_report vs cache length handling for quantized cache." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading vs AttentionInterface.register behavior; no shared code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different runtime failures in different model stacks: torch.compile+SDPA vs CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs resize_token_embeddings not updating output embeddings; not the same defect." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Pipeline image-processor lookup bug vs audio feature extraction issue; different functionality and failure mode." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5 VL image-processor import error vs missing is_offline_mode import from huggingface_hub; unrelated imports." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils; documentation and runtime bug are distinct." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "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 IndexError; not the same issue." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to pytest-xdist file races in testing utilities." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing bug is distinct from cache max length configuration handling." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition failure vs sys.modules access bug; no overlapping code path." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and different processor logic (Qwen3OmniMoe video input vs SmolVLM padding calculation)." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache/chunked_prefill issue is not the same as trust_remote_code breakage from removed is_torch_fx_available." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss when router logits are disabled vs an AMP/CUDA crash in LwDetrImageLoss; different behavior." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate bug vs slow import performance; no common underlying defect." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen multimodal config problems: a missing vision config field vs improper unwrapping of text_config in from_config." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding vs missing decorator for apply_rotary_pos_emb registration; distinct implementation bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video inputs, but they target different model families and different failures; not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 Video output attribute missing vs memory overflow in sam3-litetext; unrelated issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error on position_ids vs Chinese report about data filtering slowing down after upgrade; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5 VL image processor vs DeepSpeed ZeRO3/BertModel IndexError; different failure surfaces." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow vs CI breakage from removed Sam3LiteText auto-mappings references." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config validation, but they are different model/config families and different missing fields." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings propagation bug vs Whisper empty-transcription failure after align_special_tokens; not the same code path." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression with images is unrelated to output embedding updates after resizing token embeddings." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available impacting trust_remote_code is not the same as a missing decorator in Qwen3.5 rotary embedding registration." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention serialization/resizing-related model weights, but one is tied-weight serialization drift and the other is resize propagation to decoder.embed_tokens; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 42, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46726" + ], + "soft_pairs": [ + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44479|issue:46170", + "issue:44987|issue:45459", + "issue:43352|issue:45250", + "issue:45412|issue:46123", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43723|issue:46710", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:45685|issue:46431", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44361|issue:44749" + ], + "prepared_review_unit_hash": "d9e0f4512806a10d6d5e70ad7699a8197804e8e5a7d6850a7a17656ad8de32a1", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36378, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-paired items are mostly unrelated regressions across different models/subsystems, so there are no clear duplicate merges here. I\u2019d use a broad, well-scoped regression report as the issue representative, but none of the pairs should be accepted.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44479 is the strongest standalone report here: it describes a concrete version-specific video regression, has broad impact across multiple Qwen model variants, and is more actionable than the narrower or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best issue candidate because it is specific, reproducible, and clearly tied to a user-visible regression with multiple affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Different failures: missing saved processor files vs missing vision backend / unrecognized image processor. Not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different model-specific bug vs CPU/CUDA output divergence. Same broad area, but not the same underlying defect." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Completely unrelated: BART generate() error vs MLflow job-status reporting." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models vs Windows/ROCm import dependency failure. Distinct code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer load failure for a model/package vs protobuf-related error masking. Different root causes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific model not supporting Flash Attention 2.0; the other is a general Flash Attention issue, not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline batch-finalization bug are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy; no shared defect." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Weight-tying warning during fine-tuning vs flash-attention generation failure. Same model family, different problems." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs ESM2 breakage; different components and failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs Windows/ROCm torch.distributed import issue. Not the same underlying issue." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward-pass cache/indexer crash vs Gemma4 mm_token_type_ids requirement. Different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM 3 Video missing attribute vs Qwen3OmniMoe video-input ValueError. Different models and error causes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs multi-GPU CUDA OOM. Not duplicates." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained loading issue vs Deepspeed double optimizer-step bug. Distinct problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning for sam3_video/sam3_tracker. Related naming, but not same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning. Unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Indexer-cache crash vs flash_attention.py s_aux=None AttributeError. Different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Embedding-tying warning vs stale num_return_sequences warning in paged generate. Not the same defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs model accuracy regression after upgrade. Different symptoms and likely causes." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache sequence-length return type bug vs LlamaConfig head_dim validation. Distinct issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip failure on \u2581. No shared code-path bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API request rejection vs Gemma pipeline roundtrip failure. Different surfaces." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma roundtrip bug; not enough to treat as the same underlying problem." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram op failure vs missing chat template error. Unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs chunked-prefill recompilation regression. Different mechanisms." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure vs Windows/ROCm import dependency issue. Different subsystems." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder placeholder conv vs MaskGenerationPipeline batch handling. Unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLLukeTokenizer AttributeError vs slowdown after upgrading Transformers. Different bug classes, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 43, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:43232|issue:43673", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:44964|issue:45137", + "issue:41628|issue:44933", + "issue:43986|issue:46726", + "issue:45310|issue:45375", + "issue:44869|issue:45356", + "issue:42994|issue:43525", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:43475|issue:45381", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45406|issue:46202" + ], + "prepared_review_unit_hash": "05e73246a1107f476639db63bff81c72706c7099ac52fa339bbc7962a8def49b", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of Transformers v5 regressions and model-specific loading/serialization/import bugs. The soft pairs are only loosely related by subsystem, not by the same underlying defect, so none should be deduplicated together.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43646 is the broadest and most central v5 compatibility regression in the set, making it the best umbrella representative even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general representative of the cluster\u2019s recurring Transformers v5 breakage theme, but it should be treated as a topical anchor rather than a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save/pretrained serialization bugs, but one is tokenizer_class metadata and the other is missing processor files; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision/processor handling, but one reports wrong model outputs and the other a missing-backend error; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are v5 regressions, but one is generic custom-model initialization and the other is an ESM2-specific breakage." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Completely different problems: tokenizer/data filtering slowdown versus DeepSpeed optimizer step being invoked twice." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated failures: Gemma eos_token configuration mismatch versus AttentionInterface.register behavior change." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and preprocessing slowdown are different subsystems and symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both are quantization-related, but one is saving a quantized model and the other is loading a GGUF model; distinct paths." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to DeepSpeed optimizer double-stepping." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention model load failure and empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they hit different generation code paths and different failures." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different object types and failures: SAM3 vision encoder output attribute missing versus AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a config-field loss and the other is a from_pretrained loading error; not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing import error and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import issues, but they involve different missing symbols/modules and different failure causes." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both concern missing vision dependencies, but one is AutoProcessor on video models and the other is image-processor recognition; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same general Qwen3.5 MoE area, but one is a from_pretrained error and the other is a config schema issue." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer edge-case crashes, but for different models and different underlying logic." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized-model save failure and missing pad_token_id in Llama4Config are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation/example errors are not the same as the AutoProcessor missing-backend runtime guard." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder issue and Gemma-4 zero3 loading failure are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different APIs and different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision model bugs: missing output attribute versus wrong video position IDs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError and a kernel registration decorator bug are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both touch attention/generation internals, but one is generation kwargs sync and the other is torch.compile attention-kernel divergence." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline parallelism output correctness are different problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor missing _tokenizer 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": 23, + "review_unit_index": 44, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42994|issue:43824", + "issue:45081|issue:45103", + "issue:42673|issue:43704", + "issue:43278|issue:45137", + "issue:46202|issue:46701", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:30333|issue:33290", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:42175|issue:45712", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568" + ], + "prepared_review_unit_hash": "b24fc0f89bcccb4f3ea6dd1bd1a73021565293c15321fb2bbf14a5dcfe595f69", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35746, + "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 mostly a set of unrelated transformers issues with one clear duplicate pair: the repeated Qwen3ForCausalLM VRAM leak report. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the stronger canonical issue: it has the fuller report, much more discussion, and issue:43704 is effectively the same VRAM-leak bug with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is the clearest true duplicate target and provides the most complete description of the concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different failures: pipeline-parallelism output corruption vs a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different fixes; not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same Qwen3ForCausalLM multithreaded dataloader VRAM leak, clearly the same bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate and DeepSpeed ZeRO3 deque underflow are different bugs." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is a token roundtrip failure and the other is an image-text pipeline failure." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen MoE models, but they describe different model/version loading problems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Separate missing-import regressions for different public APIs; not one concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Saving FP8 MoE models and loading Qwen3.5 MoE from_pretrained are different operations and failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is not the same as FP8 save_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated issues." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy config loading for Beit segmentation is unrelated to an xdist file-race in testing utilities." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend-dependency packaging and an image_utils import error are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure and a captured_info.txt race are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Both touch testing/CI, but one is a file race and the other is stale auto_mappings references." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an image_utils import problem are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Optional-backend packaging and dummy class cleanup are different maintenance issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading stall and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and tokenizers." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to router-logits loss computation." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction and partial-batch pipeline bookkeeping are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in threaded dataloaders and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related v5 reports, but one is a general AutoTokenizer loading issue and the other is a specific add_special_tokens regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet: all items are issues, and issue:42673 vs issue:43704 is a clear duplicate pair with identical titles and stronger discussion on 42673. The other soft-edge verdicts stay on the cautious side and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 45, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46231", + "issue:46665", + "issue:46762" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:43116|issue:44190", + "issue:44295|issue:45656", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44360|issue:46762", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:45071|issue:46082" + ], + "prepared_review_unit_hash": "899b0f2f0fb48009074208e35f1f4f89db10fad28dc758a367985c7c33e43fe0", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers issues that only share broad themes like imports, tokenizer regressions, or model/config behavior. The soft-similarity links are surface-level only; none look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failure modes: vitpose model breakage vs Gemma 4 mm_token_type_ids defaulting. No shared code-path." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is multimodal config initialization defaults, the other is ModelOutput key assignment semantics. Similar Python object behavior, but not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about clean_up_tokenization_spaces in v5 while the other is DeepSeek codec/BPE handling. Distinct fixes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they affect different packages and symbols: sentence-transformers nn import vs transformers Qwen2.5-VL export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Completely different paths: serving KV-cache continuation crash vs auto_docstring/annotation introspection AttributeError." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to MLflow not reporting failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow reporting vs model-loading regression for Llama 3.2 Vision. Different subsystems and symptoms." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both involve multimodal models, but one is a missing image-patch method in GLM46VImageProcessorFast and the other is old InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5-related tokenizer/processor regressions, but one is cleanup-space behavior and the other is processor.tokenizer/images-to-tokenizer breakage." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths; not the same underlying bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both concern Qwen variants, but one is a wrong tied-weights warning and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts with different failures: multi-label classification outputs vs local dataset loading." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Registering position_ids as a buffer is unrelated to deepspeed causing optimizer.step() to run twice." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning is unrelated to dummy class cleanup and repo-check/dir(transformers) leakage." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to token embedding resize/post_init reinitialization." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import failures tied to different missing dependencies/modules: transformers.onnx vs PyTorch requirement for AutoModel." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch import/export surface area, but one is a missing image_utils import and the other is leftover dummy PT classes; not the same fix." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model serialization and the other is tokenizer_config.json class metadata." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Runtime optimizer argument handling vs a documentation parameter-name mismatch. Not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical/algorithmic issues in unrelated components: DSA indexer ReLU vs Minimax MSA attention accuracy differences." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Both are behavioral changes, but one is Pegasus output drift across versions and the other is AttentionInterface.register changing callable semantics." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to deepspeed double optimizer stepping." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but one is tokenizer BPE marker handling and the other is AutoTokenizer.from_pretrained loading failure." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Both involve from_pretrained/configuration behavior, but they describe different call patterns and failure mechanisms." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors from different packages and symbols; no common underlying defect." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is not the same as LlamaConfig validating head_dim divisibility." + } + ] + }, + "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": 23, + "review_unit_index": 46, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" + ], + "soft_pairs": [ + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43475|issue:46305", + "issue:44734|issue:46421", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:45381|issue:46305", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:44829|issue:46002", + "issue:45092|issue:45357", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:44261|issue:45092", + "issue:42831|issue:44038" + ], + "prepared_review_unit_hash": "6183f093c18115a7af3ea7c70b57ae2774359dec93707ddecf57104a2daca231", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the issue titles span unrelated bugs in serialization, generation, attention, processors, and model-specific regressions. None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45092 is the clearest self-contained regression report in the set, with a specific incompatibility, version boundary, and affected checkpoint family. The remaining items are mostly unrelated niche bugs or adjacent but distinct failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45092 is the strongest representative issue because it is concrete, reproducible, and narrowly scoped, making it the best single anchor if one issue must stand in for the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording vs RoPE implementation; different code paths and symptoms." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration behavior change is not the same as a DeepSeek accuracy regression." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch and Qwen3.5 from_pretrained failure are distinct save/load bugs." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to flash-attention generation correctness." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained on MoE is unrelated to the default 50GB shard-size question." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading script issue and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is not the same as cache max_length handling." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are different failures." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior change and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs bug and long OCR index error are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior is unrelated to remote-code meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing encoder attribute in SAM3 video is unrelated to MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation crash and chunked-prefill recompilation are different cache issues." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template on processor are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Moonshine streaming mask bug and SmolVLM video padding bug affect different processors." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error and missing processor save files are unrelated save/load bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Lack of ReLU in the DSA indexer is not the same as torch.split return-value handling." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero-probability issue are different model behaviors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split semantics and a wrong docstring are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and Moonshine sliding-window mask are different video-processing bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk and streaming mask off-by-one are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure and sinq save/load breakage are different quantization workflows." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained failure do not share the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency issue and SequenceFeatureExtractor.pad performance issue are not duplicates." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility in remote code is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import error and XLMRoberta flash-attention support are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different serve-path bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3-VL-Moe bug are different model-specific 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": 23, + "review_unit_index": 47, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46369", + "issue:46402", + "issue:46762" + ], + "soft_pairs": [ + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:44261|issue:44373", + "issue:43646|issue:46002", + "issue:42796|issue:43122", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:39401|issue:44488", + "issue:43756|issue:44060", + "issue:42371|issue:44263", + "issue:43976|issue:44945", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:44117|issue:44704", + "issue:46172|issue:46762", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:41628|issue:45278" + ], + "prepared_review_unit_hash": "bb18186b3d7485bb912388344419b516e54520bde0eea31df910512c01150604", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35217, + "estimated_input_tokens": 8805, + "estimated_eval_tokens": 17866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers regressions: tokenizer edge cases, model-specific loading/accuracy bugs, and several version-compatibility/import failures. None of the soft pairs look like the same concrete bug, so no duplicate merges are justified.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest representative issue here: it summarizes multiple import failures after a version upgrade, which is the closest umbrella theme among the import-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single issue to represent the cluster because it is high-level and captures the recurring upgrade/import-regression pattern better than the more narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures: missing AutoImageProcessor vs missing Qwen2.5-VL class. Similar symptom, not the same code-path bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Different problems: a model-type warning during SAM3 instantiation versus SAM3 text-encoder weights not loading." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs tokenizer adding an extra space after an added token." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy issue in FineGrainedFP8 is unrelated to Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is wrong offset mappings and the other is missing BOS/EOS insertion; different behavior and likely different fixes." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Sentence Transformers loading hang are different subsystems and failure modes." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is not the same as a wrong tokenizer decoder type in v5." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific is_offline_mode import error and the other is a broad post-upgrade import breakage; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading and quantized model saving failures are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention divergence is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 tracker warning and sam3-litetext memory overflow are different SAM3 issues with different symptoms." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to a docstring error." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same underlying defect." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE-marker handling and the other is version-to-version tokenization drift; not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stuck in Sentence Transformers is not the same as a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and NameError importing sentence-transformers are different failures." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 wrong offset mappings and inability to load cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy and Qwen3-Next tied-weights warning are unrelated model-specific issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 behavior API warning is unrelated to torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression is unrelated to pipeline-parallelism output errors." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save are different tokenizer/model serialization bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized model saving and loading Phi-4 multimodal instruct are different issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor failing to pass kwargs are distinct loading-path bugs." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek comb transpose bug and Minimax attention numerical drift are different attention implementations and failure modes." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model saving failure and invalid GLM-5 GenerationConfig are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing export and a broad multi-import regression after upgrade are related only at the symptom level, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 48, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:43116|issue:45200", + "issue:45216|issue:45478", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43278|issue:44945", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:44355|issue:46231" + ], + "prepared_review_unit_hash": "0eebabf58c93f2a892a2683f09fb7dfc6497d5b670e85e8bd1f9137c3956420f", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topic grouping around Transformers v5 regressions, especially tokenizer behavior, import errors, and model-specific save/load bugs. The soft links are thematically similar but not the same underlying defect, so I would not merge any pair.", + "confidence": 0.84, + "canonical_issue_reason": "If forced to pick one representative, issue:43122 is the broadest tokenizer-regression report in the set, but the overall cluster is too heterogeneous to treat as a single duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best umbrella representative of the dominant tokenizer-regression subtheme, though it does not cover the unrelated import/model-specific issues in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Both are Qwen3.5/v5-era regressions, but one is a num_labels propagation bug and the other is a flash-attention training issue; different code paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "One is about AutoProcessor kwargs not reaching cached_file, the other is apply_chat_template crashing on tool-call assistant messages; unrelated bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizer output, but one is wrong offset_mapping and the other is all-zero assistant masks for multimodal chat templates." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "The titles point to entirely different topics (DSA/ReLU discussion vs GLM-5 RoPE implementation), with no shared failure mode." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute on Sam3VisionEncoderOutput; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both mention tokenization, but one is a generic v4-to-v5 tokenizer behavior change and the other is multimodal assistant-mask handling." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both affect tokenizer behavior, but one is a broad regression report and the other is a specific continue_final_message bug for mistral_common tokenizers." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "One is a Qwen3-VL-Moe bug report and the other is tokenizer_class mismatch on save_pretrained; too different to be duplicates." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save_pretrained failure and gguf_file loading breakage are different save/load paths with different root causes." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "A missing transformers.onnx module and slow-vs-fast tokenizer inconsistency are unrelated issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example script returning empty multi-label results, the other is Gemma 4 mm_token_type_ids defaulting; different models and logic." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and 5.4+, but one is save_pretrained producing a bad checkpoint while the other is a from_pretrained error; related family, not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but wrong offset_mapping and stale phonemizer backend state are distinct failures in different components." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe versus FP8 save_pretrained on moe: same broad area only, no shared bug evidence." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "A Qwen3-VL-Moe regression and a position_ids buffer read error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are missing different symbols from different modules, so they are not the same defect." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both describe tokenizer regressions across versions, but one is generic and the other is Deepseek-specific; not enough to merge." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in train/eval and incorrect LLM output under pipeline parallelism are different training/runtime bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is from huggingface_hub and the other from transformers; different dependency breakages." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and empty multi-label classification results are unrelated failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module named transformers.onnx and a LayoutLMv3 error-message clarity issue do not describe the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Tensorflow backend packaging and Python 3.14 load failures are separate environment/dependency issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop on one image are different model-specific bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "A torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and stale phonemizer backend state are different tokenizer subsystems with different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are different parts of the model stack." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads upon checkout/init are unrelated issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but the missing symbols differ and the latter is a broad upgrade report rather than the same root cause." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer incorrect results are both tokenizer regressions, but not the same specific defect." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are clearly 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": 23, + "review_unit_index": 49, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762" + ], + "soft_pairs": [ + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42673|issue:45072", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:45357|issue:45478", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:46614|issue:46752", + "issue:44263|issue:46762", + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:43673|issue:46328", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "1ea903bde349020adc90505afccaa998c807ef1a71a4692e875962d5e9289810", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36463, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports across tokenizers, model loading, generation, training, and docs. The soft edges are largely name-similarity matches rather than the same underlying defect, so none should be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45478 is the most concrete and broadly representative of the cluster\u2019s recurring theme of model-loading regressions in recent Transformers v5/Qwen3.5 reports; it is also well-scoped and actionable compared with the more generic or isolated items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the best single issue to anchor the cluster because it is specific, recent, and likely to attract related follow-up reports in the same model family, while still being clearly stated enough for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Different problems: Python-version compatibility vs a flex_attention import/version check bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example output bug is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Moe, but one is a Qwen3-VL-Moe compatibility issue and the other is a from_pretrained load error; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels is unrelated to NaNs in classification heads." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length helper behavior in qwen3_omni_moe is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained key corruption and the other is a from_pretrained/load failure; different code paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance is unrelated to a missing GLM46VImageProcessorFast method." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failing after train() are different training bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification script output bug is unrelated to pipeline() translation-task error messaging." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder loading is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash and Swin2SR over-padding are different subsystems and failures." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to a DeepSeek accuracy regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request for GPT2 flash-attention support is not the same as an unspecified Flash Attention 2 issue." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics and Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to a flex_attention import/version bug." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "InternVL2 meta-init incompatibility is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE marker handling." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig in GLM-5 is unrelated to a stale warning for num_return_sequences." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 tokenizer offset_mapping bug are not the same defect." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention is unrelated to Gemma4 causal-mask construction." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi-K2.5 tokenizer codec/regression issue is unrelated to Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to SmolVLM video padding calculation." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing cache in generation during chunked prefill is unrelated to a performance issue in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat-template crash are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version release mismatch is unrelated to a flex_attention PyTorch import/version check." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and PretrainedConfig type-checking regression are different initialization/type-system 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": 23, + "review_unit_index": 50, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:44075|issue:45656", + "issue:44933|issue:45278", + "issue:44263|issue:44485", + "issue:43066|issue:43122" + ], + "prepared_review_unit_hash": "ec5428f8fe301f66ffa841b30ecc56e747f178db8591b5bb8ed2911a365da526", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36326, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated bug reports and regressions (tokenizers, imports, model loading, training, config, and docs). None of the soft-edge pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must serve as the cluster anchor, issue 44117 is the most concrete and self-contained: it states a specific failing assumption in `from_pretrained` around `TOKENIZER_MAPPING_NAMES` returning `None` and points to a clear code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44117 is the best overall representative because it is precise, actionable, and describes a narrow runtime failure rather than a broad symptom or cosmetic complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: tokenizer mapping assumptions vs `flash_attention.py` crashing on `s_aux=None`; only broad library/runtime similarity." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied `lm_head.weight` depends on device vs NaNs in classification heads after checkout/init; distinct bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3next, but one is missing attention projections and the other is a `from_pretrained` load error; not the same code-path." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer bugs for different models: wrong `offset_mapping` vs incorrect tokenization results; not a duplicate." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "`GenerationConfig` validation failure vs flash-attention generation misbehavior; separate runtime problems." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "`PretrainedConfig` type checking regression vs stale `config.dtype` after `from_config`; related area, different bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small bug in `testing_utils.py` is not the same as an xdist race on `captured_info.txt`." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FA3 training degeneration in sequence classification vs a Qwen3.5 `save_pretrained` regression; different symptoms and paths." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "`testing_utils.py` bug vs `SequenceFeatureExtractor.pad` inefficiency; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape bug vs crash when loading a video model without torchvision; same subsystem, different failure." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping `None` handling vs `_patch_mistral_regex` backend attribute crash; not the same defect." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "`3d_parallel.py` execution failure is unrelated to the `testing_utils.py` bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols (`layer_type_validation` vs `AutoImageProcessor`) and different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for `sam3_video` vs key error loading `facebook/MobileLLM-125M`; not duplicates." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash vs `SequenceFeatureExtractor.pad` performance issue; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior change across versions vs noisy logging message; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken VitPose models vs missing backend mapping for `tensorflow_text`; different failures in different components." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for `granite_speech` vs a documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Question about `max_shard_size` vs Qwen3.5 MoE load error; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning vs missing `rms_norm_eps` causing MLA precision differences; different topics." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer `offset_mapping` bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid `GenerationConfig` vs unrecognized model type/config schema issue; different root causes." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in `qwen3next` vs Qwen3.5 MoE `from_pretrained` error; not the same issue." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings warning and cache-file `FileNotFoundError` are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for `layer_type_validation` vs `_torch_extract_fbank_features()` issue; different APIs and failures." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "MLA `rms_norm_eps` precision bug vs Minimax MSA numerical differences; both numerical but not the same code path." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored vs optimizer step called twice under deepspeed; distinct optimizer bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from `image_utils` vs broad import errors after upgrade; overlap is too general to be a duplicate." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "`torch.split()` return-value issue in `GlmMoeDsaIndexer` vs GLM-5 RoPE implementation discussion; different concrete problems." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs changed tokenization output across versions; related domain, but 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": 23, + "review_unit_index": 51, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:42222|issue:45542", + "issue:43931|issue:44410", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:43012|issue:43577", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43874|issue:44261", + "issue:43931|issue:44038", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:44038|issue:44410", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "e5d34aa388ea477633426860995a5c44e8ad412679fd293567c1f34786c52b78", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37107, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bugs/features that only share surface-level Transformers/model terminology. I do not see any soft pair that describes the same underlying defect closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate exists; if forced, issue 43097 is the most central/high-signal report among otherwise heterogeneous issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the broadest and most cited regression here, so it is the best representative issue even though the cluster is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal in 5.0 vs unexpected position-id key warnings; different bugs and code paths." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked prefill cache regression vs a testing utility bug; unrelated subsystems." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure vs PreTrainedConfig type-checking regression; not the same issue." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage vs TensorFlow-backend detection when only tensorboard is installed; different root causes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3next missing projections in layer 0; separate model-loading vs architecture bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression in config classes vs undefined tf backend error; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure; not the same defect." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Bfloat16 compilation warning vs BLIP2 dtype staying float32; similar theme but different symptoms and fixes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection vs streaming inference failure on a specific model; not the same code-path problem." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer split return values vs deepseek-v4 transpose bug; different internals." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer vs a dtype/transpose issue; unrelated bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches vs missing rms_norm_eps precision issue; different components." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight mismatch vs Qwen3-VL-Moe bug; related family, but not the same failure." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support request for XLMRoberta vs NemotronHForCausalLM; different model-specific support gaps." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support failure vs degenerate training with flash_attention_3; different problems." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API vs gguf_file loading breakage; unrelated loading/config issues." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access vs a small testing_utils bug; no shared root cause." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs testing_utils bug; different subsystems." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision error vs GLM-5 RoPE implementation issue; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import vs documentation parameter mismatch; unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image vs memory overflow in sam3-litetext; different failures." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling vs loading failure for physical-intelligence/fast; separate loader bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked prefill vs final partial batch dropping results; different pipeline bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image patch counting vs torch.split return values; different model utilities." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence vs deepseek-v4 comb transpose issue; different model versions and code paths." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal issue vs flash_attention.py crash on sink-less models; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor/video torchvision crash vs ReasoningEffort import error from mistral_common; unrelated import failures." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qkv/gate projections vs missing deepstack_visual_indexes field; different configuration bugs." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT vs Liger kernel not applied with model_init; different training issues." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "5.0 API removal vs quantized model save/load regression; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different libraries/symbols; same symptom class, not same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs qwen3next missing projections; distinct model families and failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Torchvision-dependent processor crash vs shard-size question; no common 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": 23, + "review_unit_index": 52, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:44938|issue:46178", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:45584|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479" + ], + "prepared_review_unit_hash": "5a61de5e7191045579e6176221a04806e97d69ebd93528d1495b62c4d47a1ba6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37395, + "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 does not contain a convincing duplicate set; the items are mostly unrelated single-bug reports across different subsystems. All soft edges should stay separate.", + "confidence": 0.17, + "canonical_issue_reason": "Issue 43873 is the strongest representative anchor: it is open, high-discussion, and describes a broad, user-impacting quantization/offloading bug rather than a narrow one-off symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best overall issue to anchor the cluster because it has the most activity and the broadest potential impact among the listed reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model family and processor area, but one is a padding bug and the other is a num_frames semantics issue; different underlying problems." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging complaint is unrelated to an empty-list apply_chat_template crash." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "SamHQ seeding instability is unrelated to an unrelated logging message issue." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A DeepSeek tensor operation error and an accuracy regression after upgrade are not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and likely different API breakages." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Embedding-tie API removal and quantization offloading misbehavior are different code paths and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "A tokenizer mapping lookup failure is unrelated to an image-text pipeline failure for DiffusionGemma." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failure after training and importing Trainer being blocked by datasets are different failures." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and a missing embed_tokens.weight during UMT5 loading are separate bugs." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and an auto_docstring annotations crash are unrelated implementation areas." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored and cache lazy initialization causing recompilation are different backend behaviors." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor crashing without torchvision and tokenizer mapping returning None are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and a backend-mapping ValueError are different compatibility issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both save-related, but the object types and failure modes differ." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save_pretrained bug is unrelated to a Qwen3_5 image-generation infinite loop." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failures are distinct model/runtime issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A misleading pipeline task message is unrelated to Pipeline serialization failure." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning during compile is not the same as a Bamba SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leaking dummy classes into dir(transformers) is unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A general PyTorch precision warning and a tie_word_embeddings warning are different warnings from different triggers." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing weight during model loading is unrelated to the 50GB shard-size question." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a separate isolated reproduction report do not describe the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for NemotronH and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron Flash Attention support and GPT2 attention scaling under SDPA/FlashAttention are different model-specific issues." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A v5 API removal and a noisy logging message are not the same problem." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are unrelated model bugs." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignoring GPT2 scaling under backends and AttentionInterface.register changing function behavior are different attention-system defects." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and Trainer import breaking with datasets are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for MoE and a Qwen3.5 MoE from_pretrained error are both MoE-related, but they affect different operations and likely different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:45479", + "accept": false, + "reason": "A compile-time precision warning is unrelated to degenerate zero loss in sequence classification." + } + ] + }, + "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": 23, + "review_unit_index": 53, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45310", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "12f27ed1af5f96bccb157f234057ae60162e85e1b53c6fa6e5fa627700a62fb6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges from the soft pairs; they are mostly loose topical matches (imports, save/load, config regressions) rather than the same underlying bug. I\u2019d use the CLIPVisionModel hidden-states regression as the most representative issue in this set.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43618 is the cleanest, most concrete regression report in the set: a single, reproducible v5 behavior change with a clear symptom and target area (CLIP vision outputs).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43618 is the best issue to anchor this cluster because it is specific, user-facing, and easier to triage than the broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: packaging/backend dependency gap vs Trainer import resolution problem. Same ecosystem, not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated code paths: distributed optimizer state corruption vs attention-scaling being ignored in specific backends." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages and likely different fixes." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Different warning types and triggers: local path parsing vs bfloat16 compilation precision warning." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about precision is not the same as a torch>=2.9 flex_attention compile failure." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different models and subsystems: xLSTM training blockers vs BEiT image processor label reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different surfaces and root causes: chat completions API request validation vs processor chat-template batching crash." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same broad model family, but one is a loading regression and the other is fp8 inference support; not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden_states; separate outputs and fixes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Completely different problem areas: CLIP output fields vs GPT2 attention-scaling behavior." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a utility symbol vs unexpected network calls despite local_files_only=True; unrelated defects." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they involve different models and different implementation problems." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Save-related issues, but one is quantized model serialization and the other is Pipeline.save_pretrained behavior." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both affect model loading, but one is a base_model_prefix regression and the other is a state_dict sorting/load error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different domains: config propagation for Qwen3.5 vs a Trainer import conflict caused by datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different features: embedding resizing vs bidirectional attention mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and failures: Gemma3 config missing vocab_size vs SAM3 output missing fpn_position_embeddings." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing names from different modules with no shared code path." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different models and distinct validation failures: Flash Attention 2 support vs invalid GenerationConfig." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated issues: chat completions API rejection vs inability to import Trainer due to datasets." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading-model regression vs saving-Pipeline regression; opposite operations and different fixes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline option is not the same as Pipeline.save_pretrained failing." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different models and unrelated config constraints: Gemma3 vocab_size vs patchtsmixer post_init policy." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4/Qwen3.5 configuration bugs; no shared underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they target different version ranges and likely distinct breakages." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different lifecycle stages and symptoms: loading a sorted state_dict vs saving an incorrect checkpoint." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Same broad config area, but one is attention-mask behavior and the other is head_dim validation; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different models and operations: CLIP output regression vs Qwen3.5 checkpoint-saving regression." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different models and different missing config attributes; not duplicates." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 config bug vs Qwen3.5 num_labels propagation bug; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate mask assignment error vs tensor-parallel training bug are unrelated failures." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but on different models and with different failure modes (missing weight vs loading error)." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed training optimizer bug is unrelated to a typo in cache-strategy text." + } + ] + }, + "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": 23, + "review_unit_index": 54, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43824|issue:46617" + ], + "prepared_review_unit_hash": "c46dd4928260db9a8d7e4d8bbbe7f0990b06fd5983580fa04b9a75c46610f563", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but distinct issue reports across import/loading regressions, tokenizer/config bugs, training/TP issues, and flaky tests. I do not see any pair that looks like the same underlying bug or change, so there is no sensible canonical duplicate target here.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items span unrelated problems across loading, config, tokenization, training, serving, and test flakiness.", + "canonical_pr_reason": "No PRs in this cluster.", + "best_issue_reason": "No single issue is a good global duplicate target; the overlap is mostly broad wording like \"load\" or \"import\" rather than the same concrete failure.", + "best_pr_reason": "No PRs in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/Layer update decoration bug vs broad import regressions after upgrade; different code paths and symptoms." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args being ignored is a training optimizer issue; Trainer import failure tied to datasets is an import/dependency conflict." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder mask bug vs tokenizer loading regression; unrelated model execution paths." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file loading errors vs Python 3.13 DebertaV2 import/parsing failure; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failures and PretrainedConfig type-checking regression are different compatibility problems." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting load error vs Gemma pipeline roundtrip on \u2581; unrelated model I/O issues." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing Gemma3Config vocab_size vs wrong optimizer states under FSDP2+PEFT; distinct bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load failure on sorted state_dict vs missing Qwen3_5MoeVisionConfig field; different failure modes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is missing set_seed in SamHQ tests and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import * slowdown in models and intermittent import-transformers slowness are both performance-related, but not the same concrete cause." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific no_grad decoration bug is not the same as the broad claim that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM when loading a specific TP model; similar area, different underlying problem." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad cache update bug is unrelated to Python version compatibility for Transformers 5.1.0." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIP attentions field vs patchtsmixer post_init policy; different models and fixes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; both loading-related, but not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load error when state_dict is sorted vs incorrect visual encoder keys on save_pretrained; save-side and load-side bugs differ." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError vs tokenizer loading regression; unrelated failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is missing attentions assignment and the other is an inconsistent class structure in v5.6." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression and LwDetr AMP crash are unrelated issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence from remote implementation; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to loading Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Missing set_seed in SamHQ tests vs GraniteSpeech stale device override test race; both CI issues, different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ seeding flake vs auto_mappings referencing removed configs; different files and failures." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization_spaces behavior change vs SmolVLM num_frames meaning mismatch; both API semantics, but not the same change." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still causing API requests is a network/privacy bug; AddedToken keyword collision is a tokenizer construction bug." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs FileNotFoundError loading trust_remote_code model from cache; different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE vs missing _tp_plan for tensor parallelism; unrelated model support gaps." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained regression in v5 vs checkpoint reload incompatibility after upgrading from v4.57; both loading-related but not the same defect." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory growth vs checkpoint reload failure after upgrade; different symptoms and fixes." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs cache FileNotFoundError for trust_remote_code; unrelated import vs filesystem issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 55, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "b4b79f1d061beff8b89df50920acab1de5f3c5da4c6db6316e3d1eefe4c01f97", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 37958, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issues with only loose topical similarity. None of the soft pairs are close enough to treat as the same underlying bug/change, and there are no PRs to evaluate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46144 is the most concrete and actionable item among the set, with a clearly scoped RoFormer attention-interface problem and an open report that could anchor related investigation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46144 is the best standalone issue because it is specific, implementation-facing, and easy to triage compared with broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different subsystems and bugs: cache/layer update no_grad vs SAM3 pixel decoder dummy Conv2d." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated problems: local_files_only network leakage vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Both involve loading, but one is a missing image-processor method and the other is a cache file-not-found import path issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing _tp_plan and the other is a broader from_pretrained regression; not the same concrete defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow failure reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors are unrelated to the performance regression after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different causes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 config issues: tensor-parallel plan vs dropped config field." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Generation internals are related, but no clear same bug: no_grad decoration vs sync_gpus update ordering." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor/vision related, but one is num_frames semantics and the other is missing backend handling." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading stall in Sentence Transformers is unrelated to model.forward documentation confusion." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No shared bug: local_files_only network requests vs an unrelated issue named racoon." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different features: offline loading bug vs FP8 save_pretrained for moe." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after removals is unrelated to racoon." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure and tensor-parallel training bug are different issues." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to documentation confusion in model.forward." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version/loading regressions, but for different model families and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python load errors are unrelated to PreTrainedConfig type-checking changes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model-loading breakage are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to saving Pipeline objects." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub is unrelated to the v5 env command regression." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking are unrelated changes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion does not match the layer_type_validation import error." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env CLI breakage is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated issues: racoon vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Both mention import/loading, but HybridCache import failure and cache FileNotFoundError are different causes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to racoon." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to racoon." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different problems." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention-interface integration; not the same concrete defect." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision encoder attribute error is unrelated to trust_remote_code cache loading." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8-related, but one is save_pretrained support and the other is inference support." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors for different symbols: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Both mention model/runtime behavior, but one is Liger Kernel application and the other is FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics 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": 23, + "review_unit_index": 56, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "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:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "d78c02605579be828451d5ff015b1d1623f26beb9dba3c936c74050b07244c1e", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39407, + "estimated_input_tokens": 9852, + "estimated_eval_tokens": 19960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, many of them broad v5-era regressions. None of the soft pairs look like true duplicates of the same concrete bug/change, so all soft edges should be rejected. The most representative umbrella issue is the broad \"v5 breaks too many models\" report.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best represents the recurring v5 regression theme across multiple model breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single issue to keep as the cluster representative because it captures the widest shared symptom pattern, even though it is vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a vague general v5 breakage complaint; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache/chunked prefill bug and cache-strategy typo are different problems." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior is unrelated to the TensorFlow backend error." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as a generic bug report." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3 Moe, but one is a model support bug and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import slowness is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox/output issues are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL symptoms on different inputs; no clear shared concrete defect." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env command and checkpoint reload failure are different regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* cleanup/import cost issue is unrelated to missing generation cache during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config regression, not the broad model-breakage umbrella." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific and not the same as the generic v5 breakage report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading old checkpoints after v5, but one is a broad reload regression and the other is a specific InternVL2/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying bug as broad model breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade is a broad symptom report, but not the same concrete issue as the general v5 model-breakage complaint." + }, + { + "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": "Import-time package bloat/cleanup is not the same as failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Moe and a DeepSeek weight-conversion question are different topics." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker/model-type warning and Liger Kernel application under model_init are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow imports and broken lazy loading overlap thematically, but the reports do not describe the same concrete defect." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support limitation for Nemotron and Qwen3-VL bbox errors are different model bugs." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility problem and Qwen3-VL output bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not a generic bug report duplicate." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* cleanup/performance and HybridCache import failure are different issues." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import cleanup/performance is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility breakage is not the same as broad model regressions." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 model families and different failure modes; not one concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version incompatibility and import failure for a model module are not duplicates." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights key AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still mentioning pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading regression are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate flash_attention_3 training are different code-path problems." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion is unrelated to Gemma4AudioRelPositionalEncoding." + } + ] + }, + "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": 23, + "review_unit_index": 57, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "6d87cb441e9e97e35e8040de6e3ada4ac334b37604be754504f09d3570660292", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39682, + "estimated_input_tokens": 9921, + "estimated_eval_tokens": 20098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and does not contain a safe duplicate set. A few soft pairs share broad themes (tokenizer v5 regressions, loading/import issues, processor bugs), but they point to different code paths and should not be merged. Issue 43519 is the most central representative among the issue candidates, but still not an exact duplicate anchor.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43519 is the most connected and concrete issue in this cluster, with the largest number of soft-similarity links; it is a specific, actionable bug report rather than a vague or off-topic item.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43519 best represents the cluster\u2019s limited overlap because it is specific and central, but the surrounding issues are too diverse for it to serve as a true duplicate canonical with high confidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related bugs, but one is a timestamp calculation problem and the other is a video padding calculation issue; different code paths." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is not the same bug as _get_tied_weight_keys crashing on list-valued metadata." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Both mention v5 import/load issues, but one is an env command regression and the other is a specific module import error for Qwen3_5; not the same defect." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is too broad to equate with a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp math and GLM-5 RoPE implementation are different model components and bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp handling and scheduler keyword propagation are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak under dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a model-loading breakage." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek-V4, but shared expert gating and a comb.to(dtype).transpose bug are different concrete problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation do not share the same code path." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different positional-encoding implementations." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and processor timestamp calculation are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint that 5.0 breaks many models is not the same bug as a specific Qwen3_5 import failure." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and a VRAM leak are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Both involve processor code, but timestamp calculation and missing save_pretrained files are distinct failures." + }, + { + "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": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and Gemma-4 audio encoding are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight-conversion question are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp logic and multi-thread VRAM leakage are not the same defect." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are both import errors, but for different symbols and likely different root causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gap for NemotronH is unrelated to a Qwen3_5 import error." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer v5 complaints, but one is a broad behavior difference and the other is a specific decoder-type mismatch; not clearly the same bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is too generic to assume the same change request." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and the unrelated 'Unemployment' issue are not related." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "An off-topic issue title is not the same as a broad 5.0 compatibility complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat-template tool-call crash are different failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2.0, but they target different models and different support gaps." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder mask bug and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failure and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow model loading and tensor-parallel training behavior are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Load-speed issue and documentation confusion are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and Qwen3-VL/Qwen3.5 FP8 support are unrelated features." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Init-weights usage in Mamba models and RoFormer attention-interface work 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": 23, + "review_unit_index": 58, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "c178d6b8e8f7a7484429b7069cc8d212b7d03c5fd32f62f827d9bd0c59ff20f4", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922409, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly unrelated model/config/tokenizer bugs, so the cluster does not look like a duplicate set and no soft edge should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No strong canonical issue stands out because the cluster is heterogeneous; if forced, issue:43240 has the most discussion/inbound references, but it is not a true representative of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 expert gating are different models and different bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint mistake in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is a missing use of ignore_value; the other is kwargs not being forwarded to a loss function\u2014different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs forwarding and RoFormer attention interface usage are unrelated implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former loss masking and tokenizer regex warnings do not describe the same underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These target different subsystems: segmentation loss handling versus RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing ignore_value usage is not the same as a typo in a quantization attribute name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to loss calculation is unrelated to correcting a config type hint." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type annotation and attribute-name typo are separate fixes in different modules." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value behavior and ModernBERTConfig type hints 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": 2, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "184f22de8cc50aa6dcb7660c4b9638421f4deaada74048ad9a58a4f2e4a6da1b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated closed feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or change, so this cluster should not be merged.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas and code paths: truncation strategy for tokenizers vs Wav2Vec2 word-level timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Completely unrelated requests: tokenizer truncation behavior vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; one is about plateau scheduling, the other about audio model alignment/timestamps." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "8b0d357f4f9cbd2fed7feee4d5f8ae0947765a54955b85975e8bf7942c5d9f6b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like duplicates: one is about Tapas tokenization parity with TensorFlow, one is about the error message when downloading a private model while logged out, and one is a general model-loading failure for bert-base-uncased. The only plausible overlap is between the last two as generic loading/auth problems, but the titles and problem contexts are still distinct.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 16618 is the broadest and has the most discussion, so it is the best representative issue if one must be chosen, but it is not actually the same bug as the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the most central/visible of the three, but the cluster is heterogeneous rather than a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch in Tapas vs TensorFlow is a different code path and symptom from a model loading failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model loading, but one is specifically a bad auth/error message for private model downloads while the other is a generic inability to load bert-base-uncased; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "0c11564cb760bb23b026859a14b3e12f7c7e3086c926c80acbc75f7ded53b456", + "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 community feature requests in different areas: Flash Attention 2 support vs GGUF support. They share a broad \u201cadding support for more architectures\u201d framing, but the underlying changes and code paths are unrelated, so this is not a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 26350 is the more active and earlier community-tracked request, but it is not the same underlying change as issue 33260; they should not be canonicalized as duplicates of each other.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 has much higher discussion activity and is the more established request in this cluster, so it is the better representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are architecture-support feature requests, but one is for Flash Attention 2 and the other for GGUF. They target different subsystems and concrete implementations, 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": "issue", + "component_index": 5, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "73dd86a6ff74709fc304d896a8922ae60a62d68b98b5c85f69f194db69fd294c", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly i18n issue-template noise. I would only merge the exact same-title duplicates within each mini-group; the language-specific translation requests are distinct and should stay separate. No pull requests are present.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43834 is the best canonical representative of the main i18n template cluster: it is the earliest of the near-verbatim placeholder issues and has the clearest generic title, with issue:44365 and issue:44370 looking like duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue candidate because it is the most central/representative of the repeated translation-template reports. The other language-specific translation issues are not true duplicates, and issue:46222/issue:46226 form a separate exact-duplicate pair rather than replacing this one.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request (Turkish vs generic placeholder); similar i18n boilerplate is not enough to call it the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; these read as separate translation tasks, not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation issue vs generic placeholder issue; too little evidence that they are the same report." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian) and thus different issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is not the same as the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish vs placeholder/generic issue; likely related topic, but not the same underlying report." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language targets (Spanish vs Romanian), so not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request and generic placeholder issue are not clearly the same bug/change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is not the same as the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific translation issue vs generic placeholder; too broad to merge." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different underlying reports; only boilerplate similarity is visible." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-verbatim duplicate generic i18n template issue with the same title pattern and extremely high body similarity." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Looks like the same placeholder issue copied/reposted; title and body are effectively identical." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Titles differ completely and there is no clear evidence they are the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title/content pattern; too risky to merge as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These look like exact duplicate reposts of the same generic i18n translation issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Not enough evidence of the same underlying issue; the titles point to different reports." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete code-path or task match." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Similarity is only from boilerplate; the reports themselves do not appear to be the same." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different underlying reports; the shared template text is insufficient." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and perfect similarity make this look like a straight duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The duplicate calls among issue:43834, issue:44365, and issue:44370 are supported by identical titles and very high similarity scores, and issue:46222|issue:46226 is clearly an exact-duplicate pair. The analyst is also conservative in keeping the language-specific translation requests separate despite high template similarity. No pull-request pair assessment is needed because none are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "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", + "issue:46645", + "issue:46653" + ], + "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:42738|issue:46653", + "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:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "6405593a636018824950714fc3134b9c43b3bf95abc7d56bebd28064f889c196", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only superficially similar: they are mostly separate model-addition requests across different models, architectures, and modalities, not duplicates of one underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46133 is the most active and detailed representative of the general model-request pattern, but the set is too heterogeneous to treat it as a true duplicate umbrella.", + "canonical_pr_reason": null, + "best_issue_reason": "46133 is the strongest single representative if one issue must be chosen: open, detailed, and heavily discussed, with broad template-level similarity to several other requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model requests; only the generic \"add model\" wording matches." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS target different models and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model additions with no shared code path indicated." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are different models and use different model families." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR object detection support is unrelated to a weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model support requests, not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and a circuit-sparsity model request do not describe the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model tracks." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate models with no sign of the same implementation work." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests despite both being BERT-like names." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and OpenAI weight-sparse transformer are not the same model or code path." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR do not target the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a very high level, not the same request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are different model families and tasks." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "RoPE support for BERT-like models is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related naming-wise but are distinct TTS vs ASR support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are different underlying changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model requests, not the same model." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related but request different models and support work." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests in different model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and circuit-sparsity support are unrelated changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SWA+sink for Granite models are not the same underlying feature." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are distinct model requests with no shared implementation target." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model support requests." + }, + { + "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 models and tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language requests, but they are different models and not the same code-path change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the Mirko Privitera issue do not appear to be related at all." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "092013f8cb1521bcffe978df3e097f44186b9b3d40d0d344cb00901546a11901", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a documentation request to add `pruna` as an optimization framework, while the other is a technical Vision RoPE refactor. No duplicate relationship is supported.", + "confidence": 0.97, + "canonical_issue_reason": "`issue:46443` is the more substantive technical issue; `issue:38740` is a docs-only feature/request and is not a good canonical representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:46443` is the best issue to represent the cluster because it is the only concrete code-level refactor, whereas `issue:38740` is a documentation addition request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subject matter and artifact type: a docs request about adding `pruna` 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": 8, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "12bcc691c6b5c1c82ff2e28b5e27f622a6a3e6e5ba60dc6f2a5b4eed4cb2bc9f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "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 block decoding, the other is a DeepSeek v3.2 compatibility/support request. They share only a very loose similarity.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more concrete, user-facing feature request; Issue 41084 is a separate low-level decoding topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying problems: block decoding vs model/version support. The similarity is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "57f1f742c7198fc23a3cf0c409e9483bb898b14dc63063cf22850017216a8128", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different model components and different requested changes: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other asks for integrating TiledMLP to reduce memory footprint. They are not the same underlying bug or feature request.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #41306 is the better canonical representative only by activity/verbosity; it is more detailed and has more discussion, but the two issues are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the best issue to keep as the representative of this small cluster because it has higher discussion activity and a more concrete, narrowly scoped request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different feature requests for different modules/code paths: FLCE flag wiring in `from_pretrained()` versus adding TiledMLP for memory reduction. 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": 10, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "066c0702e8cb001b51135e2450c159d7b379e3fe82b9c54573076c3235d4535a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues both mention Trainer customization, but they describe different underlying problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue for a duplicate cluster here; if one must be chosen, #43598 is the more general Trainer customization concern, but it does not subsume #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different bugs: #43598 is about making `remove_unused_column` more customizable, while #43600 is about estimating FLOPS correctly for custom trainers. They share a subsystem but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "5c2ec383fb5104ebc18a311dffac23bf71a062289398a594e8dec7733cba3ed3", + "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 two different feature requests: one for Qwen3-Omni auto-registration, the other for Qwen3.5 sequence-classification auto support. They share only a broad transformers-auto-model theme, not the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader auto-model registration request, so it is the better representative of the cluster, but it is not a duplicate of 44405.", + "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 support for AutoModelForSequenceClassification. Not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "51676599c5154ee1144475e289b9855657c2f9b4cfbc367b12a84f532b5be487", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by three near-identical, very sparse \"huggingface\" issues, plus one unrelated \"Fett\" issue. With so little body detail, I would treat the Hugging Face reports as likely related but not confidently duplicate-mergable.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43859 is the best anchor among the near-identical Hugging Face reports because it is the latest and has some discussion activity, while the others are equally sparse.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the strongest issue candidate in this cluster due to recency and activity, but the evidence is thin and the report text is too generic to be confident.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared body/detail evidence; nothing indicates the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared code or issue-target evidence; too little to treat as the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" is unrelated to the generic Hugging Face reports, and there is no concrete overlap beyond weak similarity signals." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same short title, but the bodies are not available and there is no concrete symptom or target evidence to confirm a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles are not enough here; the reports are too sparse to verify they describe the same underlying bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles, but no body, target, or file evidence ties them to the same actionable issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "1bd871b883c75805484d686da921beb8b86df4d5eec083739382d9f2f2e56764", + "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": "All items are closed, low-information issues with spammy or generic titles and no meaningful body context. There is not enough evidence to treat any pair as the same underlying bug or change, so no soft-edge merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44371 is the earliest generic placeholder in the spam-like subset and is as representative as any other, but the cluster is too noisy to support a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the least risky global representative only because it matches the repeated placeholder-spam pattern; 44418 is more descriptive but does not appear to be the same topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles, but there is no evidence of a shared underlying bug/change to merge." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder spam pattern, but still no concrete duplicate issue or shared fix target." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam placeholder versus a documentation-suggestion title; too little evidence they refer to the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated spam-like text and do not point to the same underlying bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A docs-enhancement title is not the same thing as a spam placeholder, and there is no shared bug/change evidence." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No indication these describe the same concrete problem; only broad low-quality similarity." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical placeholder titles, but the items contain no substantive context showing a real duplicate bug report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Both are spam-like, but the titles do not establish a common underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete shared bug/change is visible; the similarity is only superficial spam-like wording." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "3203e9f0253c2eb00c99a62e9ff078dd8d23083ff595b50c26e7b6d420d106f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#45145 is still the best canonical issue because it is earlier and has an inbound reference, but the evidence for a duplicate relationship is only moderate: the packet shows identical titles, similar body sizes, and a soft-similarity signal, without directly proving the bodies are the same.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, so it is the most suitable canonical issue among the two.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative because it appears first and has some reference activity, while #45151 looks like a likely later repeat of the same report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The match is suggestive but not conclusive: identical titles and similar body lengths plus soft-similarity do not by themselves establish that the issues are the same underlying report or that one is definitively a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is reasonable, but the duplicate verdict is overstated. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not directly establish that the bodies are the same or that one issue is definitively a duplicate of the other. The summary should stay more conservative about the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "e401ea2af0428e238386ecb03093919038f2a463b8821b9e4e0152319e972504", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs in related areas, but they do not look like the same underlying problem. One is a Gemma4/audio-module uint8 weight path hitting a torch.finfo TypeError; the other is a BitsAndBytesConfig skip-module regression that removes the default lm_head exclusion and raises an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45674 is the more general and clearly described regression, with a configuration-level failure mode and broader potential impact than the Gemma4-specific uint8/audio-module crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45674 is the best representative issue here because it states the concrete failure in a reusable way and is less model-specific than issue:45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Same broad theme (4-bit inference) but different bugs: one is a Gemma4/audio uint8 torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion/assertion regression. Different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "f5bd274e460d9eb71e5e1467876798976a7d382ec0044e5cc4d70644e7ef7be0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be unrelated personal-name posts, not duplicate bug reports or the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue has substantive technical content; the titles refer to different names and dates, so there is no clear canonical duplicate relationship.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this pair is a good canonical example of a real bug report; both look like unrelated/non-technical entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different subject names and dates with no shared problem statement or technical details; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "f505f813e39cfd1fde010f7ba057375b2d181beb0e80195a56225389de4318a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be unrelated standalone entries, each consisting only of a different person\u2019s name and date. There is no evidence of a shared bug, request, code path, or duplicate reporting.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for a duplicate set because they do not describe the same problem or any actionable software defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different people and different dates, with no shared technical content or underlying issue to unify them." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "7514aa1b270815fc0feb117fd5e62e0198d09ffa9624855dbeca614740291f48", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "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 not duplicates: one asks for a new Qwen3_5 token-classification/value-model head, while the other requests FP8 training support. They involve different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: these are distinct feature requests rather than the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the broader platform feature request and is the better representative of the cluster; 45810 is a narrower model-specific API addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-specific token-classification/value-model support vs FP8 training support. No shared fix or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "c9bee04be5e265777d1372b79b6fd64fbc598695a04aca6a6351564d7887ddd8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set contains two clear exact-duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 is only loosely related by theme and should stay separate; it is not the same underlying request as the example or service issues.", + "confidence": 0.94, + "canonical_issue_reason": "No single global canonical: the items split into two separate exact-duplicate issue pairs (45870/45871 and 45872/45873), while 45869 is a different dataset request.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest representative issue overall because it has an exact duplicate partner (45873) and is the most concrete standalone request in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial/data context, but this is a dataset listing versus an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869\u219445870: thematically similar, but different request type and different underlying artifact." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and same body length; these appear to be duplicate submissions of the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other is a scraping-service request; not the same change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different issue topic: example prediction workflow versus scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying request despite shared domain terms; these would not be merged into one issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request; 45871 is the example issue, while 45873 is the scraping-service issue duplicate pair." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and same body length; these look like duplicate submissions of the same DataForge scraping-service issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two exact-title, same-body-length pairs are treated as duplicates, and 45869 is kept separate as a different dataset request. The soft-edge verdicts are conservative overall, especially on the cross-pair rejections where the analyst avoids merging different request types." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "6107f7abc4041e75f3dd876e7496381a348c44ce55996a8bef1ddf185e4f979b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to static-cache handling in linear-attention/Qwen3.5 paths, but they describe different failure modes: one is a `KeyError` for `linear_attention`, the other is shape corruption during `early_initialization` leading to a `RuntimeError`. They are close, but not clearly the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) and the concrete downstream failure mode, which is more informative for triage and fixing than a model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative for the cluster because it captures the likely root-cause class in a way that could apply across models, whereas 46441 reads as a specific symptom on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: both involve static cache and linear-attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). They may be related, but they do not clearly describe 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": 22, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "3b2e30f271a9f617cd3e6550a01102fb327a5724011e9e835d529974e68192ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to describe the same Wav2Vec2CTCTokenizer v5 bug report: they have identical titles, identical body length, and maximal soft similarity. #46551 is the better dedup anchor because it is the earlier closed report, while #46552 is the later open report with matching content.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46551 is the earlier closed instance and the best dedup anchor for this matching report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46551 is the strongest representative issue because it is earlier, already closed, and matches #46552 exactly in title/body content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "The titles and body length are identical, and the soft similarity is maximal, so they very likely describe the same underlying bug report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is plausible, but the writeup is a bit too definitive for the evidence. The packet only supports that the two issues have identical titles/body length and maximal soft similarity; it does not prove that #46551 is the \u2018original\u2019 or that #46552 is definitively an \u2018open duplicate.\u2019 Please soften the canonical/original language to something like \u2018earlier issue\u2019 or \u2018best dedup anchor,\u2019 and avoid asserting duplicate status as certain unless there is an explicit linkage." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "67461834f2e2ab97c52f8b3e57d0a37f8b831ecd36d98a170410742c92cf5459", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different training failures: one is a tensor size mismatch during object-detection training, the other is out-of-memory after several epochs while training RT-DETR v2. They share a broad training context but not the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the more specific, actionable bug report, but it should not be treated as a duplicate of 46692 because the symptoms and likely root causes differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: tensor-shape mismatch versus gradual OOM during RT-DETR v2 training. Same general 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": "pull_request", + "component_index": 1, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "d12ca4bee1a393fc0a898a61f510180b533fc6a921a3a04b97536dffd5c2eb48", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice pull requests, but they are not duplicates: one is the base VibeVoice implementation, and the other is a later VibeVoice Realtime extension with additional acoustic-tokenizer/realtime plumbing.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the broader, original VibeVoice implementation and is the best single PR to represent the core feature set; PR 42781 is a narrower realtime follow-up with additional components.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative artifact because it introduces the main VibeVoice model/docs/integration work, while PR 42781 focuses on the realtime variant and extra tokenizer-related changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share VibeVoice files, but the scope differs: 40546 implements the base model, while 42781 adds realtime-specific functionality and acoustic-tokenizer changes. That is related work, not the same concrete change, and 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": 2, + "component_count": 39, + "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": "6be1b41c5db6c3fa7e0e1f10ce1927ce73d7ab5ae0f836a299d6e05c95c0ac78", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items touch different model families and entirely different features, so they are not duplicates or mergeable as one change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good cluster representative because the cluster is not a duplicate set; the safest triage is to keep them separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different codepaths, and different goals (TimesFM covariates vs DINOv3 classification). They are not the same underlying change and would not 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": 3, + "component_count": 39, + "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": 4, + "component_count": 39, + "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-41855-14", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46744" + ], + "soft_pairs": [ + "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:46744", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "1ca874eb2ac74b9eb3a284c2c901a3bd1f44a56992c21049c2b8bb9c3eeeee3c", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly unrelated PRs. The only true duplicate pair is the two `fixed_cross_entropy` changes (43251/43254), which fix the same kwargs passthrough in the same code path. All other pairs are just broad topical similarity, not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative of the one real duplicate set: it has the explicit issue link and the fuller `fixed_cross_entropy` implementation with `weight` and `label_smoothing` threaded into `cross_entropy`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative for this cluster because it is the only clear duplicate target and it presents the most complete version of that fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different changes: Mistral tokenizer API additions vs adding a new MobileLLM model. Same broad repo area, not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer methods for Mistral are unrelated to Executorch dynamic-shape export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-from-pretrained robustness work is unrelated to introducing a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs plumbing and a new model addition are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export dynamic-shape coverage is a different problem from Mistral4 test failures." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "A test for dynamic export shapes is not the same as adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing `cls.config` resolution order are different code paths and different bugs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model integration vs Falcon output-interface refactor are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactoring is not the same as the model-creation skill/docs PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 test fixes do not target the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and a `layrnorm`/`layernorm` mapping typo correction are different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4-related tests and chat parsing/serve updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Mistral4 test work is unrelated to the safetensors/MPS docs update." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model-specific test fix is not the same as the model creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A concrete model addition and a meta skill for model creation are different artifacts and changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and `cls.config` resolution ordering are separate bugs with no shared code path." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` API gap in the same function, adding support for the same cross-entropy kwargs. They are mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: only PR 43251/43254 have shared issue target/file and are plausibly duplicates, while the other pairwise rejects stay conservative and consistent with the diffs. The representative choice for 43251 is supported by its explicit issue link and fuller implementation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 39, + "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": "3c536cf4d3a1c5d1192c127e3b8ecb7f1df38792c11785667f57f1be6c900889", + "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 changes, but they target different action families and different failure modes: one is a Node 24 compatibility refresh for checkout/cache/upload-artifact, while the other is a docker/build-push-action v6 upgrade for image build workflows. They are related only at the theme level, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better cluster representative because it is the broader, more clearly scoped GitHub Actions compatibility upgrade across many workflows, and its title directly describes the maintenance goal.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest standalone representative of the cluster: it touches more workflows and has a more specific compatibility-driven purpose than the docker-action version bump in 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these update different GitHub Actions dependencies and address different concerns. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action to v6 for Docker image workflows. They are not the same concrete fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 39, + "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-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "c258896f18000c5e3d44fc39969af392c993c83b7fad94651d02885c41a4bf0e", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24614, + "estimated_input_tokens": 6154, + "estimated_eval_tokens": 12564 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24614, + "estimated_input_tokens": 6154, + "estimated_eval_tokens": 12564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the Step 3.7 Flash WIP PR appears to duplicate the main Step 3.7 Flash PR. The other items are separate model-addition or infrastructure changes that merely share docs/auto-registration files.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the best canonical PR because it is the more complete Step 3.7 Flash implementation, while 46658 is a WIP variant of the same code path and change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the strongest representative of the only true duplicate pair in this set; it is the substantive Step 3.7 Flash PR rather than the WIP follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs/auto-registration files are incidental and do not indicate the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2). Overlap is only in generic registration/docs plumbing, not the same bug or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions for different domains and code paths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "Model addition vs distributed-configuration infrastructure change; no shared underlying fix or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families; shared auto/docs updates are support work, not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions touching different architectures and code paths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo model support and distributed config are separate changes with no common concrete bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different models; overlap in auto/docs files is too broad to treat as duplicate work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 support and distributed config are unrelated changes in different subsystems." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM time-series model addition and Step 3.7 Flash multimodal model addition are unrelated changes." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model support and distributed config are different features with no shared code-path problem." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both PRs implement Step 3.7 Flash in the same files and model stack; 46658 is explicitly a WIP version of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 39, + "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-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "c4ce5746cb4d2233357ab51ad3a3021fb701cc98ad6c52d66969cf3f3f271696", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23158, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23158, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is not a duplicate cluster in the strict sense: the PRs cover unrelated changes across Whisper tokenization/tests, backward-compatibility shims, model-test stubs, FP8 dequantization, doctest cleanup, generation validation, CI memory limits, and typo fixes. None of the soft links look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the cluster is heterogeneous and lacks one underlying fix or change that the others duplicate.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick one representative, #46579 is the broadest code-cleanup PR, but it still does not represent the other unrelated fixes closely enough to serve as a true duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test assertions; different models and different failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test work vs FP8 dequant/loading logic; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer cleanup vs generation watermarking validation; different subsystems and bugs." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Tie-weights backward-compatibility alias vs broad typo cleanup; not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Dummy failing model tests vs Phimoe CI integration fix; one is test-stub noise, the other is CI/runtime setup." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test assertions vs FP8 dequant fix; unrelated targets and code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Model test-only changes vs generation config/runtime validation; not the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test-only CLIP/ViT edits vs general typo cleanup; no shared concrete fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/loading fix vs CI memory-limit and integration-test setup; different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization fix vs generation watermarking validation fix; unrelated code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "FP8 kernel/loading changes vs typo cleanup across many files; not the same bug/change." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation cleanup vs code typo cleanup; related only at a very broad editorial level." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation validation/runtime fix vs Phimoe CI integration fix; different subsystems and failure causes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation config fix vs broad typo cleanup; not a duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "f2e73dd1fcfd9b2007e2b5e31afbc6f50c294854646f7278ae9a4f3a681f7d3a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated draft/test-style PRs that happen to share similar guardrail wording, but they do not fix the same underlying problem and should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46747 is the cleanest representative: it is a focused, single-workflow change with one concrete code-path adjustment, unlike the broader bot/test or dependency/version PRs.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46747 has the most coherent and narrowly scoped change, so it is the best cluster representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "One PR edits setup/versioning and test dependencies; the other changes a security-gate workflow trigger. They touch different subsystems and are not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "The first is a setup/version/dependency test PR, while the second is a broad CI/workflow and testing-utils change. Similar labels and shared test file do not make them the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-related, but they target different jobs and code paths: one rewrites several self-comment/self-scheduled/reporting workflows, the other only changes the PR security gate trigger. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 39, + "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": "cfb5ff05047b3929ff17dbc337c52cba77c58fd6a3c68dbdb61f31e55d8e18ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct feature PRs: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. They share pipeline/doc scaffolding, but they target different underlying tasks and model integrations, so they should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear duplicate canonical: 43612 and 43613 implement different segmentation pipelines with different targets and supporting model/test files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: concept segmentation vs visual segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same fix or mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 39, + "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": "74799466320b820a9e485d2b206c78aabecf6ee821e31d16227aedabc1527d47", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs touch the same file but implement different Trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for column filtering. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate trainer refactors addressing different code paths and different user-facing behaviors.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication; 43651 is the more concrete behavior fix, but it does not subsume 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying problems: 43651 changes loss normalization during training_step, while 43663 extracts signature-column logic for dataset column filtering. Same file, different functionality." + } + ] + }, + "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": 39, + "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": "df5eb7bace83049c8b6cd1f380cefd9871c1d740c6182245529345147f697db3", + "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": "Both PRs target the same import-time `TypeAdapter` NameError in `src/transformers/cli/serve.py`, using different annotation-strategy fixes. PR 43656 is the broader root-cause fix; PR 43842 is a narrower variant around the same code path.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the better canonical PR because it takes the broader root-cause approach by enabling postponed annotation evaluation across `serve.py`, which addresses the `TypeAdapter` NameError and related annotation-evaluation issues in one place.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the strongest standalone candidate: it fixes the underlying annotation-evaluation problem more comprehensively than the narrower `TYPE_CHECKING`/string-annotation adjustment in PR 43842.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs address the same concrete bug: a runtime `TypeAdapter` NameError in the CLI caused by annotation evaluation in `src/transformers/cli/serve.py`. The fixes are different but compatible variants of the same change and could plausibly be combined into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, both are titled around the same TypeAdapter NameError, and the diffs show two annotation-evaluation strategies that are compatible rather than contradictory. The soft-edge verdict is conservative enough here, since the changes could be combined into one PR even if one fix is broader than the other." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 39, + "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": 13, + "component_count": 39, + "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", + 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"summary": "This cluster is mostly a set of model-specific output-tracing refactors under the same broader theme, not one single duplicate bug. The only strong duplicate-like overlaps are within the same model family/file for GPT-Neo and GPT-J/CodeGen; cross-model pairs should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative: it is the latest and broadest of the GPT-J/CodeGen output-tracing refactors, with the clearest explicit linkage to the tracking issue and a diff that subsumes the narrower GPT-J-only variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single PR in this cluster because it addresses the same output-tracing change set as the earlier GPT-J PRs, but in a more complete form and with explicit tracking context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same broad refactor theme/issue target is not enough for a duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models (CVT/FNet vs DeBERTa-v2); these are separate implementations of the same refactor pattern." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same modeling file; 44085 looks like a narrower/alternate version of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet output-tracing refactors, but different model code paths and files." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model families; only the refactor theme matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations; shared issue target is too broad." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are different model paths with separate output-tracing updates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths; this is only a thematic similarity." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model implementations, not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file, same refactor, and near-identical title/diff intent; likely duplicate or update of the same PR." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J vs GPT-Neo are different model families and separate changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families; not the same concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen refactors are unrelated model code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations despite the shared output-tracing theme." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model families; shared tracking issue is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model implementations with distinct output-tracing code." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated model families and code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families; not the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are distinct implementations; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model families with separate output-tracing changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families; these are not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model families; shared output-tracing work does not make them duplicates." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM touch different model stacks and separate output handling." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are separate model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model families and refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model families." + }, + { + "left": "pull_request:44074", + "right": "44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are separate model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44071", + "accept": false, + "reason": "TextNet and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are unrelated models." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen refactor family; 44722 looks like the later, more complete version of the same change set." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file; 44722 subsumes the narrower GPT-J-only version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR ResNet are different model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are different model families with separate output handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary stays within the packet evidence, and the soft-edge calls are mostly conservative. The only accepted overlaps are same-family/same-file GPT-Neo and GPT-J/CodeGen variants, which do look mergeable as single bugfix PRs. Cross-model pairs are correctly kept separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 39, + "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": "8bb4c21d85195ceb428b0ebce6590929e733219a9d3d7442bacec759dd58d28d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors for standardized output tracing/capture_outputs, but they target different architectures and code paths. They are related by theme, not duplicates of the same underlying change, so the soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single representative is needed, PR 44129 is the best fit: it is concrete, explicitly issue-linked, and shows a substantive SpeechT5 output-tracing refactor rather than a generic cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target and a well-scoped implementation in one model file; the others are similarly themed but remain model-specific and do not indicate the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but one is for FocalNet and the other for ImageGPT; they touch different model code paths and are not the same concrete change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated model implementations. The shared capture_outputs theme is too broad to treat as one duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert each add standardized output recording in separate model files with different hook mappings; this is not one mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are different model paths, and the PRs are independent refactors rather than the same bug fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different architectures; despite similar decorator imports, these are separate output-handling refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are distinct models. The PRs both modernize output collection, but they do not fix the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "7ff43a9521cc34ee9087fc4b34e6d458324b9e1fd2b8a24ea91065f7176f376d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of parallel PRs doing similar output-tracing / `can_return_tuple` refactors across different model implementations. They resemble each other stylistically, but they are not the same underlying change, so they should not be deduplicated as one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it is one of the broader multi-file refactors, introduces the tracing helpers, and sits near the center of the shared refactor theme.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the strongest single representative of this group because it has the broadest scope among the listed PRs and captures the common output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`); not a duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both touch output handling, but they are separate model implementations and not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Similar helper/typing cleanup, but for unrelated models; not one mergeable PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs Mamba-family); same pattern, not the same underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model code paths and should stay separate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and different forward signatures; not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Both adjust output tracing, but in unrelated model families; not duplicate PRs." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Same broad refactor style, but `mobilenet_v1` and `depth_anything` are distinct implementations with separate behavior changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "No shared code path; these are parallel refactors in different model wrappers." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder models, not one underlying bug or fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are tracing refactors, but they affect different model heads and forward contracts." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Same style of cleanup, but different subsystems and code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These are not the same change; they target unrelated model implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; similar refactor theme is not enough to merge them as duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are output API refactors, but for separate models and behavior surfaces." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared concrete bug; they only share the refactor motif." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths; not plausibly a single PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Similar output-tracing updates, but unrelated model implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architecture and file set; not the same underlying change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families; same refactor pattern, not a duplicate fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "These touch different code paths (`mamba` vs `codegen`) and are not the same PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Both relate to output handling, but they target different model implementations and problems." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate models and separate forward logic; not one mergeable change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Only the broad refactor theme matches; the code paths are unrelated." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code and different API surfaces; not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are tracing refactors, but one is depth estimation and the other is encoder-decoder plumbing; not the same fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and different forward paths; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate models, separate outputs, not the same underlying bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "They share the output-tracing theme but not a concrete code-path problem." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementation; not a duplicate PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Both are parallel refactors, but not the same code path or mergeable fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers; same pattern, different change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "No shared concrete bug, just similar helper adoption." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model code paths; not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Both are output-tracing refactors, but they are on different models and cannot be treated as one fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and files; only stylistically similar." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "No same underlying bug/change; just a common refactor motif." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations; not the same duplicate change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct code paths and model behaviors; reject as duplicate." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Same refactor pattern, but separate model files and separate fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 39, + "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": "32fe4e70ff565b84bac2d95d9ae7405215ff734865322c298df316bdc49fef9a", + "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": "Two pull requests add different model integrations: PenguinVL and Voxtral TTS. They overlap on framework boilerplate and docs, but they are separate features with different codepaths and no evidence of duplication.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better canonical representative because it has an explicit issue target and is tightly scoped to a single Voxtral TTS model integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best representative for the cluster because it is clearly tied to one concrete tracked feature, whereas PR 44662 is a separate PenguinVL implementation with no duplicate relationship.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: these PRs add different models (PenguinVL vs Voxtral TTS). Shared files are generic registration/docs plumbing, not the same underlying bug or change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "38c381ae7946a3948d6a8db5fab1f52b29c3dc70a04d05bf2207c88a5dc68e60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are related around module/kernel fusion, but they are not the same change: 44979 introduces a generic Module Fusion API, while 45363 wires KernelConfig-based n-to-1 kernel fusion into model loading and integrations. I would not merge them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "45363 is the more concrete, user-facing implementation of fusion behavior; 44979 is lower-level API scaffolding.", + "best_issue_reason": null, + "best_pr_reason": "45363 is the best representative of the cluster because it covers the broader end-to-end kernel-fusion workflow and integration points.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the fusion theme, but one adds a generic Module Fusion API and the other adds KernelConfig-driven n-to-1 kernel fusion integration; these are different concrete changes and not plausibly 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": 17, + "component_count": 39, + "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": "dfa0c71f5fbf0b7e39e7ab7be29349d43bf4f779056896b52852433e1db469b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs implement the same fix for the Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; `45317` is the more complete version because it adds test coverage on top of the identical code change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it carries the same core fix as 45086 and also includes tests, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR because it fixes the same concrete bug as 45086 while adding validation coverage and having the clearer, more explicit title.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path fix in `_patch_mistral_regex`; the second PR is essentially a superset with tests, so they can reasonably be treated as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 39, + "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-45115-3", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565" + ], + "prepared_review_unit_hash": "bc13841b9da31b09e92e34a80e6b69169de6d38139ae211472d3ce6535aad19a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9123, + "estimated_input_tokens": 2281, + "estimated_eval_tokens": 4818 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9123, + "estimated_input_tokens": 2281, + "estimated_eval_tokens": 4818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs touch Nemotron-related code, but they address different changes: a NemotronH refactor, a broader NemotronH/Dense/Sparse implementation, and a separate Nemotron3.5 ASR addition. None of the soft pairs look like the same underlying fix/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the most central representative of the NemotronH cluster because it is the broadest implementation effort and introduces the dedicated NemotronH/Dense/Sparse model files and docs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best single PR to anchor the cluster because it covers the main NemotronH family expansion, while #45115 is a narrower refactor and #46565 is an unrelated ASR model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both involve NemotronH files, but #45115 is a conversion/refactor to GraniteMoeHybrid-compatible naming, while #45569 is a broader model split/addition for NemotronH, Dense, and Sparse. Different concrete changes, so not the same PR-level fix." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "These are different model families and different purposes: NemotronH/Dense/Sparse architecture work versus Nemotron3.5 ASR streaming. Shared naming only, no 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": 19, + "component_count": 39, + "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": "187e8c12bc9331e8f6d576381496e0f31d645b00b7869fc92bdb5d6f1b3b8ecb", + "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 two pull requests are closely related parts of the heterogeneous-model feature work, but they are not duplicates: one is config-only infrastructure, the other is the broader modeling/cache/masking implementation built on top of it.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it adds heterogeneous model support and includes the per-layer config plumbing plus downstream modeling/cache updates, so it is the best single representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the most comprehensive artifact here and best captures the end-to-end heterogeneous model feature, while PR 45333 is only the config foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: 45333 adds per-layer configuration support, while 45332 adds the broader heterogeneous modeling/cache behavior that depends on it. They are related components of the same feature area, but not the same concrete code-path fix/change and would not 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": 39, + "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": "f2dbbb98d40180904e201aec2412d5af6d5f3251667d21a48e7fcd0a494da59f", + "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 related typing cleanups, but they are not the same concrete change: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds typing-specific aliases/protocols for `modeling_utils` and a few related helpers. I would not merge them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more representative typing sweep across many transformer modules and the type-checking config, so it best captures the cluster\u2019s overall theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best single representative for the cluster because it is the larger end-to-end typing pass; PR 45425 is a narrower follow-up focused on specific typing protocols and aliases.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they address different underlying changes: 45415 is a broad annotation/type-checking sweep, while 45425 adds specific typing helpers and protocol types for `modeling_utils`/PEFT integration. They could coexist in separate PRs and are not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 39, + "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": "5acb20f2ea74237089cf55ce5fb9e49b82d12518c145e9127b846891c8c08afb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4947, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4947, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open pull requests were grouped by loose cache/seq_len similarity, but they address different models and different code paths: one fixes multi-token cached forward logic in Qwen3.5/Qwen3-next/Olmo hybrid, the other fixes Mamba2 use_cache handling for seq_len > 1. They should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the clearest representative of its fix: a focused Mamba2 cache bug with an explicit issue link and a narrow, concrete code change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the strongest standalone PR in the cluster because it has the tightest scope, explicit tracking, and a clearly defined bug/patch pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs in different model implementations. PR 45513 targets multi-token cached forward in Qwen3.5/Qwen3-next/Olmo hybrid linear attention, while PR 46084 targets Mamba2 use_cache behavior for seq_len > 1. They are not the same code-path fix and would not 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": 22, + "component_count": 39, + "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": "7dd853059c3841e638aa426e84f9d6a850b40a438677378b97f0a437590bc373", + "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 two PRs are both about expert parallelism, but they fix different distributed-loading failures in different code paths: one is accelerate launch + DeepSpeed ZeRO-3 loading/config handling, the other is FSDP2 expert parameters being overwritten by rank-0 broadcast.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a concrete, narrowly scoped expert-overwrite bug in the FSDP2 loading path; PR 45548 addresses a separate accelerate/ZeRO-3 loading and config-serialization issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone PR: the diff shows a specific fix (`post_shard_wrap`) for a specific failure mode, whereas PR 45548 is broader and concerns a different EP loading path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: they are not the same underlying bug. 45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization/`has_ep`, while 45662 fixes expert parameters being overwritten during FSDP2 loading via `post_shard_wrap`." + } + ] + }, + "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": 39, + "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": "9f7d7306871723caf52a36600d77407a402a9effed75037ed613252178e82e39", + "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 collision problem around `captured_info` debug artifacts in `testing_utils.py`; PR 45645 appears to be the broader, more complete version with CI log aggregation, while 45639 is a narrower subset.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete fix: it addresses the xdist-safe artifact naming in `testing_utils.py` and also updates CI/workflow handling to collect multiple `captured_info*.txt` files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it covers the full end-to-end behavior change, not just the internal file-write fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist `captured_info` collision bug and same code path in `testing_utils.py`; 45645 looks like a superset that also updates the workflow to consume the new multiple-file output." + } + ] + }, + "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": 39, + "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": "dc7a06311a9835071ec8606db1cb01f8b20726e58ce4b18c2e4ae856adba27c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different linter-rule PRs: one adds TRF003 tuple-return support across model forwards, the other adds TRF018 weight-initialization modeling checks. They share some touched model files, but not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the cleaner representative of its change set: a focused implementation of TRF003 that adds can_return_tuple and removes explicit return_dict plumbing in multiple model forwards.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the better cluster representative because it is narrower and more directly about one concrete code-path behavior, while PR 46259 addresses a separate initialization rule and should not be grouped as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Do not merge: these target different linter rules and different fixes. 45720 changes forward return handling; 46259 changes _init_weights logic across models." + } + ] + }, + "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": 39, + "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": 26, + "component_count": 39, + "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": "8020d0b4257292de48cb9b5ddb52b4dbf22442dc3cfec6334d477264059f413b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR 45932 is a mixed CI/telemetry plus model-configuration tweak set, while PR 46100 is a test-migration PR adding kernel/DDP test infrastructure. They do not look like the same underlying change or bug fix.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the cleaner representative of the cluster: it has one coherent goal (test migration) and a more self-contained scope than PR 45932, which mixes workflow secrets with several model files.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best fit overall because its title and diff align around a single concrete change, making it the most representative artifact here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different purposes and code paths: 45932 edits CI/workflow secrets and many model config files, while 46100 adds kernel/DDP test files and migrates tests. They are not the same underlying change 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": 27, + "component_count": 39, + "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": "818c0531b16d55d80ef5fab04721e5aef4a64011df93e8dbbc69f2769d0d2940", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration feature, while PR #46269 is a broad distributed-branch base change spanning many unrelated files and CI setup. They overlap in some distributed modules, but not the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change and better represents a single actionable code change; PR #46269 is too broad and looks like a branch-base sync rather than the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative if one must be chosen: it has a clear feature scope and concrete code-path intent, unlike PR #46269 which is a wide-ranging integration/base PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: #46126 implements EP routing/trainer integration, while #46269 is a broad distributed branch base touching many subsystems. They do not look like the same underlying 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": 28, + "component_count": 39, + "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-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "c435b97432f2ed63161c913eaa8cd714de3f8e8f7dafcca556fcbe3e8e9569c2", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25929, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25929, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated GitHub Actions/workflow maintenance PRs. The only near-group is several successive edits to pr-ci-security-gate.yml, but they change different mechanics (checkout/diff checks, permissions/approval gating, comments, and secrets handling) and are not the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out; if one representative PR must be chosen, 46554 is the most substantive and central change in the only related subgroup (pr-ci-security-gate.yml).", + "best_issue_reason": null, + "best_pr_reason": "46554 is the clearest functional change and the broadest security-gate update among the clustered PRs, so it is the best overall representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior; both are workflow maintenance, but not the same fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes; same maintenance pattern only." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different change goals; not a duplicate change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated edits; no shared concrete bug/change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Self-comment CI message piping and build image tagging are unrelated workflow fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening and benchmark trigger changes are unrelated workflow updates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different concerns; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and distinct fixes; only broad CI tooling overlap." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner changes and pr-ci-security-gate security checks address different code paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different security concerns; not a duplicate." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions change and benchmark trigger change are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files with separate adjustments; same subsystem only at a very high level." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different logic; no common concrete bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop permissions and pr-ci-security-gate code changes are unrelated fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref and benchmark dispatch trigger are unrelated workflow changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different mechanics; not the same change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers behavior and pr-ci-security-gate scanning are different code paths." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger expansion and build-image command hardening are unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and separate changes; no duplicate bug/change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci docker image tagging and pr-ci-security-gate checks are different workflows and different problems." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes; only both are CI-related." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but one changes checkout/diff-based security checks while the other changes permissions and approval gating; separate fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but this is just a comment/review-note update, not the same functional change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but one alters security-gate logic and the other changes secret inheritance; distinct changes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval gating versus explanatory comments only; not the same underlying change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "One changes permissions/approval flow, the other changes secrets handling; different fixes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only workflow note and secrets inheritance change are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different behaviors; not a duplicate." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-image command hardening and pr-ci-security-gate secrets handling are unrelated." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46554", + "accept": false, + "reason": "Same workflow file, but distinct security-gate edits affecting different steps; not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 39, + "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": "8e7df05dbafb949f4f50b51c076dc0b66711ef65ce26ee543c06698d2ddf33a4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "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 file-based source inspection with safer source access, but they target different helpers and different runtime behaviors: one is in import_utils for resolving transformers package source paths, the other is in modeling_utils for attention-implementation capability detection. They are related in theme, not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the more self-contained and explicit fix, with a clear behavioral target (_can_set_*_implementation) and accompanying tests, so it is the better representative PR for this cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the strongest standalone change because it has a specific code-path, a clear bug-prevention rationale, and test coverage; #46152 is narrower and more utility-internal.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "They share a broad 'avoid open() for source reading' idea, but the affected code paths are different modules with different purposes and would not plausibly be merged as one 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": 30, + "component_count": 39, + "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-46154-2", + "nodes": [ + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "f7dc39795099d51244b9fcac37b5bc221a0e1ad6465e21e2c675347bcea76305", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both add SDPA dispatch support, but they target different model families and different code paths: T5 vs wav2vec2/audio models. They are related in theme, not duplicates. The soft edge should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication: PR #46154 is T5-specific, while PR #46196 is a broader audio-model SDPA dispatch change affecting a different set of files and implementations.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the better representative of the cluster only in a loose topical sense because it covers a wider, more impactful SDPA dispatch rollout across multiple audio models; however, it is not a duplicate of #46154.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Different underlying changes and code paths: one is for T5, the other for wav2vec2/audio models. They share the same feature goal but would not plausibly be merged into one PR as a single 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": 39, + "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-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests make the same code change in `src/transformers/cache_utils.py` to widen `StaticLayer.get_seq_length` from `int` to `int | torch.Tensor`; they are near-duplicate implementations of the same fix for issue #45987.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative because it is the earlier, more explicitly titled version of the same fix and already points to the tracking issue #45987.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest standalone representative of the change: it contains the same minimal patch, the same target issue, and a clearer description of the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying bug fix, same file, same diff hunk, and same explicit issue target (#45987); these are functionally duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, make the same type-annotation change for `StaticLayer.get_seq_length`, and both explicitly target issue #45987. The canonical-pr rationale is also conservative and supported by the titles/metadata. No overstatement beyond the visible diff evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 39, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 39, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "8662c59123b6648185d3152a2e2901c6cf5a5ab12435f81544fc15f3561f89dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same off-by-one right-window boundary bug in Moonshine streaming\u2019s sliding mask; 46546 is the broader and more complete patch, while 46310 is a narrower subset.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it fixes the same Moonshine streaming boundary bug and also includes the related Gemma4 change plus test coverage, making it the more complete umbrella fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative because it addresses the same concrete code-path bug with broader coverage and validation; 46310 is just the Moonshine-only subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying off-by-one boundary fix in the Moonshine streaming mask; 46546 extends the same change pattern and is plausibly merged as one patch with extra related coverage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 39, + "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": "3e54967f55027201ade77c74b7d21435856ad93da6b35b53816790becf103378", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching infrastructure, while the other adds a new HunYuan VL model with docs, auto-mapping, processors, and tests. They touch different code paths and would not plausibly be merged into a single PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:46417 is the better representative PR because it is a self-contained feature addition with a clear model scope and substantial implementation/tests/docs coverage; pull_request:46376 is a separate batching infrastructure change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different changes: continuous-batching multimodal infrastructure vs. a new HunYuan VL model implementation and documentation/tests. They do not fix the same concrete bug or implement the same 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": 35, + "component_count": 39, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "19775bdc6d3b18c3d57a5c2b4164208f9717cb609ca3aee6c26e971bc26e4d1a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open PRs are unrelated: one fixes CodeLlama decode behavior around leading-space stripping, while the other fixes DeepSeek checkpoint tokenizer-class selection in AutoTokenizer.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths with no shared files or concrete fix overlap.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster because it is a false pair; neither PR is a representative duplicate of the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems: CodeLlama decode stripping vs. DeepSeek tokenizer-class mapping. They should not 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": 36, + "component_count": 39, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "9c86391efcac9cf28437acf4cd615d63c6324621deeaf5dba583897ac387c3aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct Mistral tokenizer PRs: one is a refactor that moves `MistralConverter` into a new integration package, while the other adds tekken tokenizer detection/conversion/save support. They share files and subsystem, but not the same concrete change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the best representative of the cluster because it is the broader, user-facing tokenizer change; PR 46603 is mostly an internal relocation/refactor of the existing Mistral converter code.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 most clearly captures the main Mistral tokenizer work in this cluster: detection, conversion, and save utilities. It is more substantive than the packaging-only move in 46603.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Do not merge: 46603 moves `MistralConverter` into an integration package, while 46604 adds tekken tokenizer detection/conversion/save utilities. They overlap in files and subsystem, but they are different changes and not the same fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 39, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46748", + "pull_request:46773", + "pull_request:46781" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46748", + "pull_request:46748|pull_request:46781", + "pull_request:46748|pull_request:46773" + ], + "prepared_review_unit_hash": "4613ec4ec1760c70e215f802a7baf19c52810660db4136db42d89d49dde11368", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10654, + "estimated_input_tokens": 2664, + "estimated_eval_tokens": 5584 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10654, + "estimated_input_tokens": 2664, + "estimated_eval_tokens": 5584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate pull requests touching overlapping transformer/cache subsystems, but they address different concrete bugs: Mamba2/Zamba2 speculative decoding, offloaded cache device placement, padding-mask handling in linear-attention models, and quantized cache construction on hybrid models. I found no true duplicate PR pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46748 is the best representative of the cluster because it is a focused infrastructure fix in cache_utils with tests, and it sits closest to the shared hybrid-cache theme among the PRs, even though it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46748 is the strongest standalone candidate: its title and diff clearly describe a concrete bug in offloaded cache device handling for hybrid models, with narrowly scoped code and test changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different bugs: 46741 fixes Mamba2 mixer behavior for chunked-prefill/speculative decoding, while 46781 fixes quantized cache construction for hybrid SSM+attention models. Shared cache_utils theme is too broad." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Different code paths and symptoms: 46741 is a Mamba2/Zamba2/Nemotron-H decoding path fix, whereas 46773 corrects padding-mask application in linear-attention models for batch size 1." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46748", + "accept": false, + "reason": "Not the same underlying bug. 46741 changes model forward logic for speculative/chunked prefill; 46748 changes cache prefetch/device placement logic for hybrid models." + }, + { + "left": "pull_request:46748", + "right": "pull_request:46773", + "accept": false, + "reason": "Both are model/runtime fixes, but they address unrelated issues: cache device mismatch versus padding-mask skipping. No plausible single PR would merge these as one bug fix." + }, + { + "left": "pull_request:46748", + "right": "pull_request:46781", + "accept": false, + "reason": "Both touch cache_utils, but 46748 fixes offloaded cache prefetch/device mismatch, while 46781 fixes QuantizedCache layer selection for hybrid models. Different failure modes and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 39, + "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-46753-3", + "nodes": [ + "pull_request:46753", + "pull_request:46778", + "pull_request:46789" + ], + "soft_pairs": [ + "pull_request:46778|pull_request:46789", + "pull_request:46753|pull_request:46778", + "pull_request:46753|pull_request:46789" + ], + "prepared_review_unit_hash": "f28176199403cb8003977c70595b28ab2997cafc456e62dd764f863601a0cf74", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6767, + "estimated_input_tokens": 1692, + "estimated_eval_tokens": 3640 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6767, + "estimated_input_tokens": 1692, + "estimated_eval_tokens": 3640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs address the same underlying empty-conversation bug in `apply_chat_template`; two explicitly raise `ValueError`, while one prevents the `IndexError` by guarding the empty-list branch. The two `ValueError` PRs are the closest match, and the clearer/cleaner representative is PR 46778.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46778 is the clearest representative fix: it directly addresses the empty-conversation case with a user-facing `ValueError` and includes the corresponding test, making it the best canonical PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46778 is the best overall representative because it states the problem clearly, fixes the same code path as the others, and matches the likely intended behavior for an empty conversation rather than just silently avoiding an `IndexError`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46778", + "right": "pull_request:46789", + "accept": true, + "reason": "Same underlying bug in `apply_chat_template`: empty conversation handling at the same code path. One raises a clear `ValueError`, the other guards the empty-list branch to avoid `IndexError`; these are alternative fixes for the same issue." + }, + { + "left": "pull_request:46753", + "right": "pull_request:46778", + "accept": true, + "reason": "Both PRs implement the same fix for empty conversations in `apply_chat_template`, differing mainly in wording and test details. They are effectively duplicate implementations of the same change." + }, + { + "left": "pull_request:46753", + "right": "pull_request:46789", + "accept": true, + "reason": "Both target the empty-conversation crash in `apply_chat_template` and modify the same check. The first raises an explicit `ValueError`, the second prevents the bad index path; same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports that all three PRs target the same empty-conversation path in `apply_chat_template`, with two choosing a `ValueError` and one guarding the empty-list branch. The canonical selection of 46778 is conservative enough, and the soft-edge pairings are reasonable given the shared issue target and overlapping code path." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 39, + "component_count": 39, + "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-46757-2", + "nodes": [ + "pull_request:46757", + "pull_request:46788" + ], + "soft_pairs": [ + "pull_request:46757|pull_request:46788" + ], + "prepared_review_unit_hash": "0f3f993f25f1cfb39541ce5c839c2f882570ef320879bb43e7661121343a1053", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3871, + "estimated_input_tokens": 968, + "estimated_eval_tokens": 2192 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3871, + "estimated_input_tokens": 968, + "estimated_eval_tokens": 2192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same flex-attention masking bug caused by tensor offsets instead of Python ints. PR 46757 is the broader fix and is the better canonical choice; PR 46788 is a narrower but overlapping fix for the same code path.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46757 is the more complete fix: it updates the flex attention integration and masking utilities to convert offsets to ints, covering the bug at both the call site and helper layer.", + "best_issue_reason": null, + "best_pr_reason": "PR 46757 best represents the underlying issue because it addresses the tensor-offset problem in more than one place and is less likely to be a partial workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46757", + "right": "pull_request:46788", + "accept": true, + "reason": "Both PRs fix the same concrete flex-attention mask-shape failure caused by q_offset/kv_offset being tensors; they are plausible parts of one merged fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs are linked to the same issue target, both address flex-attention offset casting, and the overlap in `masking_utils.py` supports treating them as a single bugfix family. The soft-edge verdict is conservative enough, since the pair appears mergeable without conflicting changes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260621T060015Z/analysis-runs/hybrid-model-20260621t060015z/manifest.json b/snapshots/20260621T060015Z/analysis-runs/hybrid-model-20260621t060015z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1f7bef2fbd1caf44987566105544dfad0cbb91b2 --- /dev/null +++ b/snapshots/20260621T060015Z/analysis-runs/hybrid-model-20260621t060015z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260621t060015z", + "artifacts": { + "hybrid": "snapshots/20260621T060015Z/analysis-runs/hybrid-model-20260621t060015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260621T060015Z/analysis-runs/hybrid-model-20260621t060015z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-21T06:06:02Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260621T060015Z", + "variant": "hybrid" +} diff --git a/snapshots/20260621T060015Z/manifest.json b/snapshots/20260621T060015Z/manifest.json index 51d0aebd1f8dca3ef6ac8412fc995583f107ffcd..f176ddfd6ee9a8fb79f9a9c71a18ce9a4de1303e 100644 --- a/snapshots/20260621T060015Z/manifest.json +++ b/snapshots/20260621T060015Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 189 }, "extracted_at": "2026-06-21T06:00:15Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260621t060015z", + "runs": { + "hybrid-model-20260621t060015z": { + "analysis_id": "hybrid-model-20260621t060015z", + "artifacts": { + "hybrid": "snapshots/20260621T060015Z/analysis-runs/hybrid-model-20260621t060015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260621T060015Z/analysis-runs/hybrid-model-20260621t060015z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260621T060015Z/analysis-runs/hybrid-model-20260621t060015z/manifest.json", + "model": null, + "published_at": "2026-06-21T06:06:02Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260621T060015Z", "watermark": {