diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 42adc4b771d8964e340b0a8a4de028defade1817..ba8c331670b7ecee47a344ae0c4908c25b6d616e 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": "20260717T060031Z", - "generated_at": "2026-07-17T06:13:04Z", + "snapshot_id": "20260717T120048Z", + "generated_at": "2026-07-17T12:11:06Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -16,16 +16,16 @@ "issue_numbers": [], "pr_numbers": [ 43451, + 45157, 46196, 46658, - 47096, 47143, 47163, - 47175, 47210, 47243, 47291, 47301, + 47306, 47322, 47367 ], @@ -33,6 +33,17 @@ "soft_similarity" ], "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 45157, + "code_similarity": 0.016, + "size_similarity": 0.038, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.057, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 43451, "right_pr_number": 46196, @@ -149,17 +160,6 @@ } ] }, - { - "left_pr_number": 43451, - "right_pr_number": 47096, - "code_similarity": 0.036, - "size_similarity": 0.099, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.108, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 43451, "right_pr_number": 47143, @@ -264,17 +264,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 43451, - "right_pr_number": 47175, - "code_similarity": 0.002, - "size_similarity": 0.002, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 43451, "right_pr_number": 47210, @@ -319,6 +308,17 @@ "shared_filenames": [], "shared_file_areas": [] }, + { + "left_pr_number": 43451, + "right_pr_number": 47306, + "code_similarity": 0.044, + "size_similarity": 0.137, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.109, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 43451, "right_pr_number": 47322, @@ -342,24 +342,134 @@ "shared_file_areas": [] }, { - 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"left_pr_number": 47175, - "right_pr_number": 47243, - "code_similarity": 0.003, - "size_similarity": 0.011, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.005, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47175, - "right_pr_number": 47291, - "code_similarity": 0.096, - "size_similarity": 0.469, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.012, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47175, - "right_pr_number": 47301, - "code_similarity": 0.103, - "size_similarity": 0.5, + "size_similarity": 0.032, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.018, + "patch_similarity": 0.029, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47175, + "left_pr_number": 47163, "right_pr_number": 47322, - "code_similarity": 0.187, - "size_similarity": 0.933, + "code_similarity": 0.101, + "size_similarity": 0.5, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.0, + "patch_similarity": 0.008, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47175, + "left_pr_number": 47163, "right_pr_number": 47367, - "code_similarity": 0.052, - "size_similarity": 0.246, + "code_similarity": 0.099, + "size_similarity": 0.459, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.019, + "patch_similarity": 0.049, "shared_filenames": [], "shared_file_areas": [] }, @@ -1285,6 +965,17 @@ "shared_filenames": [], "shared_file_areas": [] }, + { + "left_pr_number": 47210, + "right_pr_number": 47306, + "code_similarity": 0.105, + "size_similarity": 0.426, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.129, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 47210, "right_pr_number": 47322, @@ -1329,6 +1020,17 @@ "shared_filenames": [], "shared_file_areas": [] }, + { + "left_pr_number": 47243, + "right_pr_number": 47306, + "code_similarity": 0.134, + "size_similarity": 0.614, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.073, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 47243, "right_pr_number": 47322, @@ -1362,6 +1064,17 @@ "shared_filenames": [], "shared_file_areas": [] }, + { + "left_pr_number": 47291, + "right_pr_number": 47306, + "code_similarity": 0.008, + "size_similarity": 0.037, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.006, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 47291, "right_pr_number": 47322, @@ -1384,6 +1097,17 @@ "shared_filenames": [], "shared_file_areas": [] }, + { + "left_pr_number": 47301, + "right_pr_number": 47306, + "code_similarity": 0.014, + "size_similarity": 0.035, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.05, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 47301, "right_pr_number": 47322, @@ -1406,6 +1130,28 @@ "shared_filenames": [], "shared_file_areas": [] }, + { + "left_pr_number": 47306, + "right_pr_number": 47322, + "code_similarity": 0.004, + "size_similarity": 0.016, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.008, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47306, + "right_pr_number": 47367, + "code_similarity": 0.021, + "size_similarity": 0.07, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.044, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 47322, "right_pr_number": 47367, @@ -2463,15 +2209,16 @@ ] }, { - "cluster_id": "cluster-46894-6", - "summary": "Cluster of 2 issues and 4 PRs centered on issue #46894.", + "cluster_id": "cluster-46894-7", + "summary": "Cluster of 3 issues and 4 PRs centered on issue #46894.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46894, "canonical_pr_number": 46903, "issue_numbers": [ 46894, - 46897 + 46897, + 46901 ], "pr_numbers": [ 46895, @@ -3793,6 +3540,35 @@ } ] }, + { + "cluster_id": "cluster-47096-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47096, + "issue_numbers": [], + "pr_numbers": [ + 47096, + 47175 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47096, + "right_pr_number": 47175, + "code_similarity": 0.007, + "size_similarity": 0.024, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.014, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-47123-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3852,69 +3628,6 @@ } ] }, - { - "cluster_id": "cluster-47122-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47122, - "issue_numbers": [], - "pr_numbers": [ - 47122, - 47224 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47122, - "right_pr_number": 47224, - "code_similarity": 0.474, - "size_similarity": 0.302, - "file_overlap": 0.4, - "area_overlap": 0.818, - "patch_similarity": 0.051, - "shared_filenames": [ - "src/transformers/models/edgetam/modeling_edgetam.py", - "src/transformers/models/edgetam/modular_edgetam.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/edgetam/modeling_edgetam.py", - "left_ranges": [ - [ - 464, - 472 - ] - ], - "right_ranges": [ - [ - 464, - 474 - ] - ] - }, - { - "filename": "src/transformers/models/edgetam/modular_edgetam.py", - "left_ranges": [ - [ - 210, - 218 - ] - ], - "right_ranges": [ - [ - 210, - 220 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-47282-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -4264,12 +3977,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-7", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897 + 46897, + 46901 ], - "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -4304,15 +4018,15 @@ "canonical_pr_number": 47291, "duplicate_pr_numbers": [ 43451, + 45157, 46196, 46658, - 47096, 47143, 47163, - 47175, 47210, 47243, 47301, + 47306, 47322, 47367 ], @@ -4409,7 +4123,7 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-7", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, @@ -4417,16 +4131,16 @@ 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47122-2", - "canonical_pr_number": 47122, + "cluster_id": "cluster-47096-2", + "canonical_pr_number": 47096, "duplicate_pr_numbers": [ - 47224 + 47175 ], "target_issue_number": null, - "reason": "PRs in cluster-47122-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47096-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47123-2", @@ -4457,10 +4171,10 @@ } ], "best_issue": { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-7", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 10 inbound references.", - "score": 172.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 182.0 }, "best_pr": { "cluster_id": "cluster-43451-13", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index a53c159b0065de938f335f0fd5f80647cb242f61..9f0cd969a448c79e938dfa3d62e44c6d5473c539 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": "20260717T060031Z", - "generated_at": "2026-07-17T06:13:04Z", + "snapshot_id": "20260717T120048Z", + "generated_at": "2026-07-17T12:11:06Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -130,9 +130,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -510,8 +510,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -606,9 +606,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -848,8 +848,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -946,9 +946,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -1293,226 +1293,226 @@ "issue:43950|issue:45902", "issue:43054|issue:43493" ], - "prepared_review_unit_hash": "cea3539d62717719e3f8fd95eda3b5c6f2fb7401bf4751362d62cd67a8badc12", + "prepared_review_unit_hash": "d0ef96aad9dee8a1c0d0d15bbef3c03494bee7a2d9b6a8fb96750ad81d0f768d", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37115, - "estimated_input_tokens": 9279, - "estimated_eval_tokens": 18814 + "serialized_chars": 37117, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated bug reports with a few real duplicate subclusters: non-persistent buffer corruption in v5, Gemma4 quantized embedder dtype casting, cache `get_seq_length()` returning tensors, and disk-offloaded Qwen3 save failures. Most other soft edges are same-area similarities only and should stay separate.", - "confidence": 0.81, - "canonical_issue_reason": "Best representative of the confirmed duplicate cluster around v5 non-persistent-buffer corruption; #43950 is the most specific report and subsumes the near-identical #43644/#44534 variants.", + "summary": "This cluster is mostly a mix of unrelated issue themes, with a few clear duplicate sub-clusters: non-persistent buffer corruption in v5, Mamba2 recurrence propagation, Gemma4 quantized embedder casting, input validation error messaging, and a near-identical Qwen disk-offload save failure pair.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43950 is the clearest and broadest representative of the non-persistent-buffer regression; it is directly echoed by 43644, 44534, and likely 45902.", "canonical_pr_reason": null, - "best_issue_reason": "Cleanest and most informative issue in the cluster for triage, with the strongest duplicate fan-in among the issues that actually describe the same bug.", + "best_issue_reason": "issue:43950 has the strongest duplicate signal and the most general wording for the shared v5 non-persistent buffer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Both are perplexity/model-quality complaints, but they describe different models and different failure modes." + "reason": "Different models and failure modes; one is perplexity on gpt-oss-20b, the other is a GLM5 issue." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different bugs: one is FP8/Qwen3MoE failure, the other is flash-attn2 fallback gating." + "reason": "Both are model/runtime complaints, but they target unrelated problems: FineGrainedFP8Config vs flash-attn fallback gating." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-code loading paths, but the symptoms are distinct: cache-path collision vs wrong module after save/load." + "reason": "Both involve remote-code loading/caching, but one is a local leaf-dir cache collision and the other is loading the wrong custom module after save/load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they concern different model families and different breakages." + "reason": "Both mention tied weights, but they affect different model families and do not appear to be the same concrete bug." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated topics: DSA discussion vs docs mentioning a removed command." + "reason": "Completely different topics: DSA indexer behavior vs documentation about a removed command." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading complaint vs tied-weights regression; not the same bug." + "reason": "Quantization/offloading behavior is unrelated to the tied-weights regression." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Typo in docs vs removed-command documentation drift; not the same underlying issue." + "reason": "A cache-strategy typo and a docs command removal are not the same bug." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "Different training failures: iterable-dataset multi-GPU crash vs custom trainer signature mismatch." + "reason": "Multi-GPU IterableDataset crashes and a Trainer compute_loss signature error are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache Qwen3.5 crash is unrelated to tied-weight handling." + "reason": "PagedAttentionCache/Qwen3.5 linear_attention failure is unrelated to tied-weight handling." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures with different code paths." + "reason": "Different failures in different components: TRL SFT embedding unpacking vs GraniteMoEHybrid invalid method calls." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Different validation bugs in different model families." + "accept": true, + "reason": "The T5 decoder validation error looks like a specific instance of the broader input_ids/inputs_embeds validation/message bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization regression vs Qwen NVFP4 runtime error; not the same issue." + "reason": "Tokenizer detokenization regression and NVFP4 runtime error are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Model loading failure vs tied-weights regression; unrelated." + "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weights issues." }, { "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Both are training/runtime issues, but the concrete bugs are unrelated." + "reason": "Both are training/runtime issues, but the underlying bugs are different and not mergeable." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors vs model embedding quality discrepancy; different problems." + "reason": "SigLIP2 docs example errors and embedding-quality regression are different problems." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer issues, but for different models and different symptoms." + "reason": "Both are tokenizer regressions, but they affect different models and different specific tokenization behaviors." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 regression: non-persistent buffers (`persistent=False`) are mishandled and end up corrupted/junk-filled during load." + "reason": "These describe the same non-persistent-buffer junk regression in transformers v5, just with different wording." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected trainer kwarg vs DeepSpeed ZeRO-3 loading IndexError; unrelated." + "reason": "Unexpected compute_loss kwargs and a ZeRO-3 load IndexError are unrelated." }, { "left": "issue:46032", "right": "issue:47246", - "accept": false, - "reason": "Both concern Mamba2-family logic, but they are different recurrence bugs in different implementations." + "accept": true, + "reason": "47246 explicitly says the Mamba2 recurrence fix was not propagated to nemotron_h, which matches the same underlying recurrence bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying bug in the v5 non-persistent-buffer loading/materialization path; #43950 is the more detailed repro." + "reason": "Both report the same v5 non-persistent-buffer corruption issue; 43950 is the more explicit root report." }, { "left": "issue:33666", "right": "issue:35308", "accept": false, - "reason": "Multi-GPU training is too broad here; one is a model request, the other a specific IterableDataset crash." + "reason": "Both mention multi-GPU training, but one is Qwen2-VL-specific and the other is an IterableDataset length mismatch crash." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage compatibility failures with different root causes." + "reason": "Different quantization/storage incompatibilities with different failure signatures." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 explicitly states it is the same fix." + "reason": "46932 is explicitly a fix for the same Gemma4 quantized vision/audio embedder dtype-casting bug reported in 46899." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and are not the same bug." + "reason": "Both are tokenizer regressions, but one is a broad AutoTokenizer v5 regression and the other is a DeepSeek-Coder v1-specific detokenization issue." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Different reports about model output/tokenization quality; no clear shared code-path bug." + "reason": "SigLIP2 embedding quality and a version-dependent tokenization change are not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is embedding quality; different underlying issues." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is worse text embeddings; too different to treat as duplicates." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Same offloading save failure on disk-offloaded Qwen3 variants; only the model variant changes." + "reason": "These are near-identical Qwen disk-offloaded save failures, differing only by model variant." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different dtype/shape failures: autocast mismatch vs 3D position_ids causing SDPA fallback and NaNs." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 RLHF gradient explosion are unrelated." }, { "left": "issue:45987", "right": "issue:46858", - "accept": true, - "reason": "Same cache API contract regression: `get_seq_length()` returns a tensor instead of an int, with 46858 being the backend-specific manifestation." + "accept": false, + "reason": "Both concern get_seq_length(), but one is a return-type contract issue and the other is a non-CUDA slice-arithmetic backend bug." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both mention non-persistent buffers, but the titles point to different code paths and symptoms; not enough to treat as the same bug." + "accept": true, + "reason": "45902 is another manifestation of the same non-persistent-buffer initialization problem, now seen as uninitialized memory after materialization." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one is embedding quality and the other is implementation discrepancy vs JAX." + "reason": "Both are about SigLIP2, but one is an embedding-quality complaint and the other is a JAX/HF implementation discrepancy." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The accepted soft edges are supported by near-identical titles or explicit same-fix language, and the rejections avoid over-merging broader same-area reports. Canonicalizing #43950 for the v5 non-persistent-buffer regression is reasonable, and the other subclusters called out in the summary are also supported." + "feedback": "The analyst output is grounded in the packet and stays appropriately conservative. The main cluster characterization matches the issue titles, and the accepted soft-edge pairs are well-supported by explicit wording in the issue titles (especially 43950/44534/43644/45902, 45183/46463, 46032/47246, 46899/46932, and 47332/47333). The rejected pairs also read as distinct problems rather than overstated duplicates. " }, "evaluator_used": true, "retried": false, @@ -1528,8 +1528,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -1620,9 +1620,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -1850,8 +1850,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -1941,9 +1941,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -2165,8 +2165,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -2255,9 +2255,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -2479,8 +2479,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -2571,9 +2571,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -2884,20 +2884,20 @@ "issue:43425|issue:43716", "issue:39404|issue:46665" ], - "prepared_review_unit_hash": "217a8198d20a487ae68abadc22af731234314e6d1430fceadac20ef801001f18", + "prepared_review_unit_hash": "88da51516348c9a6c10e0676abd7ec2f42a5b327e4a841ccfb12c5f69bd65bb4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36617, + "serialized_chars": 36619, "estimated_input_tokens": 9155, "estimated_eval_tokens": 18566 }, @@ -2906,198 +2906,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers regressions: loading/saving custom models, tokenizer regressions, config/model-shape issues, backend compatibility, and training-time bugs. Only the resize_token_embeddings reports form a clear duplicate family; most other soft pairs are just same-subsystem or same-model-name similarity, not the same bug.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45292 is the cleanest canonical representative for the only clear duplicate family here: a generic resize_token_embeddings regression affecting output embeddings, with a near-identical follow-up in 45335 and a closely related variant in 45276.", + "summary": "This cluster is mostly a set of unrelated regression reports. I only see two clear duplicate families: the resize_token_embeddings/output_embeddings issues, and the training-loss double-shift issues. Everything else is too different to merge safely.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45292 is the best canonical issue: it states the resize_token_embeddings/output_embeddings bug in the most generic form, and the nearby variants (Gemma4-specific and decoder.embed_tokens-specific) look like the same underlying regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best issue anchor for dedup triage because it is broad, concrete, and directly representative of the shared embedding-resize failure pattern across multiple model-specific reports.", + "best_issue_reason": "issue:45292 is the strongest representative because it captures the shared resize_token_embeddings/output_embeddings failure without model-specific narrowing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different bugs: sparse-layer construction vs FSDP2 attention-state handling." + "reason": "Different code paths: sparse encoder-layer construction vs Gemma4 FSDP attention state rebuilding." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." + "reason": "Unrelated import error vs Whisper pipeline return_language regression." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; not the same failure." + "reason": "Both mention Nemotron, but one is checkpoint loading and the other is an example breakage; not enough evidence of the same bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to Granite Speech config loading strictness." + "reason": "Different regressions in different model/config paths; one is video input handling, the other strict config loading." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the causes are different: int4 quantization memory growth vs mmap on Strix Halo." + "reason": "Both involve OOM, but the causes are different: int4 quantization memory growth vs mmap behavior on Strix Halo." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings bug family; 45276 is the Gemma4-specific variant, while 45292 states the broader output_embeddings failure." + "reason": "Same underlying resize_token_embeddings bug; 45276 is a Gemma4-specific manifestation of the generic output_embeddings failure." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 NaN/SDPA fallback issue." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the RLHF NaN/SDPA fallback bug." }, { "left": "issue:43957", "right": "issue:47332", "accept": false, - "reason": "Meta-device model loading failures are different from disk-offloaded save behavior." + "reason": "Model loading with torch.device(\"meta\") is a different problem from saving disk-offloaded models." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/from_pretrained handling is unrelated to mmap-induced OOM." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling and continue_final_message behavior are distinct tokenizer issues." + "reason": "Both touch tokenizers, but they describe different behaviors: BPE marker handling vs continue_final_message formatting." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention crash on sink-less models is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Flash-attention sinkless crash and Gemma4 shared_kv_states KeyError are different failures." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash load failure and Qwen3.5 save_pretrained regression are different code paths." + "reason": "Different model-loading regressions with no clear shared failing code path." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model file permission propagation is unrelated to loading the wrong custom module after save_pretrained." + "reason": "One is file permission propagation, the other is wrong custom-module selection after save/load." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to extra_state save/load handling." + "reason": "Custom model init in notebooks and extra_state save/load are related broadly but not the same concrete bug." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Torch 2.10 compatibility and Sam3 bf16 compilation regression are not the same bug." + "reason": "Generic torch incompatibility and Sam3 bf16 compilation regression are not the same issue." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug; the affected target differs, but the failure is the same." + "reason": "Same resize_token_embeddings regression; 45335 is another model-family-specific manifestation of the same broken propagation to tied embeddings." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is unrelated to disabling mmap for OOM." + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model is not the same as the ScandiBERT load failure." + "reason": "Potential tokenizer vocab/special-token issue, but the titles do not show the same concrete failure." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression is unrelated to Trainer max_steps recalculation on resume." + "reason": "Custom model initialization regression is unrelated to Trainer max_steps calculation on resume." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "General Torch 2.10 incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch 2.10 incompatibility is too broad to equate with a specific autocast dtype mismatch." }, { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "Both describe double-shift training loss, but the titles point to separate model implementations with no evidence of one shared code path." + "accept": true, + "reason": "Both describe the same training-loss double-shift bug: training against labels[...,1:] instead of labels." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "convert_tokens_to_ids slowdown is unrelated to CodeLlama leading-space round-trip regression." + "reason": "Tokenizer performance regression and encode/decode space stripping are different bugs." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are different tokenizer regressions." + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are separate tokenizer regressions." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch version incompatibility and YOLO multi-GPU device_map behavior are different problems." + "reason": "Torch version incompatibility is not the same as YOLO multi-GPU device-map failure." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention failure is unrelated to compile-non-template-nodes errors." + "reason": "PagedAttentionCache linear_attention crash and compile non-template-nodes TypeError are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + "reason": "Compiled flex_attention regression and Gemma4 device mismatch are different code-path problems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language failure is unrelated to the tokenizer-version behavior change." + "reason": "Whisper return_language pipeline bug and tokenizer-version behavior changes are not the same underlying issue." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve custom-model loading, but base_model_prefix loading and Jupyter notebook class initialization are different failures." + "reason": "Both involve Transformers 5 custom-model behavior, but one is base_model_prefix loading and the other is notebook-defined custom model init; too different to merge." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility issue is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Torch incompatibility and Mistral-3 dtype mismatch are different regressions." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." + "reason": "Whisper pipeline regression is unrelated to from_pretrained behavior inside Python classes." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The accepted duplicate family around resize_token_embeddings (45292/45335/45276) is well supported by the issue titles, and the other pair rejections are cautious and mostly justified by clearly different problem statements. The canonical/anchor choice is reasonable, with no obvious overclaiming from the packet." + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate families are the resize_token_embeddings/output_embeddings variants and the training-loss double-shift variants. The remaining pair verdicts are appropriately conservative given the limited evidence in titles/bodies, and I don\u2019t see an overclaim that would require rejection." }, "evaluator_used": true, "retried": false, @@ -3113,8 +3113,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -3203,9 +3203,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -3424,8 +3424,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -3513,9 +3513,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -3728,8 +3728,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -3818,9 +3818,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -4123,214 +4123,214 @@ "issue:42175|issue:43296", "issue:44509|issue:46909" ], - "prepared_review_unit_hash": "137340d6239d78f3b9390f129c0f40036cd7563f6e78bc58c775dd4abe2414b2", + "prepared_review_unit_hash": "7743e875a064cfa8bd9a3800f26df3b296772f22b821f3e8954a8b0922f1895b", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35900, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "serialized_chars": 35902, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the only clear duplicate family is the v5 `_is_hf_initialized` loading regression. A couple of soft pairs are true duplicates, but most are only superficially similar by subsystem or model family.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43632 is the broadest root report for the `_is_hf_initialized` v5 regression, and it plausibly covers downstream reports like 43872 and 44291.", + "summary": "The set is mostly a collection of unrelated bug reports; only two soft pairs look like true duplicates: the `_is_hf_initialized` v5 loading regression and the Qwen3.5 `save_pretrained` visual-encoder-key regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43872 is the broadest and best-supported representative of the `_is_hf_initialized` regression, with the highest external attention among the near-duplicate candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 is the strongest representative of that duplicate family: concrete failure, directly tied to the v5 `_is_hf_initialized` breakage, and it already has inbound references.", + "best_issue_reason": "issue:43872 is the best standalone issue to anchor the cluster because it describes the core loading breakage most directly and is the most central of the accepted duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different bugs: missing tied-weights attribute vs tokenizer repository-file selection." + "reason": "Different failures: missing `all_tied_weights_keys` vs tokenizer.json loading behavior." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Different code paths: fbank extraction vs compiled flex_attention on torch 2.9." + "reason": "Unrelated subsystems: fbank feature extraction vs compiled flex_attention on new torch." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same root regression: v5 `_is_hf_initialized` kwarg breaks model loading/bitsandbytes init-empty-weights." + "reason": "Same underlying v5 regression: `_is_hf_initialized` being passed into model/module construction during loading, breaking multiple code paths including bitsandbytes and init_empty_weights." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: incorrect visual encoder keys across versions." + "reason": "Same Qwen3.5 `save_pretrained` regression corrupting visual-encoder keys; 45357 reads as the same bug persisting in a later version." }, { "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 init." + "reason": "Both are v5 regressions, but one is about loading models with `base_model_prefix` and the other about non-persistent buffers being filled with junk." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure vs convert_tokens_to_ids slowdown are different bugs." + "reason": "Both involve tokenizers, but one is loading failure for a specific repo and the other is performance regression in `convert_tokens_to_ids`." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic load noise vs a specific tokenizer loading regression." + "reason": "Generic loading noise is not the same bug as tokenizer loading failure for a specific model." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4 multimodal issues, but the underlying causes differ: dtype mismatch vs unsafe 4-bit cast." + "reason": "Both are multimodal dtype problems, but they affect different models and code paths." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling vs PEFT checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to PEFT local-checkpoint loading for GraniteSpeech." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: Granite ID mapping vs CodeLlama leading-space round-trip." + "reason": "Both are tokenizer regressions, but one is wrong Granite token IDs and the other is a CodeLlama leading-space round-trip bug." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Missing gradient-checkpointing support flag vs eval-mode checkpointing behavior." + "reason": "Eval-mode gradient checkpointing behavior is not the same as a missing `supports_gradient_checkpointing` flag." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` kwarg vs float8 storage lookup failure." + "reason": "One is the `_is_hf_initialized` constructor-arg problem; the other is a missing Float8 storage type." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen2-VL training/data bugs." + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is IterableDataset with multiple images per prompt." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression vs Whisper decode special-token handling." + "reason": "Perplexity evaluation issue and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure is unrelated to the float8 storage error." + "reason": "Whisper runtime failure and Float8 storage lookup error are different bugs." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker bug vs DeepSeek accuracy regression." + "reason": "Different models and symptoms: tokenizer BPE markers vs accuracy regression after upgrade." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "v5 `_is_hf_initialized` loading regression vs Strix Halo mmap/OOM workaround." + "reason": "`_is_hf_initialized` flag breakage is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different Qwen-VL generation/training failures." + "reason": "Both mention generation/fine-tuning, but the actual failures are different code paths." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window MoE issue vs model-init kwarg regression." + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to `_is_hf_initialized` loading errors." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights keys vs tokenizer loading issue." + "reason": "Different model families and different failure modes." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP shared_kv_states bug." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuild." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Device-map assert vs Mistral tokenizer regex patch crash." + "reason": "Auto device mapping cuda assert and Mistral regex patch crash are separate issues." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different loading failures for different models/configs." + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are distinct loading regressions." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Backend post-processor sync bug vs special-token addition behavior." + "reason": "Runtime special-token post-processor updates and `add_special_tokens=True` BOS/EOS behavior are not the same bug." }, { "left": "issue:42175", "right": "issue:45542", - "accept": true, - "reason": "Same packaging/back-end omission: TensorFlow backend is missing when only the torch extra is installed." + "accept": false, + "reason": "Both are TensorFlow-related packaging complaints, but they describe different dependency/runtime problems and are not clearly the same fix." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Repository tokenizer.json selection vs Granite token ID regression." + "reason": "Ignoring `tokenizer.json` and Granite token-ID regression are related in theme, but not clearly the same concrete defect." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load error vs TimesFM window_size attribute issue." + "reason": "PaddleOCR-VL load failure and TimesFM `window_size` attribute error are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TF-backend packaging issue vs PaddleOCR-VL model load failure." + "reason": "TensorFlow packaging and PaddleOCR-VL load failure are unrelated." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are docs-related, but they concern different documentation regressions." + "reason": "Both are docs issues, but they concern different documentation problems and should not be merged." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The chosen canonical/representative issues are supported by the packet titles and inbound-reference counts, and most soft-edge rejections are appropriately conservative. The accepted pairs are at least plausibly the same bug family from the packet; no clear overstatement stands out." + "feedback": "The clustering is conservative and grounded in the packet. The two accepted soft pairs are both supported by very close titles and consistent issue themes: the `_is_hf_initialized` loading regression and the Qwen3.5 `save_pretrained` visual-encoder-key regression. The rejected pairs are mostly appropriately separated by model, subsystem, or symptom. I did not see an obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -4433,14 +4433,14 @@ "issue:43606|issue:43819", "issue:43454|issue:43550" ], - "prepared_review_unit_hash": "33beccd72ef421ef5fd2d33babea7312e208ac1763517a379ae5043b2ed989c4", + "prepared_review_unit_hash": "06309592967146a812a096766793e890804271aced8a4c0240368b29389ea790", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -4455,198 +4455,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate. These are mostly unrelated model, tokenizer, generation, or device-mapping regressions that only share broad subsystem or version themes.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue is a clear canonical duplicate target for this cluster; if forced to pick a representative, issue 43873 is the broadest and most active report, but it is not a duplicate of the others.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest umbrella representative because it is open, has the most discussion/inbound references, and describes a broadly framed runtime/offloading problem.", - "best_pr_reason": null, + "summary": "This cluster is mostly heterogeneous, with a loose theme of Transformers v5 regressions and model-loading/runtime issues. I don\u2019t see any soft-edge pair that clearly represents the same underlying bug/change, so I\u2019d keep the cluster split and use one broad v5 regression issue as the nearest representative.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43644 is the broadest, clearest Transformers v5 regression in the set and best represents the recurring model-internals breakage theme, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue:43644 is the best single issue to keep as a representative because it is concrete, broadly applicable, and more central than the niche model-specific reports here.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different bugs: offload/load failure for a dequantized model vs Qwen3 MoE training memory inefficiency." + "reason": "Different problems: offload/loading failure versus MoE training memory usage." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Distinct model/runtime issues; one is ModelOutput key assignment, the other is non-persistent buffer initialization." + "reason": "Different root causes: ModelOutput key bookkeeping versus non-persistent buffer serialization." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Unrelated areas: GGUF loading with v5 vs CLIPTokenizer model_max_length handling." + "reason": "Unrelated: GGUF loading in v5 versus CLIPTokenizer model_max_length behavior." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but they affect different code paths: model loading prefix handling vs custom model initialization." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different failure modes and subsystems: torch.export with torch_compilable_check vs bfloat16 dtype mismatches in inference." + "reason": "Different code paths and symptoms: torch.export with torch_compilable_check versus bfloat16 dtype mismatches." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both touch vision inputs, but one is Qwen2.5-VL rope/position scaling and the other is a Kosmos2.5 OCR index error." + "reason": "Different models and failures: Qwen2.5-VL rope/position-id scaling versus Kosmos2.5 OCR index errors." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding, but the concrete bugs differ: missing padding mask support vs NaN embeddings from all-padding windows." + "reason": "Different underlying bugs: missing padding-mask support versus sliding-window/all-padding NaNs." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Related multimodal Qwen VL area, but one is iterable-dataset multi-image finetuning and the other is video vision_position_ids regression." + "reason": "Different triggers: multi-image finetuning with IterableDataset versus video vision_position_ids regression." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different v5 regressions: non-persistent buffer junk vs ModelOutput key assignment behavior." + "reason": "Related only at a very high level; one is buffer serialization corruption, the other is ModelOutput key assignment." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and root causes: Video-LLaVA tower/temporal-attention issue vs Sam3 text encoder weights not loading." + "reason": "Different models and issues: missing temporal attention / shared tower weights versus text encoder weights not loading." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reports describe different symptoms and likely different defects." + "reason": "Different symptoms and likely different fixes: HF/JAX implementation discrepancy versus nonsensical AutoModel/pipeline results." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input positioning; not the same concrete bug." + "reason": "Same model family, but one is still-image temporal position scaling and the other is video vision_position_ids; not clearly the same bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Completely different problems: Video-LLaVA architecture bug vs Qwen3.5 save_pretrained key regression." + "reason": "Completely different: Video-LLaVA architecture bug versus Qwen3.5 save_pretrained key regression." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are loading/config regressions in v5, but they hit different mechanisms and error modes." + "reason": "Different loading failures: unexpected _is_hf_initialized argument versus strict config rejection." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both mention VL prompt/image handling, but one is multi-image finetuning failure and the other is a generic image-placeholder-in-user-text failure." + "reason": "Both are VL-input bugs, but one is multi-image dataset finetuning and the other is placeholder-in-user-text handling." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related to tied lm_head weights, but one is broken weight tying causing garbage generation and the other is inconsistent serialization by device." + "reason": "Tied-weights theme is shared, but one is runtime garbage generation and the other is device-dependent serialization." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are training degeneracy reports, but the root causes differ: flash_attention_3 behavior vs num_labels=1 classification loss handling." + "reason": "Different training bugs: flash_attention_3 degeneracy versus single-label num_labels=1 zero-loss behavior." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Different topics entirely: quantized offloading vs tokenization changes across versions." + "reason": "Offloading/quantization versus tokenization-version drift are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index handling." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Different code paths: CPU offload device mismatch in Bark vs export failure around torch_compilable_check." + "reason": "Different failures: CPU offload device mismatch versus export failure on torch_compilable_check." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id bugs." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both involve vision models and device issues, but they are distinct regressions with different models and symptoms." + "reason": "Different models and bugs: Qwen VL video regression versus Gemma4 PLE device mismatch." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + "reason": "Different audio issues: default sample rate in chat template versus PEFT checkpoint loading." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "No meaningful overlap: autocast dtype mismatch vs TimesFM window_size attribute error." + "reason": "Different subsystems: autocast dtype mismatch versus TimesFM window_size AttributeError." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Unrelated regressions: perplexity issue on gpt-oss-20b vs Whisper empty-transcription generation failure." + "reason": "Unrelated: perplexity regression on gpt-oss versus Whisper empty-transcription failure." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Different failure classes: inputs_embeds/past_key_values generation vs device-map auto cuda assert." + "reason": "Different problems: progressive generation with inputs_embeds/past_key_values versus device-mapped Qwen3 cuda assert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Different domains and failures: BarkProcessor voice_preset versus progressive generation inputs_embeds/past_key_values." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash and torch.export torch_compilable_check failure are different bugs." + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export and torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device_map=auto problems, but they affect different models and error signatures; not the same bug." + "reason": "Both involve device placement, but the models and failure modes are unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Different audio model bugs: device mismatch under CPU offload vs DAC latent reconstruction mismatch." + "reason": "Different root causes: CPU offload device mismatch versus DAC forward/from_latents STE mismatch." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying/generation corruption is unrelated to Bamba torch.compile SDPA failure." + "reason": "Completely different: lm_head weight tying versus torch.compile with SDPA in Bamba." } ] }, @@ -4665,8 +4665,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -4757,9 +4757,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -4984,8 +4984,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -5071,9 +5071,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -5274,8 +5274,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -5363,9 +5363,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -5572,8 +5572,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -5661,9 +5661,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -5711,8 +5711,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -5801,9 +5801,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -6016,8 +6016,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -6104,9 +6104,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -6395,14 +6395,14 @@ "issue:42915|issue:47333", "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "43aebcc0f92bc9cb34abb1aa25edc0949683d7789957b2b1b5b2e40574f564b4", + "prepared_review_unit_hash": "2bf20f5f53c32c726f6e47c11df0a16977afd8c5548a63d53cd8afc6797ce98c", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -6417,181 +6417,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs are only loosely similar at the subsystem level (tokenization, loading, dtype, multimodal processing, generation warnings) but do not describe the same concrete bug or fix. I rejected all soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out; the items span many unrelated regressions and no issue cleanly subsumes the rest.", + "summary": "Mostly a noisy cluster of unrelated Transformers issues; the only clear duplicate-like pair is the tokenizer behavior regression around added tokens vs slow/fast tokenizer inconsistency.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45701 is the broadest and most central tokenizer-regression report here, with the most inbound references and the best chance of representing the cluster\u2019s shared tokenization theme.", "canonical_pr_reason": null, - "best_issue_reason": "No good global best issue: the cluster is too broad and mixed for any one report to serve as a reliable duplicate target.", + "best_issue_reason": "Issue 45701 is the strongest overall representative in this noisy set because it is the most general tokenization regression and has the highest cross-issue signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different failures: dtype not propagated on BLIP2 load vs missing temporal attention/weight sharing in Video-LLaVA." + "reason": "Both are model-specific multimodal loading bugs, but one is a dtype issue and the other is a missing temporal-attention/weight-sharing issue." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "One is a from_pretrained weight_only loading error; the other is a Qwen3.5 generation failure with flash-attention." + "reason": "Different Qwen3 problems: one is a from_pretrained weight_only loading error, the other is a flash-attention generation failure." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error messaging vs a degenerate zero-loss bug in single-label classification." + "reason": "Different validation/classification bugs; one is input_ids/inputs_embeds error handling, the other is single-label classification loss behavior." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization corruption and FSDP CPU RAM efficient loading are different code paths and symptoms." + "reason": "Both involve loading/runtime behavior, but one is about non-persistent buffers in v5 and the other is FSDP CPU RAM efficient loading." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "A dtype mismatch between image preprocessor and model is unrelated to a variable name collision causing AttributeError." + "reason": "Same general multimodal area, but the concrete bugs differ: dtype mismatch vs a Gemma3n variable-name collision causing AttributeError." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "Both are warnings, but they concern different generation paths and different stale messages." + "reason": "Both are warning-message issues, but they concern different features and different stale warnings." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Both mention tokenizers, but one is a specific added-token spacing bug and the other is a broader slow/fast inconsistency report." + "accept": true, + "reason": "Same tokenizer regression family: added-token spacing / slow-vs-fast tokenizer inconsistency around tokenization output." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "A misleading pipeline error message is not the same bug as nonsensical SigLIP model outputs." + "reason": "One is a pipeline error-message wording bug; the other is a model-specific bad inference result." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Model weight-shape mismatch on load vs missing TP plan entries causing OOM/shape errors." + "reason": "Both are Qwen/VL-related loading or TP issues, but they describe different failures and code paths." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon TypeError in warmup is unrelated to stale model.config.dtype after from_config." + "reason": "Both mention dtype-related behavior, but one is an Apple Silicon allocator TypeError and the other is stale config dtype after from_config." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different multimodal video bugs affecting different models and different internal tensors/position ids." + "reason": "Both touch video inputs, but they are different models and different bugs (processing error vs wrong position ids)." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output-size mismatch and bfloat16 dtype mismatches are separate issues." + "reason": "No shared bug: one is wrong processor input size, the other is bfloat16 dtype mismatches in inference." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument." + "reason": "Both are model-loading failures, but the concrete causes differ: FSDP RAM-efficient loading vs unexpected _is_hf_initialized argument." }, { "left": "issue:47276", "right": "issue:47337", "accept": false, - "reason": "A stale warning in continuous batching is unrelated to a flaky bbox-range test failure." + "reason": "Different symptoms and subsystems: a misleading warning vs a flaky bbox-range test failure." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Completely different areas: BarkProcessor voice_preset vs trainer compute_loss signature change." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both concern custom-model instantiation, but they are different behaviors in different contexts and fixes." + "reason": "Both are about initialization behavior, but the reported breakages and contexts are different enough that they do not look like one bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is not the same as a bf16 dtype mismatch." + "reason": "Different code paths: packed-weight loading in BitNet vs dtype mismatch during inference." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering label truncation and Mamba2 use_cache incorrect results are different bugs." + "reason": "Different functionality entirely: metric gathering of tuple labels vs Mamba2 use_cache correctness." }, { "left": "issue:47254", "right": "issue:47333", "accept": false, - "reason": "Gradient-checkpointing/ZeRO-3 checkpoint errors are unrelated to disk-offloaded model save failures." + "reason": "Different offloading/checkpointing failures with different triggers and error modes." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT MLM regression and a generic tokenization-version change are not the same concrete defect." + "reason": "One is a CamemBERT masked-LM regression, the other is a broad tokenization-version change report; not the same concrete bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend installation packaging and a Mistral tokenizer regex patch crash are unrelated." + "reason": "Different packaging/loading issues: missing TensorFlow backend vs Mistral regex patch crashing on tokenizer internals." }, { "left": "issue:47254", "right": "issue:47332", "accept": false, - "reason": "Same general offloading/training area, but one is a checkpoint error and the other is a save failure for disk-offloaded Qwen3-VL." + "reason": "Related only in being memory/offloading-adjacent; the failure modes and code paths are different." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Swin2SR over-padding and Aria patch-count miscalculation are different image-processing bugs." + "reason": "Both are image-processor bugs, but one is over-padding and the other is incorrect patch counting for odd multiples." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A key error loading one model is not the same as a broad remote_code regression." + "reason": "A key-error on one model is not the same bug as a broad remote_code regression." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different model-loading dtype issue vs Apple Silicon warmup TypeError; only loosely related by loading context." + "reason": "Both mention runtime/data types, but one is a model dtype loading issue and the other is an AppleSilicon allocator TypeError." }, { "left": "issue:42915", "right": "issue:47333", "accept": false, - "reason": "FP8 config failure in Qwen3Moe and save failure for disk-offloaded Qwen3 are unrelated." + "reason": "Both involve Qwen3 and model loading/saving, but the underlying issues are different (FP8 config failure vs disk-offload save failure)." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC from_latents mismatch are different subsystems and failures." + "reason": "Different multimodal/audio bugs: chat-template sampling-rate defaulting vs DAC latent reconstruction mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: 45701 does have the highest inbound-references count among these issues and is a plausible broad representative for the tokenization-related theme. The only accepted soft-edge pair, 28218/29159, is conservatively framed as a tokenizer-behavior duplicate family. The other pair verdicts are cautious and do not overclaim equivalence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6684,14 +6687,14 @@ "issue:43746|issue:44811", "issue:43262|issue:44811" ], - "prepared_review_unit_hash": "1a30d6c76f0f24e8c493952a0d06f812dd452aab160b5859a9291ed8f1d49fe6", + "prepared_review_unit_hash": "2e978e1b891e84156f1ae81c34981745efeb667247f88bbf82946fb7659701ab", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -6706,175 +6709,178 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft pairs mostly share only broad subsystem keywords and do not look like the same underlying bug. I would not merge any of the proposed soft edges.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43825 is the most broadly framed, user-facing regression in the set and has the strongest discussion/inbound-reference signal, so it is the best available representative even though the cluster is not truly a duplicate set.", + "summary": "Most items are unrelated standalone issues; only the Qwen3 tied-weights warning pair looks like the same underlying bug. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue fits the whole set because the cluster is heterogeneous. If forced to pick the closest duplicate-like representative, issue 44060 is the best technical anchor for the Qwen3 tied-weights warning subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43825 is the least niche and most representative issue to keep as the cluster anchor; the rest are largely unrelated model-, tokenizer-, processor-, or training-path bugs.", + "best_issue_reason": "Issue 44060 is the strongest representative because it states the concrete model/config defect directly, while the paired report is a downstream warning symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different subsystems and failure modes: storage-object TypeError vs PIL/image-processor torchvision dependency regression." + "reason": "Unrelated failures: FP8 storage lookup on Apple Silicon vs PIL image processors requiring torchvision." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio chat-template sampling-rate bug and VL image-placeholder parsing bug are unrelated code paths." + "reason": "Different areas and symptoms: audio chat-template sampling rate vs VL placeholder handling in user text." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both involve VL models, but one is a load-time weight_only error and the other is a rope-index scaling bug; not the same fix." + "reason": "Both are multimodal model bugs, but one is a weight_only load error and the other is a rope-index/temporal-position bug." }, { "left": "issue:44964", "right": "issue:47337", "accept": false, - "reason": "Model-loading failure and flaky bbox-range test are unrelated." + "reason": "Unrelated: multimodal model loading vs a flaky bbox-range test." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Same broad pipeline-removal theme, but one is an error-message mismatch and the other is stale docs; not one concrete bug." + "reason": "Both relate to v5 pipeline removals, but one is an error-message bug and the other is stale documentation; not the same concrete defect." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access bug is unrelated to the CLIP text-model structure inconsistency." + "reason": "Different model internals: unsafe sys.modules access vs CLIP class structure mismatch." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug and MXFP4 quantization fallback are different code paths." + "reason": "BigBird tokenizer special-token registration is unrelated to MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Gemma4 relates to vision/embedder implementation, but one is a huge one-hot memory issue and the other is dtype casting for quantized embedders." + "reason": "Both are Gemma4-related, but one is a huge one-hot memory issue and the other is a dtype-casting bug for quantized embedders." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP image-loss crash are unrelated." + "reason": "Unrelated: Apple Silicon allocator warmup TypeError vs CUDA AMP crash in LwDetrImageLoss." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import path regression for GenerationMixin is not the same as custom-model initialization issues in Jupyter." + "reason": "Different problems: GenerationMixin import failure vs Jupyter custom-model initialization in Transformers 5." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both touch mistral_common, but one is an import error and the other is tokenizer behavior; not the same underlying bug." + "reason": "Both involve mistral_common, but the failures are different: missing ReasoningEffort import vs continue_final_message behavior." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Completely different failures: missing import vs custom trainer compute_loss signature change." + "reason": "Import path breakage and Trainer API signature breakage are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA model failure and quantization fallback are unrelated." + "reason": "Different code paths: torch.compile with SDPA vs quantization loading/fallback behavior." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window bug and PIL/torchvision dependency issue do not share a code path." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend processor dependency checks." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error in training is not the same as evaluate-after-train state handling." + "reason": "Both involve training/evaluation, but the root causes are different: deepspeed zero3 IndexError vs evaluate-after-train failure." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backend dependency issue and kernels import failure are different dependency problems." + "reason": "Install-extras backend packaging issue vs kernels package import requirement error; not the same defect." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE loading/conversion bug and multimodal token-count video-branch bug are unrelated." + "reason": "Qwen3 MOE weight conversion and multimodal token counting are unrelated bugs." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are from model loading, but gguf_file breakage and a specific tokenizer regression are not the same concrete bug." + "reason": "Both touch loading/tokenizers, but they affect different loading paths and models." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4 processor missing _tokenizer are different tokenizer/processor failures." + "reason": "Mistral regex patch crash and Gemma4 serve crash involve different objects and fixes." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug and RT-DETR output drift are separate vision-model issues." + "reason": "Different vision bugs: BEiT label reduction vs RTDetrV2 output changes." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent conversion mismatch and DiaConfig token-ID persistence bug are unrelated." + "reason": "DAC latent decoding mismatch is unrelated to DiaConfig save/load token ID loss." }, { "left": "issue:44060", "right": "issue:44368", - "accept": false, - "reason": "Both mention tied-weights warnings in Qwen3 variants, but one is a concrete wrong-tie bug and the other is a fine-tuning warning; too weak to merge." + "accept": true, + "reason": "Same underlying Qwen3 tied-weights/config warning regression; 44368 is a downstream report of the same mis-tied-weights problem." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as an FP8 inference failure on B200." + "reason": "Isolated reproduction of an older issue vs FP8 inference failure on B200 are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific inference failures with different symptoms and likely different fixes." + "reason": "Different model-specific failures: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "PEFT checkpoint loading and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate bug and Whisper decode behavior are different processor paths." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is decode skip_special_tokens behavior." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative: it treats most pairs as unrelated and only accepts the Qwen3 tied-weights warning pair, which is a plausible duplicate-like match from the titles/bodies. The summary also correctly notes there are no PRs in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6886,8 +6892,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -6976,9 +6982,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -7191,8 +7197,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -7282,9 +7288,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -7581,208 +7587,205 @@ "issue:44625|issue:44877", "issue:43540|issue:46693" ], - "prepared_review_unit_hash": "f0493c5642760a8c8885cf67878c34ba651a39a7dd40d6e8f801bd2d8dcb4778", + "prepared_review_unit_hash": "7f31fbd1c0ea103f98807e6b0684bd40c99d2cb383dcc6a203529c85665402a7", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36272, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated bug reports across different models and subsystems. None of the soft pairs look like the same underlying bug/change closely enough to merge, so all soft edges should be rejected.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44479 is the most representative issue here: it is a concrete, well-scoped regression report with multiple affected models and a clear reproduction path.", + "summary": "The cluster is mostly heterogeneous. The Qwen video-input pair is related at a topic level, but the evidence is too thin to call it a duplicate, so I reject all soft edges conservatively.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the broadest and most central report in the only clearly related Qwen video-regression subcluster, so it is the safest canonical issue anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest standalone issue candidate because it is detailed, specific, and broad enough to anchor a real duplicate cluster if one existed.", + "best_issue_reason": "issue:44479 is the strongest issue candidate because it describes the wider v5.3.0 video-input regression across multiple Qwen variants, but it should not be treated as proven duplicate-equivalent to the follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer token accounting/state update and a custom compute_loss signature error are different training bugs on different code paths." + "reason": "Both involve Trainer internals, but one is token counting and the other is a custom loss signature mismatch; different bugs." }, { "left": "issue:44479", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen vision/video models, but one is a broad v5.3.0 regression and the other is a specific Qwen2.5-VL position-id bug; not the same defect." + "reason": "They are thematically close Qwen video-input bugs, but the packet only shows title-level overlap and no concrete shared failing path, so this is not enough to accept as the same bug." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model load failure and a repo_files revision-forwarding CI break are unrelated issues." + "reason": "A model loading failure and a repository-files revision forwarding bug are unrelated code paths." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend dependency selection is unrelated to a tokenizer/model-loading failure for cjvt/sleng-bert." + "reason": "Packaging/backend dependency resolution is unrelated to a model load failure." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "A tokenizer AddedToken argument collision and a Mistral regex-patching AttributeError are different tokenizer bugs." + "reason": "Tokenizer AddedToken argument duplication and Mistral regex patching crash are distinct tokenizer failures." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype, but one is BLIP2 modules staying float32 while the other is stale config metadata after from_config; different fixes and code paths." + "reason": "Both are dtype-related, but one is about model weights staying float32 and the other about stale config.dtype; different failure modes." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default-resolution failures are different model-specific vision bugs." + "reason": "Different models and different symptoms: zero probabilities versus non-default-resolution image classification failure." }, { "left": "issue:42915", "right": "issue:47332", "accept": false, - "reason": "Qwen3Moe FP8 loading and disk-offloaded save failures are unrelated offloading/quantization problems." + "reason": "FineGrainedFP8 loading and disk-offloaded save behavior are unrelated problems." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL image processors requiring torchvision and a tokenizer regex crash are unrelated subsystems." + "reason": "Image processor dependency requirements and tokenizer regex crashes are unrelated." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "A failed janus generation test and a Phi-4-multimodal model load failure are not the same bug." + "reason": "Both are multimodal, but they concern different models and concrete failures." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A MobileLLM key error and a missing Float8 storage type error are unrelated loading/runtime failures." + "reason": "A MobileLLM key error and a missing Float8 storage type are unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and version-dependent tokenization changes are different classes of bugs." + "reason": "Hidden-states behavior in Qwen3.5 and version-dependent tokenization changes are different issues." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated model implementation bugs." + "reason": "DeepSpeed/FP8 weight conversion and RoPE layer dropping are unrelated model-specific bugs." }, { "left": "issue:43742", "right": "issue:47333", "accept": false, - "reason": "MobileLLM loading and Qwen3-30B disk-offloaded save failures are different issues." + "reason": "These are unrelated load/save issues for different models." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Smollm3 RoPE-layer selection and Qwen2.5-VL still-image temporal position scaling are unrelated rotary-position bugs." + "reason": "Both mention Qwen and position-related behavior, but one is about RoPE layer dropping and the other about video temporal position scaling; different code paths." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "These both mention rotary-related code, but they are different models and failure modes, so they are not the same underlying bug." + "reason": "RoPE-layer configuration and missing decorator for apply_rotary_pos_emb are different bugs." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "T5 decoder-input validation messaging and a synced_gpus warning message are unrelated; one is an error-path bug, the other is a warning-text issue." + "reason": "Both involve messaging, but they are different validation and warning paths." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "An image-preprocessor dtype mismatch in Mistral-3 and a DiffusionGemma pipeline failure are different multimodal bugs." + "reason": "A dtype mismatch in Mistral-3 preprocessing is unrelated to a DiffusionGemma pipeline failure." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device placement mismatch and T5 decoder-input validation are unrelated." + "reason": "A device-map mismatch in Gemma4 and T5 decoder validation messaging are unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency-version bump and a stale auto_mappings reference to removed configs are not the same bug." - }, - { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet CPU arange placement and T5 decoder-input validation are unrelated code paths." + "reason": "A dependency version bump and stale auto_mappings references are different CI breakages." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are 4-bit/BitsAndBytes-adjacent, but one is a torch.finfo uint8 failure and the other is a skip_modules/default-exclusion regression; not mergeable as one PR." + "reason": "Both are 4-bit inference problems, but they have different mechanisms and affected modules." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated repro of another issue and a FlashAttention2 long-context performance regression are not the same defect." + "reason": "An isolated reproduction and a performance regression are not the same issue." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: one affects add_special_tokens on mdeberta-v3, the other strips a leading space on CodeLlama round-trips." + "reason": "Tokenizer special-token insertion and leading-space round-trip regression are different behaviors." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape failure and BART generate() decoder_attention_mask initialization are unrelated errors." + "reason": "DeepSpeed weight-shape training error and Bart generate-time UnboundLocalError are unrelated." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different inference paths; too broad to treat as the same bug." + "reason": "Both are dtype mismatches, but they hit different model families and code paths." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict config rejection for granite_speech are different configuration bugs." + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are unrelated configuration bugs." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and a FlashAttention2 performance regression are unrelated." + "reason": "A video-input ValueError and a long-context performance regression are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering summary is plausible, but it is not conservative enough. The only accepted soft edge, issue:44479 \u2194 issue:45381, is asserted as the same bug even though the packet only shows title-level similarity and the pairing was not a deterministic accept. That makes the duplicate verdict too strong for the evidence provided. The rest of the rejections are mostly grounded, but this one overstates the match, so I can\u2019t accept the result as-is." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7795,8 +7798,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -7883,9 +7886,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -8169,20 +8172,20 @@ "issue:43688|issue:45440", "issue:45405|issue:47254" ], - "prepared_review_unit_hash": "203a77d4b5a6b5e85f88909bd61c0bf3b15a8d3511bf044bf0ed063b7c2c032e", + "prepared_review_unit_hash": "9a7bf53d91d29b527e1ed2f3421fccb4f22b16f91fe8bdb79e3861d6148bec6c", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35830, + "serialized_chars": 35832, "estimated_input_tokens": 8958, "estimated_eval_tokens": 18172 }, @@ -8191,180 +8194,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than duplicate-heavy: the issues span unrelated regressions in tokenization, training, model loading, quantization, and architecture-specific behavior. All soft pairs should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items are not one underlying bug, but many unrelated reports grouped only by broad transformer/regression vocabulary.", - "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because none of the soft pairs are true duplicates; picking one would misrepresent the cluster.", - "best_pr_reason": null, + "summary": "This cluster is a grab-bag of unrelated bug reports across trainers, tokenizers, model loading, distributed setup, vision/audio models, and generation paths. None of the soft pairs look like the same underlying defect, so I\u2019d reject all of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a good canonical representative because the items do not share one underlying bug/change; they span many unrelated subsystems and failure modes.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "No best issue: the cluster is too heterogeneous for one issue to represent the group cleanly.", + "best_pr_reason": "No PRs are present in the cluster.", "soft_edge_verdicts": [ { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Different failure surfaces: a mistral_common import problem for Gemma 4 vs a Windows/ROCm torch.distributed dependency issue." + "reason": "Different failure modes: mistral_common/ReasoningEffort import break vs Windows ROCm torch.distributed dependency issue." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both involve RT-DETR losses, but they are different crashes in different code paths and do not look mergeable as one bug." + "reason": "Unrelated crashes: AMP/CUDA loss failure vs RT-DETR Hungarian matching cost-matrix infeasibility." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer access and image passing, while the other is Kimi-K2.5 codec handling." + "reason": "Different regressions in different code paths: processor/tokenizer image handling vs Kimi-K2.5 tokenizer codec handling." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "DiaConfig save/load token-id loss and a DiffusionGemma pipeline failure are unrelated bugs." + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to a T5 apex FusedRMSNorm memory leak." + "reason": "Aux-loss normalization bug in MoE models is not the same as T5 using apex.FusedRMSNorm and leaking memory." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different models and problems: Smollm3 RoPE-layer dropping vs Sam3 text encoder weights not loading." + "reason": "Smollm3 RoPE-layer issue and Sam3Model text-encoder weight-loading issue are different model-specific bugs." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization in MoE is not the same as a broad tokenization behavior change." + "reason": "MoE auxiliary-loss normalization is unrelated to broad tokenizer-version behavior changes." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenizer specials, but BigBird mask-token registration and mdeberta BOS/EOS insertion are distinct tokenizer bugs." + "reason": "BigBird special-token registration problem is different from mdeberta-v3 add_special_tokens BOS/EOS regression." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both touch TF backend handling, but undefined tf backend and tensorflow_text backend mapping errors are different issues." + "reason": "TensorBoard without TensorFlow backend error is unrelated to tensorflow_text backend mapping error." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "Custom model initialization break in v5 is not the same as FSDP_CPU_RAM_EFFICIENT_LOADING being broken." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration and DiaConfig token-ID persistence are separate mechanisms." + "reason": "BigBirdTokenizer special-token decode bug and DiaConfig token-ID loss on save/load are different issues." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized-embedder dtype casting are unrelated." + "reason": "RT-DETR feature-level mismatch is unrelated to Gemma4 dtype casting for quantized vision/audio embedders." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/cache, but chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different code-path bugs." + "reason": "Chunked generation with compiled forward and xLSTM recurrent-state reset are different code paths and failures." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + "reason": "Qwen2-VL multi-GPU training request is unrelated to GenerationMixin import error." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video input regression in Qwen models is not the same bug as num_labels propagation in Qwen3.5 configs." + "reason": "Video-input regression for Qwen models is not the same as num_labels propagation in Qwen3.5 config." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVision hidden_states output and xLSTM train-mode unpacking are different model-specific failures." + "reason": "CLIPVisionModel hidden_states regression is unrelated to xLSTM train-mode unpacking crash." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "One is missing hidden_states in CLIPVisionModel, the other mis-populates hidden_states in VideoPrism output." + "reason": "CLIPVisionModel hidden_states bug and VideoPrism hidden_states misassignment affect different models and outputs." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but clean_up_tokenization_spaces behavior and CodeLlama leading-space round-trip are different bugs." + "reason": "Tokenization-space cleanup behavior in v5 is not the same as CodeLlama leading-space round-trip regression." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype staying float32 are unrelated." + "reason": "gguf_file loading breakage is unrelated to Blip2 dtype remaining float32 after half/bfloat16 load." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both mention training, but _gpu_broadcast_one NoneType and Qwen2-VL multi-GPU training are different distributed issues." + "reason": "Trainer gpu_broadcast NoneType error is a different training bug than Qwen2-VL multi-GPU support." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert on auto device mapping and compiled chunked generation inconsistency are separate problems." + "reason": "Qwen3 auto device-mapping cuda assert and chunked generation compiled-forward inconsistency are different problems." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head serialization inconsistency and sinq quantized save/load breakage are different persistence bugs." + "reason": "lm_head.weight serialization inconsistency is unrelated to sinq quantized model save/load breakage." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to the CustomTrainer.compute_loss signature change." + "reason": "Qwen2-VL multi-GPU training topic is unrelated to CustomTrainer compute_loss signature change." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Both involve flash-attention, but one is a Qwen3.5 generation correctness bug and the other is a long-context performance regression." + "reason": "Qwen3.5 flash-attention generation bug and FA2 long-context performance regression are different symptoms and likely different causes." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked compiled generation and flash-attention generation are not the same underlying defect." + "reason": "Chunked generation inconsistency with compiled forward is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field loading for Beit and Bamba torch.compile/SDPA failure are unrelated." + "reason": "Beit pretrained-load legacy-field bug and Bamba torch.compile+SDPA failure are model-specific but unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "MoE auxiliary-loss normalization is not the same as DeepseekV3MoE diverging from remote implementation." + "reason": "MoE auxiliary-loss normalization bug is not the same as DeepseekV3MoE diverging from remote implementation." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "A dependency version bump being unavailable on PyPI is unrelated to a PEFT + DeepSpeed checkpointing error." + "reason": "PEFT version pin mismatch is unrelated to checkpoint error with PEFT + ZeRO-3 + gradient checkpointing." } ] }, @@ -8383,8 +8386,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -8470,9 +8473,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -8673,8 +8676,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -8765,9 +8768,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -8992,8 +8995,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -9082,9 +9085,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -9297,8 +9300,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -9385,9 +9388,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -9594,8 +9597,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -9684,9 +9687,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -9988,14 +9991,14 @@ "issue:44360|issue:44561", "issue:45459|issue:46234" ], - "prepared_review_unit_hash": "0046d83b31270f7dcab35888593097af28cd479ea50c7a1f5ad2878de7bbcfe7", + "prepared_review_unit_hash": "010d13bc1f134da5a730aec2dca369d1d43b3d92b8af11a0d0501f8e367558e3", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -10010,156 +10013,156 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a heterogeneous mix of unrelated issues. Only one soft pair is a clear duplicate: the two identical Qwen3.5 MoE from_pretrained regression reports.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45310 is the earlier, more detailed report of the same `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error` regression; issue:45478 is a later duplicate with the same title and problem.", + "summary": "This cluster is mostly a set of unrelated bug reports. The only near-duplicate pair is the Qwen3.5 MoE from_pretrained reports (45310/45478), which appear highly similar based on matching titles and close timing, but the evidence shown is not enough to call them an exact duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier of the two highly similar Qwen3.5 MoE from_pretrained reports; 45478 looks like a likely duplicate, but the packet only shows matching titles, so the duplicate relationship should be treated as probable rather than explicit.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest canonical issue candidate because it is the clearest exact duplicate target and has the fuller description of the shared Qwen3.5 MoE loading failure.", + "best_issue_reason": "Issue 45310 is the strongest representative bug report in the set because it matches 45478 closely and appears to describe the same Qwen3.5 MoE loading failure, making it the best canonical anchor for that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Both are loading-related, but one is a local-path warning and the other is a GLM-4.7-Flash test loading failure; different bugs." + "reason": "Both are model-loading related, but they describe different failures and different models; no evidence they share the same underlying bug." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different models, different code paths, and different failure modes (v4/v5 output drift vs recurrent state reset)." + "reason": "Different bugs in different code paths: Pegasus output drift vs Qwen3.5 recurrent-state reset." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM for Sam3Video is unrelated to Swin2SR image over-padding." + "reason": "One is a CUDA OOM issue and the other is an image over-padding bug; unrelated symptoms and fixes." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templating, but one crashes on tool-call assistant messages and the other concerns `continue_final_message` behavior for mistral_common tokenizers." + "reason": "Both concern chat templating/tokenizers, but they are different concrete failures with different triggers and behaviors." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading regression for Llama 3.2 Vision is unrelated to token-embedding reinitialization after resize." + "reason": "Model loading failure for Llama vision is unrelated to the token-embedding reinitialization bug." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both are MoE/attention-related runtime issues, but the concrete code paths differ: flash attention aux handling vs CPU-offload rotary embedding." + "reason": "Different model-specific runtime problems in different code paths; not the same defect." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent mismatch and unexpected position-id keys are unrelated bugs." + "reason": "DAC latent decoding mismatch and unexpected position-id key warnings are unrelated." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different image-processor/documentation problems; no shared underlying defect." + "reason": "Documentation/example errors for SigLIP2 are not the same bug as the BeitImageProcessorFast reduce_labels regression." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same general API family, but one is a batching crash with padding=False and the other is an assistant mask bug for multimodal inputs." + "reason": "Same processor family, but one is a crash with batched no-padding input and the other is an all-zero assistant mask bug; too different to treat as the same issue." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Device-mismatch with CPU offload is not the same as float16 AMP loss crashing on CUDA." + "reason": "CPU offload device mismatch and float16 AMP loss crashes are different failure modes." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and `_gpu_broadcast_one` NoneType support are unrelated." + "reason": "An unclear error message in LayoutLMv3 is not the same issue as a TypeError from _gpu_broadcast_one." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/example issues are unrelated to unexpected position-id keys across many models." + "reason": "A docs/example issue and a position-id key regression are unrelated." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported `center` arg in a feature extractor is unrelated to Gemma4 PLE device-map mismatch." + "reason": "These are different model/runtime problems with no shared concrete code-path defect." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to trainer broadcast type errors." + "reason": "Tokenizer spacing behavior is unrelated to the Trainer broadcast TypeError." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Dtype drift between train/eval and a v5 pipeline error message are unrelated." + "reason": "A dtype change across train/eval and an incorrect pipeline error message are unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are different failures." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are different bugs." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading in BitNet and a stale CI test in GraniteSpeech do not share the same bug." + "reason": "A BitNet loading failure and a stale CI device-override test are not the same issue." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output differences are unrelated to Deepseek tokenizer regression." + "reason": "Different tokenizer/model regressions affecting different model families." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Old DistilBert issue and torch.jit generator-expression export error are unrelated." + "reason": "German DistilBertModel and a torch.jit.script GeneratorExp limitation are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title, same model family, same `transformers>=5.4.0` from_pretrained regression; clear duplicate." + "reason": "These look like highly similar Qwen3.5 MoE from_pretrained failures with identical titles and close timing, so they are likely duplicates; however, the evidence shown supports 'likely duplicate' more than 'exact duplicate'." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Checkpoint-resume iterator failure and FineWeb training not starting are too different to be the same defect." + "reason": "Resume-from-checkpoint epoch iterator failure is not the same as FineWeb SLM training not starting." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to MacOS bus error with a CLIP model." + "reason": "Different errors in different environments and components." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different mixed-precision issues in different models and subsystems." + "reason": "Both involve dtype mismatches, but they affect different models/code paths and do not look like the same bug." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 is not the same as unexpected position-id keys." + "reason": "Unexpected zero probabilities and unexpected position-id keys are not the same underlying problem." }, { "left": "issue:42490", @@ -10171,28 +10174,28 @@ "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure and qwen3_omni_moe feature-length helper behavior are different bugs." + "reason": "A torch.compile SDPA failure is unrelated to the qwen3_omni_moe feature-length helper bug." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA ReLU discussion and removal of `is_torch_fx_available` breaking remote-code models are unrelated." + "reason": "A DSA indexer architecture discussion is unrelated to the v5 import-helper removal regression." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and missing import_utils availability helper are different issues." + "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary stays conservative, and the only accepted soft pair (issue:45310 / issue:45478) is well-supported by the identical title and matching Qwen3.5 MoE from_pretrained regression. The remaining pairs are reasonably judged unrelated or at least not clearly the same bug." + "accept": false, + "feedback": "The pairwise rejections are generally conservative, but the writeup overstates the evidence for the 45310/45478 relationship. In the packet we only see identical titles and no explicit duplicate link or body text, so calling them an \"exact duplicate\" and asserting the same underlying regression is stronger than the evidence shown. Please soften that to \"likely duplicate\" or \"highly similar\" unless you have direct duplicate linkage." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -10205,8 +10208,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -10296,9 +10299,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -10517,8 +10520,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -10607,9 +10610,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -10914,14 +10917,14 @@ "issue:46121|issue:46399", "issue:43316|issue:47312" ], - "prepared_review_unit_hash": "fa0a6ec088e490aa80b3152daf2a482bd9b65895d9f1f86766f14a8f7abd04a2", + "prepared_review_unit_hash": "038d6c9e46c89d9606e53faf8201fd27b442c627b7fca8fd3ed8a6b3a9d54ab3", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -10936,192 +10939,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug or change; most pairs only share a broad model family or subsystem name (e.g. Qwen, Gemma, Flash Attention, tokenizer) but describe different failures and code paths.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44514 is the most concrete, self-contained bug report in this set, with a specific crash condition, clear affected class, and a focused code path.", + "summary": "This cluster is highly heterogeneous: the paired issues are about different models, configs, tokenizer behavior, memory/runtime failures, and FA2/quantization/processor bugs. I found no convincing duplicate groupings; all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span many unrelated subsystems and bug classes, so there is no safe canonical issue here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest standalone issue for triage because it is narrowly scoped, reproducible, and directly actionable.", + "best_issue_reason": "No issue is a strong global representative. Issue 46640 is the broadest/openest title, but it is too vague and not related enough to the rest of the cluster to serve as a true canonical target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "Different failures in different areas: BeitImageProcessorFast label reduction vs VL placeholder handling." + "reason": "Different bugs in different flows: BEiT image label reduction vs VL image placeholder handling." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma processor import error vs flash_attention sinkless-model crash; unrelated code paths." + "reason": "Gemma 4 processor import/dependency failure is unrelated to a flash-attention crash on sink-less models." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor missing attribute vs DiffusionGemma pipeline output issue; not the same bug." + "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a diffusion generation output/pipeline failure." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeek MoE implementation divergence vs D-FINE auxiliary-loss behavior; unrelated model bugs." + "reason": "Completely different models and failure modes: DeepSeek MoE divergence vs D-FINE auxiliary losses." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding-window failure are different issues." + "reason": "Same family, but one is a missing config attribute and the other is a sliding-window bug in Qwen3-MoE." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer load failure vs dtype mismatch in bfloat16 inference; no shared concrete code path." + "reason": "Tokenizer load failure and dtype mismatch are different code paths and different models." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs Whisper empty transcription crash after token alignment." + "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription behavior after align_special_tokens." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer protobuf error masking vs leftover dummy class cleanup; unrelated." + "reason": "Tokenizer error masking from protobuf handling is unrelated to leftover dummy PT classes and repo check failures." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings in sliding-window batching." + "reason": "Runtime post-processor updates in TokenizersBackend are unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct defects." + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but not the same concrete bug." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR memory release/leak issue vs SAM3 LiteText memory overflow; different models and failure modes." + "reason": "One is a memory leak on deletion; the other is an overflow while running sam3-litetext." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma, but one is an import/dependency problem and the other is a processor attribute bug." + "reason": "Different Gemma 4 loading bugs: missing import dependency vs missing _tokenizer attribute." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error vs stale paged-generate warning; unrelated." + "reason": "Category-count limit error is unrelated to a stale generate() warning." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs Adafactor OOM in deepspeed; different subsystems." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an Adafactor/DeepSpeed OOM." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma processor import breakage vs protobuf tokenizer error masking; no shared bug." + "reason": "Gemma 4 processor import failure and protobuf-related tokenizer error masking are different problems." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long OCR index error." + "reason": "Both involve vision/ocr-style inputs, but the bugs are different: label reduction vs long OCR index error." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer OOM vs model loading regression; unrelated." + "reason": "Different symptoms and subsystems: optimizer OOM vs model-loading regression for Llama 3.2 Vision." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Generic FA2 topic overlap only; no evidence of the same concrete issue." + "reason": "Both are generic Flash Attention 2 issues, but there is no evidence they describe the same concrete bug." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "FA2 on XLMRoberta vs LayoutLMv3 box-validation error message; different bugs." + "reason": "XLMRoberta Flash Attention 2 support is unrelated to LayoutLMv3 box-validation error messaging." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Training OOM with Adafactor/deepspeed vs embedding reinitialization after resize." + "reason": "DeepSpeed optimizer OOM is unrelated to embedding reinitialization in post_init." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Image processor label reduction vs FA2 long-context performance regression." + "reason": "BEiT label handling and FA2 long-context performance regression are different issues." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific import error for a missing export vs generic dependency issue; too broad to be the same bug." + "reason": "Qwen2.5-VL import failure is too specific to merge with a vague dependency issue." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 bad inference results vs SAM3 memory overflow; unrelated." + "reason": "SigLIP2 wrong inference outputs and SAM3 memory overflow are unrelated bugs." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs quantization offloading not working." + "reason": "Gradient checkpointing in eval mode and offloading/quantization behavior are different runtime concerns." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetr float16/CUDA crash vs flash_attention s_aux=None AttributeError." + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight shape mismatch; different models and errors." + "reason": "Qwen3MoE FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sinkless crash vs TimesFM window_size AttributeError; no overlap beyond generic runtime failure." + "reason": "Flash Attention integration crash and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids." + "reason": "Both are Qwen2.5-VL related, but one is batched chat template padding behavior and the other is video vision_position_ids." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation TypeError with JSON-loaded list vs Qwen3.5 kernel registration failure." + "reason": "RoPE validation TypeError from JSON-loaded lists is unrelated to the missing decorator/kernel registration crash." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs kernel compatibility issue; unrelated." + "reason": "Gemma3TextConfig API discrepancy is unrelated to kernel-version incompatibility." } ] }, @@ -11223,14 +11226,14 @@ "issue:43701|issue:46506", "issue:43606|issue:43701" ], - "prepared_review_unit_hash": "2bd03fe22acb0a065d525f91c583d8491c0b9410d0da19841ce0c7a9a9c8e648", + "prepared_review_unit_hash": "e33ec3862ac0918664f33ed4d859e18eedb43db3605c163e38ae7fda278d3172", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -11245,174 +11248,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: the soft pairs mostly link unrelated issues across different models, features, and subsystems. I rejected every soft edge because none appear to describe the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue is appropriate here because the items are heterogeneous and the proposed soft pairs do not collapse to one shared root cause.", + "summary": "These are mostly unrelated issue reports that only share broad subsystem or version-regression language; none look like true duplicates of the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43701 is the most central item in the soft-pair graph and a concrete bug report, so it is the best anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally suitable as a canonical representative; the cluster spans unrelated problems, so any single issue would be arbitrary.", + "best_issue_reason": "issue:43701 is the most connected and specific issue here, but the overall set is too heterogeneous to form a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different areas and failure modes: tokenizer loading for FastSpeech2Conformer vs Perceiver image classification padding/interpolation." + "reason": "Different models and failures: tokenizer loading vs Perceiver image classification resolution handling." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both touch audio processing, but one is a chat-template sampling-rate default and the other is an unsupported `center` argument in a feature extractor." + "reason": "Both touch audio, but one is chat-template sampling rate and the other is an unsupported feature extractor arg." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Unrelated bugs: Qwen3.5 recurrent-state caching vs Whisper `batch_decode()` ignoring `skip_special_tokens`." + "reason": "Unrelated code paths: Qwen recurrent-state caching vs Whisper batch_decode token handling." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Both involve image/video preprocessing math, but they are distinct model-specific bugs with different code paths and symptoms." + "reason": "Different vision bugs: Qwen2.5-VL rope indexing vs Swin2SR over-padding." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "`Transformers 5.0.0` custom model init breakage is a broad API regression; `patchtsmixer` `post_init` is a specific model-configuration policy issue." + "reason": "Both are initialization-related, but one is a broad v5 custom-model init break and the other is a model-specific post_init policy issue." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the category-count `RuntimeError`." + "reason": "Different problem domains: flash-attention generation bug vs category-count limit error." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden-state regression and Qwen3_5Moe CPU-offload rotary embedding incompatibility are different code paths." + "reason": "Different models and runtime paths: CLIPVision hidden_states regression vs Qwen3.5Moe CPU-offload incompatibility." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading/unpacked-weights bug is unrelated to tokenizer loading for FastSpeech2ConformerTokenizer." + "reason": "Different layers of the stack: BitNet accelerated loading vs tokenizer class loading." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backends issue for TensorFlow in `.[torch]` install is unrelated to a missing `is_falcon_mamba_ssm_available` import utility." + "reason": "Separate packaging/backend issues involving different optional dependencies." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen recurrent-state reset are different bugs in unrelated subsystems." + "reason": "Local path import warning is unrelated to Qwen recurrent-state reset." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to BART generate-time `decoder_attention_mask` initialization." + "reason": "Both are generation-related, but the actual bugs are distinct model/attention vs decoder mask initialization issues." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "`patchtsmixer` `post_init` policy and Qwen video-input regression are unrelated model-specific issues." + "reason": "Different regressions in different models: post_init validation vs video-input handling." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos-token configuration mismatch do not share the same bug." + "reason": "Quantized offloading behavior and eos_token_id config mismatch are not the same bug." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 HF-vs-JAX implementation discrepancy is unrelated to documentation still referencing removed pipelines." + "reason": "One is a model parity discrepancy; the other is outdated documentation after pipeline removals." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "`trust_remote_code` missing fields in `AutoConfig` and GPTNeoX rotary_pct reload persistence are separate config bugs." + "reason": "Both involve config persistence, but one is missing fields with trust_remote_code and the other is rotary_pct resetting on reload." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both relate loosely to multimodal config handling, but one is an API discrepancy in `Gemma3TextConfig` and the other is `from_config` not unwrapping `text_config`." + "reason": "Related only at a high level; one is Gemma3 config API inconsistency, the other is AutoModelForCausalLM unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to `list_repo_files` failing to forward `revision`." + "reason": "Tokenizer AddedToken duplication is unrelated to list_repo_files revision forwarding." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline `top_k` nesting bug is unrelated to an ImportError about missing PyTorch." + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch dependency import errors." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal loading regression and DeepSeekV3MoE divergence from remote implementation are different model-specific issues." + "reason": "Different models and symptoms: loading Phi-4 multimodal vs DeepSeekV3MoE implementation divergence." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "`Gemma3TextConfig` API mismatch and missing `pad_token_id` on `Llama4Config` are not the same defect." + "reason": "Both are config/API complaints, but one is a general Gemma3TextConfig discrepancy and the other is a missing pad_token_id attribute in Llama4Config." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL weight-shape mismatch are distinct loading problems." + "reason": "One is FSDP CPU RAM efficient loading; the other is a Qwen3-VL weight-shape mismatch during model loading." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 and a backend-mapping error for `tensorflow_text` are unrelated." + "reason": "A model-loading regression and a backend-mapping error are unrelated." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume-from-checkpoint key mismatch." + "reason": "torch.compile/SDPA failure is a different code path from resume_from_checkpoint key mismatch." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 TorchScript parsing/indentation issue in DebertaV2Model is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 import/parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "`3d_parallel.py` execution failure and Qwen2-57B-A14B-Instruct tensor-parallel OOM are different operational problems." + "reason": "A runnable script issue and an OOM during tensor-parallel model loading are different failures." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "resume-from-checkpoint key mismatch is unrelated to PPDocLayoutV3 CPU/CUDA result divergence." + "reason": "Checkpoint key mismatch is unrelated to CPU/CUDA numerical divergence." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU-offload device mismatch for bark-small is unrelated to resume-from-checkpoint key mismatch." + "reason": "CPU offload device mismatch is a different runtime bug than resume_from_checkpoint key handling." } ] }, @@ -11514,14 +11517,14 @@ "issue:45803|issue:46365", "issue:43352|issue:46640" ], - "prepared_review_unit_hash": "fed7c78fcce59b4cb61b1ea9346c3dfef44d9859ad44dbef84db94625c439d71", + "prepared_review_unit_hash": "613d5c027a70e3b6ee7acba073077c8a670df74998e0b2b1fc92ab2761a95387", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -11536,181 +11539,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No pair looks like a true duplicate or mergeable PR-equivalent. The soft matches are mostly superficial title similarity across different bugs, models, or code paths.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue is supported here: the candidate issues span unrelated subsystems and failure modes, so there isn't one underlying bug to consolidate around.", + "summary": "Mostly unrelated issue reports with one likely duplicate-style pair around ModelOutput key handling. I\u2019d keep 44079 as the representative issue for that root cause.", + "confidence": 0.92, + "canonical_issue_reason": "44079 is the most generic root-cause report in the cluster: a ModelOutput key-assignment bug that plausibly explains the downstream regression seen in 43761.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest general representative by activity and inbound references, but it is still not a duplicate hub for the rest of the set.", + "best_issue_reason": "44079 is the clearest and broadest issue to anchor the cluster because it describes the underlying behavior rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Both are model-loading failures, but one is TP/OOM on Qwen2-57B and the other is a KeyError on MobileLLM-125M; different bugs and code paths." + "reason": "Different loading failures in different model families; no shared code path or fix surface is evident." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen-family loading/saving, but one is a weight-shape mismatch and the other is a save_pretrained regression; not the same defect." + "reason": "Both are Qwen-related, but one is a VL shape-mismatch load error and the other is a save_pretrained regression; too different to treat as the same bug." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "A dataset-loading script failure is unrelated to an unrecognized model/config.json error." + "reason": "Unrelated: dataset loading in a training script vs unrecognized model/config loading." }, { "left": "issue:43761", "right": "issue:44079", - "accept": false, - "reason": "One is CLIPVisionModel returning hidden_states=None; the other is a general ModelOutput key-assignment bug. Related area, different underlying issue." + "accept": true, + "reason": "These line up on the same underlying ModelOutput/field-population bug: 43761 is a specific symptom, and 44079 describes the generic key-assignment failure." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to a Trainer broadcast TypeError." + "reason": "Different problems in different execution paths: Flash Attention support vs Trainer GPU broadcast error." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and a tensor-conversion exception swallow bug are unrelated." + "reason": "Tokenizer loading failure and a tensor conversion exception handler bug are unrelated." }, { "left": "issue:42490", "right": "issue:47276", "accept": false, - "reason": "Both mention warnings, but one is a local-path import warning and the other is a synced_gpus message in continuous batching; different problems." + "reason": "Both are warning-message issues, but they concern different warnings and different subsystems." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "One is an output field mismatch in VideoPrism classification; the other is dtype casting for Gemma4 quantized embedders." + "reason": "Different model-specific bugs: output field mix-up vs quantized embedder dtype casting." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "A processor/tokenizer API regression is not the same as an eos_token_id config inconsistency." + "reason": "One is a v5 regression in custom multimodal code paths; the other is an eos_token_id configuration inconsistency." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden-states output regression and attention-kernel divergence under torch.compile are separate bugs." + "reason": "ModelOutput regression vs attention-kernel divergence under torch.compile; not the same underlying issue." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwarg syncing after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + "reason": "Generation kwargs sync bug and metric-gathering last-batch truncation are distinct." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Different model families and different failure modes: eos_token_id config vs Whisper empty-transcription generation." + "reason": "Both involve special-token/eos behavior, but the reported failures and affected models differ too much to merge as one bug." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom model init regression and a pipeline error-message bug do not share the same code-path problem." + "reason": "Custom multimodal regression and pipeline translation warning are unrelated." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx import." + "reason": "Unrelated questions/problems: max length behavior vs missing transformers.onnx module." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are different issues." + "reason": "Different model APIs and a dtype mismatch; no common bug." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal/template-related, but one is assistant_masks generation and the other is image-placeholder handling in user text; not the same bug." + "reason": "Both are multimodal/template-related, but one is assistant-mask generation and the other is placeholder parsing failure; not clearly the same bug." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are separate serialization problems." + "reason": "Both concern save/load workflows, but one is dequantized model saving and the other is custom-module loading after save_pretrained." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "A broad Transformers 5 custom-model init break is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Broad v5 initialization breakage vs a GPTNeoXConfig field not persisting; different root causes." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Both are import-related, but one is a missing availability helper and the other is a kernels version/revision requirement in pipelines." + "reason": "Missing utility import and kernels package version/revision import failure are unrelated." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breakage is unrelated to an unrecognized model/config.json error." + "reason": "Different loading failures: gguf_file handling vs missing model_type in config." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "An optional post_init policy issue is not the same as non-persistent buffers being filled with junk." + "reason": "PatchTSMixer post_init policy and non-persistent buffer corruption are different issues." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "An eos_token_id mismatch and a quantized save/load regression are different defects." + "reason": "Both affect save/load metadata, but one is eos-token config mismatch and the other is quantized-model persistence." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both touch chunked generation/compile behavior, but one is inconsistent outputs and the other is spurious recompilation from cache initialization; not the same bug." + "reason": "Both mention chunked/compiled generation, but one reports inconsistent outputs while the other reports spurious recompilation." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention support for Ministral-3 are separate model issues." + "reason": "Related model names, but one is a weight-tying bug and the other is Flash Attention support; different fixes." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + "reason": "Unrelated model breakage and a failed janus test case." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "A Fuyu tensor-conversion bug is unrelated to importing Trainer being blocked by datasets." + "reason": "Tensor conversion exception handling vs importing Trainer; no shared bug." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "A model-specific Flash Attention 2 incompatibility is not enough to merge with a vague generic Flash Attention 2 issue." + "reason": "Both mention Flash Attention 2, but one is a model-specific unsupported feature while the other is a generic open issue without the same concrete failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it treats most pairs as unrelated, and the one accepted pair (43761/44079) is framed cautiously as a plausible shared ModelOutput/key-assignment bug rather than a certain duplicate. I didn\u2019t see any soft-edge verdicts that overstate the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11804,14 +11810,14 @@ "issue:44792|issue:45405", "issue:44855|issue:45588" ], - "prepared_review_unit_hash": "4375bb9b9a981be631556a665a841f92cb83640f0ef28e382f0381223a92dec0", + "prepared_review_unit_hash": "8e27176fe1f7bd193ba32f559d4ea320754e9c1cb38e5d5e88ffdeb449a1cd97", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -11826,168 +11832,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated issues that only share broad subsystem/themes (pipelines, VL models, caching, config/loading). I found no soft-edge pair that is the same underlying bug or change, so all candidate duplicate links should be rejected.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that are only superficially similar by subsystem or model family. None of the listed soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", "confidence": 0.95, - "canonical_issue_reason": "issue:45698 is the strongest representative of the set: it has the highest discussion/inbound activity and describes a concrete, broadly impactful loading bug with a clear code-path failure.", + "canonical_issue_reason": "issue:47217 is the broadest and most representative of the recurring VL-input failures in this set, but the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best single issue here because it is specific, high-signal, and appears to affect model loading behavior in a user-visible way with broader fallout than the others.", + "best_issue_reason": "issue:47217 is the best single issue to anchor the cluster because it is open, general, and describes a user-facing VL input-path failure more broadly than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Same family (SAM3) but different failures: a dummy layer choice in PixelDecoder vs CUDA OOM in Sam3Video." + "reason": "Both touch SAM3, but one is about a dummy Conv2d and the other about CUDA OOM; different problems and fixes." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different models and code paths: Qwen3OmniMoe video processing vs Qwen2.5-VL batched chat-template padding crash." + "reason": "Different code paths: video input processing in Qwen3OmniMoe vs batched chat template handling in Qwen2_5_VLProcessor." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: OmDet-Turbo input sizing mismatch vs Sam3-LiteText memory overflow." + "reason": "One is an image-size mismatch in OmDet-Turbo processor, the other is a memory overflow in sam3-litetext." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated bugs: StableLmConfig missing pad_token_idx vs a backend registration error for tensorflow_text." + "reason": "Unrelated issues: StableLmConfig missing pad_token_idx vs backend mapping error for tensorflow_text." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Both are VL-related, but one is video position IDs and the other is image-placeholder handling in user text; not the same bug." + "reason": "Both are VL-related, but one is a wrong vision_position_ids bug in qwen2.5-vl video input and the other is an image-placeholder handling failure; not the same defect." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: Janus image-generation test vs Qwen3.5 flash-attention generation issue." + "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different model/code-path issues." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "No shared underlying change: TensorBoard/TensorFlow backend setup vs a missing import_utils availability helper." + "reason": "TensorBoard backend installation error is unrelated to a missing import_utils helper." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve loading/saving, but one is a BEiT legacy-field preset load failure and the other is wrong custom-module resolution after save_pretrained." + "reason": "BEiT legacy field loading and wrong custom-module loading after save_pretrained are different serialization bugs." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Completely different cache-related topics: trust_remote_code cache-path collision vs cache max length only applying to quantized cache." + "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length handling in quantized cache." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "One is a broad video-input regression across Qwen VL variants; the other is a placeholder-in-user-text failure. Related area, not same defect." + "reason": "Both mention VL/video behavior, but the regression in qwen2_5_vl/qwen3_vl is not the same as image-placeholder placement in user text." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus generation test failure and SAM3 auto_mappings CI break are unrelated." + "reason": "A Janus model test failure and stale auto_mappings references are different issues." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Different problems: non-persistent buffers corrupted in v5 vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload loss are separate state/serialization bugs." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both touch training loss, but they affect different models and different loss computations; not a mergeable duplicate." + "reason": "Load-balancing loss omission and CohereASR double-shift training loss are different MoE/training bugs." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline output-shape bug vs XLMRoberta Flash Attention 2 support; no same code-path failure." + "reason": "Pipeline nested-list output and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config pad_token_id omission and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different domains: exception handling in Fuyu tensor conversion vs Windows/ROCm import dependency issues." + "reason": "Bare except swallowing errors is unrelated to Windows ROCm import failures from torch.distributed dependency handling." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Resizing embeddings reinitialization bug is unrelated to local-path slash import warnings." + "reason": "Embedding reinit after resize and trailing-slash local model import warning are unrelated." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "FA2 long-context performance regression is not the same as VL placeholder parsing failure." + "reason": "FA2 long-context performance regression is not the same as VL placeholder handling failure." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Model weight-shape mismatch on load vs incorrect tied-weights warning in Qwen3-Next; different defects." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading/tie-weight bugs." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/extended-vocab collapse and Gemma mm_token_type_ids defaulting are distinct issues." + "reason": "LoRA extended-vocabulary collapse and Gemma 4 mm_token_type_ids defaulting are different issues." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Both involve SAM3/video, but one is processor selecting image processors and the other is a missing output attribute." + "reason": "Video-classification processor choosing image processors and missing fpn_position_embeddings in Sam3VisionEncoderOutput are different bugs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Generation cache omission in chunked_prefill and Qwen3.5 recurrent-state reset are different cache bugs." + "reason": "Chunked_prefill cache missing and recurrent state reset with cache are separate cache/state-management problems." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The titles indicate unrelated topics; no shared underlying bug." + "reason": "A placeholder/placeholder-ish issue named ADD THE DATA is not the same as Gemma pipeline roundtrip failure on \u2581." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script vs loading a multimodal model preset are unrelated." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "A Janus test failure and a minimum-version packaging issue are clearly different." + "reason": "Local dataset loading in a training script and Phi-4 multimodal model loading failure are unrelated." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing error in DebertaV2Model vs flash_attention sink-less model crash; different code paths." + "reason": "Python 3.13 IndentationError in DebertaV2Model import and flash_attention.py AttributeError on s_aux=None are different bugs." } ] }, @@ -12091,14 +12091,14 @@ "issue:44479|issue:44734", "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "58565940ef35a2fe38469c20972e0b23859b1044a17103ae9a172c25de306fed", + "prepared_review_unit_hash": "c1ae84eea7608fa5b84d4d903b2382669d8208022fe576e27e45dc5df0a89415", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -12113,175 +12113,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly loose topical similarities, not true duplicates. They span unrelated subsystems and failure modes, so I reject every soft edge.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue emerges: the items are heterogeneous and do not form one underlying bug cluster.", + "summary": "This is mostly a heterogeneous set of issues with only one plausible duplicate-style pair around trust_remote_code cache handling. The rest are thematically similar at a high level but point to distinct bugs in different code paths or components.", + "confidence": 0.76, + "canonical_issue_reason": "Use issue:45632 as the representative because it is the more specific report of the cache-path bug; issue:46617 looks like a downstream symptom of the same trust_remote_code cache resolution problem.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for duplicate triage; there is no shared root cause across the set, so any choice would be arbitrary.", + "best_issue_reason": "Issue:45632 is the clearest standalone root-cause report in the only likely duplicate pair, with a concrete description of the cache collision mechanism.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "One is a metric-gathering bug with tuple labels; the other is auxiliary-loss normalization. Different code paths and symptoms." + "reason": "Different bugs: metrics label gathering vs MoE auxiliary-loss normalization." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate() mask initialization vs embedding resize/post_init reinitialization are unrelated bugs." + "reason": "Generation-time UnboundLocalError and embedding reinitialization on resize are unrelated." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Config validation for head_dim is unrelated to image processor over-padding." + "reason": "Config validation for head_dim is unrelated to image over-padding in the processor." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() after removals is not the same as a SigLIP2 model/pipeline correctness bug." + "reason": "Docs still mentioning pipeline() is not the same as a model/pipeline producing nonsensical results." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype, but they concern different models and different casting failures; not the same concrete bug." + "reason": "Both involve dtype handling, but one is a bfloat16 inference mismatch and the other is quantized vision/audio embedder casting." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count overflow and cache sequence-length tensor arithmetic are unrelated." + "reason": "Category-count overflow and cache length tensor arithmetic are different failures." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug vs config round-trip issue; different mechanisms." + "reason": "Non-persistent buffer junk on init is a different issue from config values reverting on reload." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer creation logic and a Python 3.13 import/IndentationError are unrelated." + "reason": "Sparse-layer creation logic and a Python 3.13 script parsing error are unrelated." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription decode crash are different bugs." + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription decoding are different problems." }, { "left": "issue:46399", "right": "issue:47312", "accept": false, - "reason": "Kernel registration missing decorator vs kernels version incompatibility are related only broadly, not the same fixable code-path bug." + "reason": "Missing decorator registration and kernels 0.16 incompatibility are not the same concrete bug." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache tensor indexing in serve is unrelated to a missing processor attribute." + "reason": "KV-cache indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are different areas and failure modes." + "reason": "Whisper trailing-replacement-character decode crash and RT-DETR feature-level mismatch are distinct." }, { "left": "issue:45632", "right": "issue:46617", - "accept": false, - "reason": "Both involve trust_remote_code cache loading, but one is cache-path collision and the other is FileNotFoundError; not clearly the same bug." + "accept": true, + "reason": "Both point to the same trust_remote_code cache-path resolution bug: one reports leaf-directory collision, the other the resulting FileNotFoundError when loading from cache." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention auxiliary-state handling and xLSTM return-value unpacking are unrelated." + "reason": "flash_attention.py s_aux=None crash and xLSTM return-value unpacking mismatch are different code paths." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Video position IDs in Qwen2.5-VL and memory overflow in Sam3-litetext are not the same underlying issue." + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are unrelated failures." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert during auto device mapping is unrelated to the category limit runtime error." + "reason": "Auto device-mapping CUDA assert and category-limit overflow do not share a concrete root cause." }, { "left": "issue:43827", "right": "issue:47321", "accept": false, - "reason": "Documentation cleanup and an AMD quark class update issue do not share the same code-path bug." + "reason": "Documentation cleanup after pipeline removals is unrelated to the AMD quark class update." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." + "reason": "torch.compile SDPA failure in Bamba and local dataset loading are unrelated." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k output nesting and BART decoder mask assignment are different generate/evaluation bugs." + "reason": "Pipeline top_k nesting behavior and BART decoder-mask initialization are different generation bugs." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash test loading problem and Janus image-generation test failure are separate model-specific issues." + "reason": "Model-loading test failure for GLM-4.7-Flash and Janus image-generation test failure are distinct." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning in paged generate() is not the same as a Whisper empty-transcription crash." + "reason": "A stale warning for num_return_sequences is not the same as Whisper empty transcription crashing." }, { "left": "issue:39692", "right": "issue:47321", "accept": false, - "reason": "SigLIP2 docs/example failures and AMD quark class updates are unrelated." + "reason": "SigLIP2 docs/example errors and AMD quark class updates are unrelated." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both touch video preprocessing, but one is wrong vision_position_ids and the other is incorrect padding calculation; different fixes." + "reason": "Both concern video processing, but the reported bugs are different: wrong vision_position_ids vs incorrect padding calculation." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Auxiliary-loss omission and double-shift training loss are both loss bugs but in different models and different logic." + "reason": "Load-balancing loss omission and Florence2 double-shift are different training-loss bugs." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor resolution mismatch are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor size mismatch are unrelated model/processor issues." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + "reason": "Missing import from image_utils and Qwen3.5 chat crashing are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and local dataset loading are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory problems, but they are different models and failure modes; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and serve KV-cache indexing crash are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch and local dataset loading are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted soft-edge pair is plausibly related from the titles alone, and the rejected pairs are generally justified by distinct bugs/components rather than vague thematic overlap." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12377,14 +12404,14 @@ "issue:44938|issue:45542", "issue:44496|issue:47217" ], - "prepared_review_unit_hash": "508d078bc648f2e9fb5cc9a9d0e9968e4199d4d071e60adc788804dba12ed6f3", + "prepared_review_unit_hash": "3c63ac4ea56b605664adc20b92ab0d97d3145dc1650aaad9c12bcd2d3625a145", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -12399,166 +12426,163 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated issue reports. I only see one likely duplicate pair: the two DeepSeek tokenizer regressions in v5. The rest differ by model family, subsystem, or failure mode, so they should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "This set is heterogeneous: the soft-similarity pairs mostly share broad themes (tokenizers, chat templates, cache/prefill, model loading, CI), but not the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set; the items span unrelated bugs and features rather than duplicates of one underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No clear global best issue exists because this is not a duplicate cluster. The issues are too diverse to use one as the representative canonical report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Both report DeepSeek tokenizer output becoming incorrect on transformers v5+, affecting the same tokenizer code path; the second looks like a model-specific manifestation/gap of the same regression." + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions in v5, but they refer to different model variants and not the same concrete bug." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both involve model/token embedding behavior, but one is a regression around processor/tokenizer access and image input handling while the other is a Gemma4 resize_token_embeddings bug." + "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior are different code paths." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image-processor bugs: one is label reduction returning only one label, the other is over-padding in Swin2SR." + "reason": "Different image processors with different failures: label reduction vs over-padding." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention cache/chunked prefill, but one is a missing GenerationMixin cache in v5.0.0 and the other is a lazy-init recompilation issue; different failure modes." + "reason": "Both involve cache/chunked prefill, but one is missing cache state and the other is lazy-init recompilation; not the same bug." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 save_pretrained-related, but one is LoRA/extended-vocab collapse and the other is incorrect visual-encoder key serialization." + "reason": "LoRA/vocab merge collapse and incorrect save_pretrained visual encoder keys are distinct issues." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to KV-cache continuation indexing in serve." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings on Gemma4 is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are unrelated bugs." }, { "left": "issue:47145", "right": "issue:47321", "accept": false, - "reason": "FP8 compressed-tensors weight_scale loading and AMD quark class updates are unrelated backend/model-support issues." + "reason": "FP8 weight_scale loading and AMD quark-class updates are different problems." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different missing-model-support paths." + "reason": "Different models and different load failures; no shared concrete code path." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + "reason": "Tokenizer.json selection and list_repo_files revision forwarding are unrelated repository/file-resolution issues." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both touch CI, but one is a stale test and the other is an auto_mappings reference to removed configs." + "reason": "CI failure from a stale GraniteSpeech test is not the same as broken auto_mappings references." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized model due to missing model_type." + "reason": "Missing fields with trust_remote_code and unrecognized model/config.json handling are different config-loading failures." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal chat/template issues, but one is assistant masks and the other is video vision_position_ids; not the same bug." + "reason": "All-zero assistant masks and wrong vision_position_ids are separate multimodal bugs." }, { "left": "issue:43317", "right": "issue:47312", "accept": false, - "reason": "Dequantized model offload failure is unrelated to kernel compatibility with 0.16." + "reason": "Dequantized model offload failure and kernel compatibility are unrelated." }, { "left": "issue:43994", "right": "issue:47321", "accept": false, - "reason": "Siglip2 model/pipeline mismatch is unrelated to AMD quark class maintenance." + "reason": "Siglip2 model output problems are not the same as the AMD quark-class issue." }, { "left": "issue:43644", "right": "issue:47321", "accept": false, - "reason": "Non-persistent buffer initialization corruption is unrelated to AMD quark class updates." + "reason": "Non-persistent buffer initialization and AMD quark updates do not describe the same bug." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to resize_token_embeddings reinitializing output embeddings." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding reinitialization after resize." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both are apply_chat_template crashes, but one is tool-call assistant messages with no content and the other is an empty-list IndexError; different edge cases." + "reason": "Both hit apply_chat_template, but one is tool-call/no-content handling and the other is empty-list indexing." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Import slowness and unsafe sys.modules access are not the same underlying issue." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both concern cache handling, but one is missing cache during chunked prefill and the other is device-tensor seq_length breaking static-cache arithmetic on non-CUDA backends." + "reason": "Both involve cache/prefill, but one is missing cache initialization and the other is device-tensor seq_length arithmetic." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flakiness and a multimodal model-loading failure are unrelated." + "reason": "A CI test regression and a model-load failure are different problems." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is missing TensorFlow in the torch extra backend; the other is a generic dependency issue with transformers." + "reason": "Torch-only install missing TensorFlow backend is not the same as a general dependency issue." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend mismatch." + "reason": "Python 3.14 import/load compatibility and undefined tf backend installation are unrelated." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Missing model_type in config.json is unrelated to VL image-placeholder handling in user text." + "reason": "Unrecognized model config and VL image-placeholder handling are different failure modes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair, issue:44779 vs issue:46489, is plausibly the same DeepSeek tokenizer regression on transformers v5+, and the other rejections are appropriately cautious about differing models, subsystems, or failure modes." - }, - "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 }, @@ -12570,8 +12594,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -12660,9 +12684,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -12966,14 +12990,14 @@ "issue:43644|issue:47145", "issue:43650|issue:46209" ], - "prepared_review_unit_hash": "713f14fe577465cf3c311581a4266d41e9823cae6c92e295c7c6868b1e9cb217", + "prepared_review_unit_hash": "500b9531d16e102a9b41d36e4439dd1dc7f6b5565de57e39c6cc76b68c8fb799", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -12988,186 +13012,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No convincing duplicate cluster here: the soft links are mostly superficial similarity across unrelated Transformers bugs, docs issues, tokenizer regressions, and dependency/import problems. I would not merge any of these pairs.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue is suitable; the items span distinct subsystems and failure modes, so treating any one as the duplicate target would be misleading.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, configs, pipelines, loading/saving, and docs. The soft pairs are only superficially similar, so none look like the same underlying bug or change and none should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the cluster mixes unrelated failure modes and model families; any apparent similarity is usually just a shared subsystem (for example, tokenizers or multimodal configs) rather than the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication: none of the issues appears central to the others, and the similarity scores are driven by generic wording rather than a shared underlying bug.", + "best_issue_reason": "Issue 43824 is the best single issue artifact here because it has the clearest, most reproducible report and active discussion, but it still does not unify the rest of the cluster into one duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they fail in different modules and symbols (`Qwen2_5_VLForConditionalGeneration` vs `image_utils`), so they are not the same bug." + "reason": "Both are import errors, but they involve different missing symbols and different fixes; not the same underlying bug." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different model families and different config mistakes: default multimodal configs on `None` vs a missing `deepstack_visual_indexes` field." + "reason": "Both concern multimodal config handling, but they affect different model families and different fields, so the root cause differs." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Unrelated code paths: token embedding resize propagation for t5gemma vs Whisper empty-transcription generation after special-token alignment." + "reason": "Resize-token-embedding behavior in Gemma/t5gemma is unrelated to Whisper's empty-transcription failure after token alignment." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "One is a model-loading regression, the other is incorrect `save_pretrained` checkpoint serialization; same family but different operation and symptom." + "reason": "One is a model-loading regression, the other is a save_pretrained regression; same family, different code paths and bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for `return_all_scores` is unrelated to `AutoModel`/`config.json` model-type loading failure." + "reason": "Docs wording for return_all_scores is unrelated to config/model-type detection during AutoModel loading." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different regressions in different tokenizers/pipelines: processor/tokenizer image handling vs Deepseek tokenization output." + "reason": "Processor/tokenizer regression with images is a different issue from Deepseek tokenizer output corruption." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency complaint is not the same as bumping `MIN_PEFT_VERSION` to an unreleased version." + "reason": "A generic dependency complaint is not the same as the specific unreleased PEFT version bump problem." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Docs wording for text classification is unrelated to VL models failing when the image placeholder appears in user text." + "reason": "Stale docs for text classification do not match a runtime VL placeholder parsing failure." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Different failures: pipeline choosing an image processor for video classification vs breakage with `remote_code` model loading." + "reason": "Pipeline choosing image processors is a different bug from remote_code model breakage." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation issues, but they concern different examples and different behaviors; not the same underlying bug." + "reason": "Both touch docs, but they cover different examples and different problems; not a duplicate." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to the placeholder issue labeled `ADD THE DATA`." + "reason": "Tokenizer BPE marker handling is unrelated to an undefined request for data." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state is a different bug from fast tokenizer thread-safety regressions." + "reason": "Stale phonemizer backend state and tokenizer thread-safety are distinct concurrency/state bugs." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "A batching/partial-result bug in mask generation does not match a memory overflow when calling sam3-litetext." + "reason": "A partial-batch flag bug is unrelated to a model memory overflow failure." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different objects and operations: Blip2 dtype loading vs Qwen3.5 checkpoint save serialization." + "reason": "Loading dtype initialization bug and incorrect checkpoint serialization are different problems." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different incorrect outputs, so they are not one bug." + "reason": "Both are tokenizer regressions, but they affect different model families and there is no clear shared code path." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling and a `tie_word_embeddings` warning are unrelated." + "reason": "Unused optimizer arguments and a tied-embeddings warning are unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version compatibility for Transformers is unrelated to a PEFT minimum-version bump." + "reason": "Python-version compatibility and an unreleased dependency pin are different release issues." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor selection and Gemma4 PLE device placement are different code paths and symptoms." + "reason": "Video-classification processor selection is not the same bug as Gemma4 device placement mismatch." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied weights is not the same as `resize_token_embeddings` failing to update Gemma4 token embedding modules." + "reason": "Serialization of tied weights differs from resize_token_embeddings not updating architecture-specific embeddings." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token decode failure is unrelated to D-FINE auxiliary-loss behavior." + "reason": "BigBird special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are completely different bugs." + "reason": "Eval-mode gradient checkpointing and RTDetr loss infeasibility are different failure modes." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is a load regression and the other is incorrect saved visual encoder keys; different concrete problems." + "reason": "One is a load-time regression, the other is a save_pretrained key regression; not mergeable as one fix." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Ignoring `tokenizer.json` and crashing in `_patch_mistral_regex` are separate tokenizer issues with different failure modes." + "reason": "AutoTokenizer selecting tokenizer.json and a Mistral regex patch crash are separate tokenizer bugs." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Config validation around `head_dim` is unrelated to missing kernel-registration decorators." + "reason": "Config validation for head_dim is unrelated to missing kernel registration decoration." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Reject: one is a config constraint check, the other is stale `model.config.dtype` after `from_config(dtype=...)`." + "reason": "Reject: one is a config constraint error, the other is stale config.dtype after from_config." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "`HybridCache` import failure is a specific missing symbol; `45278` is a broad upgrade-induced import breakage, not the same concrete bug." + "reason": "A missing exported symbol and broad import errors after upgrade are not the same underlying problem." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different Qwen-related failures: Qwen3VL/MoE model loading vs a unit-test load issue for GLM-4.7-Flash." + "reason": "Both mention model loading, but they affect different models and different failure causes." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Non-persistent buffer initialization bugs are not the same as FP8 frozen checkpoints skipping `weight_scale` application." + "reason": "Non-persistent buffer corruption and FP8 weight_scale application are different checkpoint-loading bugs." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No overlap beyond being model-related; one is a placeholder/content issue, the other is an FP8 inference failure on B200." + "reason": "A vague data request is unrelated to an FP8 inference failure on B200 hardware." } ] }, @@ -13271,14 +13295,14 @@ "issue:43525|issue:43643", "issue:45600|issue:45712" ], - "prepared_review_unit_hash": "0b2c5a3e49b97f31dd16b1d03b2030e55d46cfc51d91a0e8bf3b40973489e027", + "prepared_review_unit_hash": "089e5a64abe2cb4f4902bb2f3d37a6cdef26b37a7632297a2946aec0d35c59ef", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -13293,186 +13317,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs cover unrelated bugs across loading, quantization, generation, docs, and model-specific regressions. None of the candidate pairs look like the same underlying issue, so no soft edges should be merged.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The soft edges are all false positives: they share broad subsystem keywords at best, but not the same concrete bug or fix path. The closest theme is offloading/quantization, but even those reports are distinct.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest active report in the recurring offloading/quantization area and has the strongest discussion/inbound-reference signal, so it is the best representative issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If a single anchor is needed, issue 43873 is the most representative because it is broad, still open, and has the most external references; however, it is not a true duplicate hub for the rest of this set.", + "best_issue_reason": "issue:43873 is the most central and reusable representative of the only loose theme here (offloading with quantization), whereas the other issues are more specific one-offs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Both are loading/precision-related, but one is a Qwen3-VL shape mismatch and the other is FP8 weight_scale handling; different code paths." + "reason": "Qwen3-VL shape-mismatch loading failure is a different problem from FP8 frozen checkpoints skipping weight_scale; same broad model-loading area only." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs. init_empty_weights argument handling; unrelated failures." + "reason": "Notebook syntax error is unrelated to the init_empty_weights/_is_hf_initialized TypeError." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Both involve missing defaults, but one is MoE router loss computation and the other is Gemma 4 token type ids; not the same bug." + "reason": "Missing load-balancing loss in MoE routing is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 and tensorboard-without-TF are unrelated issues." + "reason": "Torch 2.9 flex_attention failure is unrelated to the tensorboard-without-TensorFlow backend error." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patch crash vs. Hub API revision forwarding; different subsystems." + "reason": "Mistral tokenizer regex patch crash and list_repo_files revision forwarding are unrelated code paths." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention sink-less crash and RTDetrLoss infeasible cost matrix are different runtime errors." + "reason": "FlashAttention sink-less crash is unrelated to RTDetrLoss infeasible cost-matrix errors." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI code emission in loading_report vs. Qwen3.5 variable-length position_ids; no shared root cause." + "reason": "ANSI code output in loading_report is unrelated to variable-length position_ids handling." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both mention quantization/offload, but one is a general offloading problem and the other is a missing weight_scale application on loaded checkpoints." + "reason": "Both involve quantization/offload, but one is offloading behavior and the other is silent FP8 checkpoint corruption; not the same bug." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU offload in rotary embedding and the other is variable-length position_ids behavior." + "reason": "CPU offload incompatibility in rotary embedding is unrelated to variable-length position_ids failures." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different model config bugs: Phi4Multimodal defaults vs. Llama4 missing pad_token_id." + "reason": "Phi4MultimodalConfig None defaults and Llama4Config missing pad_token_id are different config initialization bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring future-annotations crash is unrelated to Gemma 4 processor loading import errors." + "reason": "auto_docstring future-annotations crash is unrelated to the mistral_common ReasoningEffort import error." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: FlashAttention regression vs. Kosmos2.5 OCR index error." + "reason": "Ministral FlashAttention regression and Kosmos2.5 OCR index error are unrelated model-specific bugs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files and a large slowdown after upgrade are not the same defect." + "reason": "Missing processor save files and slower filtering after upgrade are unrelated issues." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve DeepSpeed/optimizer behavior, but OOM with Adafactor and double optimizer.step are distinct problems." + "reason": "Adafactor OOM in DeepSpeed is not the same as optimizer.step being called twice." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Saving quantized models and loading dequantized models with offload are separate lifecycle bugs." + "reason": "Quantized model save failure differs from dequantized model load failure with device_map=auto offload." }, { - "left": "issue:44242", + "left": "issue:44246", "right": "issue:47217", "accept": false, - "reason": "Load-balancing loss omission and VL image-placeholder failures are unrelated." + "reason": "Slow import timing is unrelated to VL image-placeholder handling." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging and Python version compatibility are unrelated." + "reason": "Missing TensorFlow backend in torch install is unrelated to Python version support for Transformers 5.1.0." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different regressions affecting CamemBERT masked LM outputs and DeepSeek tokenization." + "reason": "CamemBERT masked-LM regression and DeepSeek tokenizer regression are separate model-specific bugs." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Save-pretrained file omission and Gemma-4 zero3 from_pretrained failure are different code paths." + "reason": "Processor.save_pretrained missing files is unrelated to gemma-4 zero3 from_pretrained." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "These are different model-specific bugs with no shared underlying mechanism." + "reason": "MLA q_a_layernorm eps precision issue and GlmMoeDsaIndexer torch.split return values are unrelated." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are unrelated." + "reason": "LayoutLMv2Tokenizer padding/NER crash is unrelated to RTDetrLoss infeasible cost matrix." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs. Gemma4 forward device mismatch; not the same issue." + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend problem and torch-transformers incompatibility are unrelated." + "reason": "Missing TensorFlow backend in torch-only install is unrelated to torch 2.4.1/transformers 5.8.0 incompatibility." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4 pad_token_id missing and glm-4v-9b loading failure are different model bugs." + "reason": "Llama4Config missing pad_token_id is unrelated to glm-4v-9b loading failure." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Both are v5 regressions, but cache chunked-prefill and CLIP hidden_states are separate code paths." + "reason": "GenerationMixin cache missing during chunked_prefill is unrelated to CLIPVisionModel hidden_states being None." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and TensorBoard backend errors are unrelated." + "reason": "sentence-transformers import NameError and undefined tf backend error are different import failures." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch and import-time slowness are different classes of problem." + "reason": "Docs mismatch for return_all_scores is unrelated to slow import performance." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "One is a missing model config attribute, the other is trust_remote_code returning incomplete config fields; not the same bug." + "reason": "Llama4Config pad_token_id absence and trust_remote_code missing fields are different config-loading bugs." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Repo cleanup/CI breakage in auto_mappings and leftover dummy classes are unrelated." + "reason": "CI break from removed auto_mappings references is unrelated to leftover dummy classes in dummy_pt_objects.py." } ] }, @@ -13577,14 +13601,14 @@ "issue:44336|issue:44485", "issue:46614|issue:46665" ], - "prepared_review_unit_hash": "6a662e23ff1b5b266ab8e78ad107fa877cecf2a446d371168390224966d21a30", + "prepared_review_unit_hash": "e348b970aebe496ae4794c60eba038c8dd6ce3e80d887eb47ec3385939f5f2d3", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -13599,198 +13623,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly title-similarity false positives spanning unrelated bugs. I would not merge any of the soft pairs; the closest match is the Qwen3/Qwen3VL MoE loading pair, but the reported failures are still too different to treat as the same bug.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45561 is the strongest standalone issue in this set to anchor triage: it is open, has the highest discussion/inbound signal, and describes a concrete reproducible bug with clear impact. There is no single obvious canonical for the whole mixed set, but this is the best representative if one must be chosen.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers issues that only share superficial title similarity. I found no soft pair that looks like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated regressions across model families, tokenizers, loading, compilation, and utilities; the soft pairs are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45561 is the best global issue candidate because it is active, well-scoped, and has the most evidence of user impact in this collection. The other issues are mostly narrower or clearly unrelated to the soft-match candidates.", + "best_issue_reason": "No issue is a strong global representative because there is no single underlying defect in the cluster. The closest theme is generic loading/regression reports, but that is still too broad.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "OOM loading a Qwen2-57B-A14B model is unrelated to FP8 frozen checkpoint weight_scale handling; different model family and code path." + "reason": "Different bugs: TP OOM on a specific model load vs FP8 frozen checkpoint weight_scale application." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes in loading_report; no shared bug surface." + "reason": "Unrelated: torch.compile attention-kernel divergence vs ANSI output formatting in loading_report." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral-3, but one is tokenizer BPE marker handling and the other is FlashAttention failure in v5 RC; different failure modes." + "reason": "Different model issues: tokenizer BPE marker handling vs Ministral FlashAttention failure." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve position_ids, but one is Qwen2.5-VL rope scaling for still images and the other is Qwen3.5 variable-length input handling." + "reason": "Both mention position_ids, but these are different Qwen variants and different code paths." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to a Qwen3.5 chat crash; no common code-path evidence." + "reason": "Unrelated: missing Float8 storage type vs Qwen3.5 chat crash." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a specific Qwen2.5-VL class is unrelated to the Python version support regression." + "reason": "Import/export symbol issue vs Python-version compatibility break; not the same bug." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI output in loading_report and a wrong docstring for position_ids are unrelated." + "reason": "ANSI codes in a utility vs a wrong docstring; different scopes entirely." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Both are security issues, but command-substitution allowlist bypass and tar/zip-slip arbitrary write are distinct vulnerabilities and would not be fixed by one PR." + "reason": "Both are security-related, but command-substitution bypass and tar/zip-slip are distinct vulnerabilities." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are separate model-loading problems with no direct overlap." + "reason": "Tokenizer loading regression vs ESM2 functionality break; unrelated." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Qwen3.5 chat crash and disk-offloaded Qwen3-30B-A3B save failure are different workflows and code paths." + "reason": "Different failures: Qwen3.5 chat crash vs offloaded Qwen3-30B-A3B save error." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import of transformers is unrelated to unrecognized model_type during AutoConfig/AutoModel loading." + "reason": "Import slowdown vs unrecognized model/config error; not the same underlying issue." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." + "reason": "Tokenizer metadata mismatch on save vs gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency is unrelated to FP8 compressed-tensor frozen checkpoint scaling." + "reason": "eos_token_id inconsistency vs FP8 weight_scale loading bug; unrelated." }, { "left": "issue:42617", "right": "issue:43976", "accept": false, - "reason": "Failure to run 3d_parallel.py is unrelated to the Python 3.9/3.10 compatibility regression." + "reason": "3d_parallel.py runtime failure vs Python 3.9/3.10 support issue; different problems." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen-related, but one is a feature-length extractor helper bug in qwen3_omni_moe and the other is variable-length position_ids handling in Qwen3.5." + "reason": "Same broad Qwen family, but different specific bugs and helper functions." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernels import/version gating and Qwen3.5 apply_rotary_pos_emb decorator registration are different integration problems." + "reason": "Kernel dependency import failure vs missing decorator on apply_rotary_pos_emb; unrelated." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "SmolVLM video padding math and AutoProcessor backend-missing error are different issues in different parts of the vision stack." + "reason": "Video padding calculation bug vs missing vision-backend handling; distinct processor issues." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Both touch Qwen3.5, but one is kernels registration and the other is position_ids for variable-length inputs; not the same bug." + "reason": "Different code paths: registration/decorator crash vs variable-length position_ids behavior." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to VL image-placeholder-in-user-text handling." + "reason": "Unsafe sys.modules access vs image-placeholder handling in VL models; not the same bug." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE loading on newer Transformers, but one is LoRA compatibility after training on hf4.x and the other is Qwen3VL MoE model loading; similar theme, different concrete failures." + "reason": "Both involve Qwen MoE, but one is LoRA compatibility across hf versions and the other is model loading regression." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to VideoPrism output packing." + "reason": "dtype mismatch in inference vs incorrect hidden_states field in output; unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiTImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + "reason": "BEiT fast processor label reduction bug vs modeling_utils sys.modules access; unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access and gemma-4 zero3 from_pretrained are unrelated." + "reason": "Position_ids buffer read error vs gemma-4 zero3 from_pretrained; not the same defect." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are different bugs." + "reason": "Qwen3OmniMoe video ValueError vs empty chat-template IndexError; different layers." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "FlashAttention s_aux=None crash and Qwen3.5 variable-length position_ids handling are unrelated." + "reason": "FlashAttention s_aux=None crash vs Qwen3.5 variable-length position_ids; unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Slow import and Gemma-3 eos_token_id inconsistency are unrelated." + "reason": "Import latency vs eos_token_id mismatch; no shared bug." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration failure." + "reason": "auto_docstring future-annotations crash vs rotary-pos-emb registration error; unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist captured_info.txt race and stale num_return_sequences warning are unrelated testing/generation issues." + "reason": "pytest-xdist capture race vs stale generate warning; different issues." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules safety bug is unrelated to TimesFM window_size AttributeError." + "reason": "sys.modules access bug vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI code emission in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI code emission bug vs GLM-5 RoPE implementation discussion; not a duplicate." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained-in-Python-class inconsistency are different state-management issues." + "reason": "Stale phonemizer backend state vs from_pretrained inconsistency inside Python classes; different behaviors." } ] }, @@ -13893,14 +13917,14 @@ "issue:43475|issue:46369", "issue:44877|issue:45375" ], - "prepared_review_unit_hash": "70909d3badb06b3b3dd6f5c7f101f55b2d6bfb5796cdfc212385a03a58e047ab", + "prepared_review_unit_hash": "bb8203b821c309ac4eacd7c34b67378faaf0938a6a3bb8ac2b56f8341e20a5c5", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -13915,180 +13939,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous. Several pairs share a broad subsystem theme (video/VL, DeepSpeed, config strictness, embedding resizing), but none look like the same underlying bug/change closely enough to merge as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose pile of unrelated issue reports that only overlap at a high level (regressions, processors, tokenizers, distributed loading, or model-specific failures). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44479 is the broadest, clearest regression report in the set: a v5.3.0 video-input regression spanning multiple Qwen VL model variants, making it the most representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44479 has the best mix of breadth, clarity, and actionable scope among these issues; it describes a concrete regression with multiple affected model families and a likely shared code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Both are runtime/model issues, but one is Bamba + torch.compile/SDPA and the other is PPDocLayoutV3 CPU/CUDA divergence; different code paths." + "reason": "Both are model inference failures, but they affect different models and different code paths (torch.compile/SDPA vs CPU/CUDA discrepancy)." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention losses, but one is router load-balancing loss gating and the other is D-FINE auxiliary losses; not the same bug." + "reason": "Both mention missing loss terms, but they are separate model-specific training bugs with different toggles and implementations." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both involve video inputs, but the failures are different: Qwen3OmniMoe ValueError vs SmolVLM padding calculation." + "reason": "Both involve video inputs, but one is a Qwen3OmniMoe processing error and the other is a SmolVLM padding bug in a different processor path." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer regression vs resize_token_embeddings not updating output embeddings; unrelated mechanisms." + "reason": "Tokenizer output changes and resize_token_embeddings not updating output embeddings are unrelated bugs." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils; no shared bug." + "reason": "Docs drift for TextClassificationPipeline is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:42915", "right": "issue:47312", "accept": false, - "reason": "Qwen3Moe FP8 config failure and generic kernels 0.16 incompatibility are different issues with different triggers." + "reason": "A Qwen3Moe FP8 config failure and a kernels-compatibility issue are different problems with no shared concrete failure mode." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "AutoProcessor missing-vision-backend handling is not the same as VL image-placeholder handling in user text." + "reason": "AutoProcessor backend-missing handling and VL image-placeholder parsing are separate processor behaviors." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both touch DeepSpeed, but one is weight conversion under accelerate+deepspeed and the other is a ZeRO3 deque index error." + "reason": "Both touch DeepSpeed/accelerate loading, but one is MOE weight conversion and the other is a ZeRO3 deque/indexing failure." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated code paths." + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated subsystems and bugs." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features() are different pipeline bugs." + "reason": "Video-classification processor selection and fbank feature extraction are different pipeline/audio-processing issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for Qwen2_5_VLImageProcessor is unrelated to the ZeRO3/BertModel index error." + "reason": "An import/export problem for a Qwen2.5 VL processor is unrelated to a DeepSpeed ZeRO3/BertModel indexing error." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related regressions, but one is broad multimodal model video-input regression and the other is a specific video-processor padding bug." + "reason": "Both are video-related regressions, but they affect different models and appear to stem from different processor bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode from huggingface_hub are unrelated import errors." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor vs missing HybridCache; same symptom class, different underlying issue." + "reason": "These are both import errors, but for different symbols and different packages; no shared underlying fix is evident." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one drops a config field under @strict and the other fails to unwrap text_config." + "reason": "Both concern Qwen multimodal configs, but one is strict-schema field loss and the other is AutoModelForCausalLM.from_config unwrapping behavior." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Custom processor/tokenizer regression and embedding resize behavior are different bugs." + "reason": "A processor/tokenizer regression is not the same bug as resize_token_embeddings failing to update output embeddings." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resizing bug vs version-dependent tokenization change; not the same fix." + "reason": "Tokenization differences across versions are broader and unrelated to the specific embedding-resize bug." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error and tokenizer slowdown after upgrade are unrelated." + "reason": "A position_ids buffer access issue is unrelated to version-dependent tokenization slowdown/behavior changes." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and apply_chat_template empty-list crash are different code paths." + "reason": "Model loading failure for ScandiBERT and empty-list apply_chat_template crash are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + "reason": "Different models and different failures: ESM2 breakage vs Gemma 4 text-only mm_token_type_ids defaulting." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque error and removed Sam3LiteText configs in auto_mappings.py are different failures." + "reason": "ZeRO3 empty-deque failure and stale auto_mappings references are separate CI/runtime problems." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both concern weights/embeddings, but one is device-dependent serialization of tied weights and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Both involve embedding/weight handling, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:46170", "right": "issue:47321", "accept": false, - "reason": "AMD/Windows/ROCm import-distributed error vs quark class not updated; same ecosystem, different bug." + "reason": "Windows ROCm import/type issues are unrelated to the AMD quark class update problem." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init eligibility are unrelated." + "reason": "A tied-weights warning bug and a patchtsmixer post_init API constraint are unrelated model/config issues." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "One is a model that does not support Flash Attention 2.0 yet; the other is a generic Flash Attention 2.0 issue." + "reason": "One is a model-specific unsupported Flash Attention 2 warning; the other is a general feature issue, not the same bug." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are not the same bug." + "reason": "Unsafe sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 output attribute missing and SAM3-litetext memory overflow are different problems." + "reason": "A missing attribute in SAM3 Video output and a SAM3 lite text memory overflow are different failures." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config blocking granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are distinct config issues." + "reason": "Strict config loading for granite_speech and missing Qwen multimodal config fields are distinct config-schema issues." } ] }, @@ -14107,8 +14131,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -14194,9 +14218,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -14476,14 +14500,14 @@ "issue:46877|issue:47000", "issue:45310|issue:45375" ], - "prepared_review_unit_hash": "6a6cf17a8be42829d6631698d2ac43d7ac143e362ec7a690b54bd0ca73d516d2", + "prepared_review_unit_hash": "d0ceed89a313004bbb9692eab5f3e94c45c73a14d62ca8dc9c1422606345ae6f", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -14498,196 +14522,193 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous false-positive similarity across unrelated Transformers bugs. The only clear duplicate subgroup is the Qwen3.5 MoE `from_pretrained`/missing-field reports (45310, 45375, 45478).", - "confidence": 0.87, - "canonical_issue_reason": "issue:45375 is the most root-cause-specific report in the only real duplicate subgroup: it names the missing `deepstack_visual_indexes` field that likely explains the broader Qwen3.5 MoE `from_pretrained` failures seen in 45310/45478.", + "summary": "This cluster is heterogeneous: most items are distinct model-, tokenizer-, config-, or runtime-specific bugs rather than true duplicates. I did not find any soft-pair duplicate that is safe to merge with high confidence.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45310 is the clearest concrete bug report in the set, centered on a specific Qwen3.5 MoE from_pretrained failure; the rest are mostly unrelated one-off bugs or broader regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the best anchor for triage because it is the most actionable and explanatory of the Qwen3.5 MoE loading regression; the other two are more symptom-level reports.", + "best_issue_reason": "45310 is the best representative because it names a precise failing path and model family, making it more suitable as the anchor than the broader or vaguer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Both mention warnings, but they are different warnings in different code paths (`tie_word_embeddings` vs `num_return_sequences`)." + "reason": "Different warnings in different features: tie_word_embeddings config warning vs paged generate num_return_sequences warning." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "One is a chat/completions API rejection; the other is a Gemma pipeline roundtrip/tokenization issue. Different failures." + "reason": "Different failures: chat-completions API rejection vs Gemma pipeline roundtrip/tokenization issue." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both touch performance/compile behavior, but one is divergent attention kernels and the other is cache lazy-init recompilation. Not the same bug." + "reason": "Both touch performance/compile behavior, but they describe different code paths: attention-kernel branching vs cache lazy initialization recompilation." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "Auxiliary-loss behavior and a CUDA host-sync concern are unrelated issues." + "reason": "Unrelated bugs: auxiliary-loss omission in D-FINE vs a host-synchronization issue in deepspeed_sp_compute_loss." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Auto-docstring annotation parsing crash vs static-cache arithmetic/device tensor bug. Different subsystems." + "reason": "Different subsystems: auto_docstring crash with future annotations vs cache sequence-length tensor arithmetic bug." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and post-upgrade data-filtering slowdown are unrelated." + "reason": "Checkpoint key mismatch is unrelated to the reported training slowdown after upgrading Transformers." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both are vision/model-loading related, but one reports bad outputs while the other reports missing backend handling for AutoProcessor." + "reason": "Different problems: bad SigLIP2 outputs vs missing-vision-backend handling in AutoProcessor." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat template input and tokenizer init expecting a sequence are different API failures." + "reason": "Different failures: empty-list chat template crash vs tokenizer constructor type mismatch." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and processor missing-files are different concrete bugs." + "reason": "Both involve save_pretrained, but one is tokenizer metadata and the other is processor file saving; not the same bug." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Training slowdown after upgrade is not the same as optimizer step being called twice under deepspeed." + "reason": "Performance regression after upgrade vs optimizer.step being called twice under deepspeed are different issues." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a pipeline batch-finalization bug." + "reason": "Different models/features: dummy Sam3PixelDecoder layer vs MaskGenerationPipeline final-batch handling." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Missing fields from trust_remote_code config loading vs ESM2 broken are not the same failure." + "reason": "Missing fields from trust_remote_code config loading is unrelated to the ESM2 breakage report." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor serialization missing files and duplicate optimizer stepping are unrelated." + "reason": "Processor save_pretrained file loss is unrelated to duplicate optimizer stepping in deepspeed." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque underflow are different code paths." + "reason": "Both are failures, but one is model loading and the other is a ZeRO3 deque IndexError; different code paths." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Missing SAM3 vision encoder field and TimesFM window_size attribute error are unrelated." + "reason": "Both are attribute errors, but for different models and different missing fields." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Both mention missing fields, but one is a SAM3 output attribute and the other is trust_remote_code config hydration; not the same bug." + "reason": "Different missing-field contexts: Sam3 vision encoder output vs AutoConfig from_pretrained with trust_remote_code." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import NameError in sentence-transformers and Qwen3.5 kernel registration crash are unrelated." + "reason": "Different import/runtime problems affecting different model families and different symbols." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Doc-example errors for SigLIP2 and missing-vision-backend processor loading are different issues." + "reason": "Doc-example errors for SigLIP2 are not the same as AutoProcessor backend-missing behavior." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring and a real variable-length position_ids bug are not duplicates." + "reason": "Docstring issue vs a real variable-length-position_ids bug." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation message and auto_docstring stdout logging are unrelated." + "reason": "Different concerns: T5 decoder-input validation message vs auto_docstring import-time stdout noise." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch ImportError and Sentence Transformers loading hang are different problems." + "reason": "Missing PyTorch import error is not the same as Sentence Transformers hanging while loading." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs gemma-4 zero3 loading issue; no concrete shared failure mode." + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained issue; no concrete shared failure mode." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Both mention runtime behavior changes, but one is attention-kernel branching and the other is position_ids handling." + "reason": "Different bugs: attention-kernel compile branching vs Qwen3.5 variable-length position_ids behavior." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "pytest-xdist file race and VL image-placeholder parsing failure are unrelated." + "reason": "Test-worker race on captured_info.txt is unrelated to VL models failing on user-text image placeholders." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE loading/config regression: 45375 names the missing field likely causing the generic `from_pretrained` error in 45478." + "accept": false, + "reason": "Related model family, but one is a config-field drop and the other is a from_pretrained error; not enough evidence of the same underlying bug." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3.5 VL/MoE bug and processor save_pretrained missing-files bug are different issues." + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint stdout noise is unrelated to RTDetrLoss infeasible-cost-matrix training failure." + "reason": "Doc-lint stdout at import time is unrelated to RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "The generic Qwen3.5 Moe `from_pretrained` error and the missing `deepstack_visual_indexes` field report are the same loading/config bug at symptom vs root-cause level." + "accept": false, + "reason": "Same model family, but the concrete failures differ: from_pretrained error vs a missing VisionConfig field being dropped." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only convincing duplicate subgroup is the Qwen3.5 MoE loading/config trio (45310, 45375, 45478), and the other soft-edge rejections are reasonably cautious without overclaiming." - }, - "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 }, @@ -14699,8 +14720,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -14791,9 +14812,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -15021,8 +15042,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -15112,9 +15133,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -15333,8 +15354,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -15425,9 +15446,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -15730,14 +15751,14 @@ "issue:43756|issue:44060", "issue:42886|issue:43066" ], - "prepared_review_unit_hash": "73fc9602daacb2829f6bf6fd87d1fa574b50dfe2fe6a2d80ed19b2adecb39140", + "prepared_review_unit_hash": "f2b90b42f78abdc85ebcbd9abc747bba3982ce7abef2cd991e8a2a19cdd12da4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -15752,180 +15773,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not contain a true duplicate set; the soft pairs mostly share only broad subsystem vocabulary (tokenizers, model loading, vision backends, quantization) rather than the same concrete bug.", - "confidence": 0.16, - "canonical_issue_reason": "No single issue clearly represents the whole cluster. If one must be chosen, issue 43122 is the cleanest self-contained regression report, but it does not unify the unrelated reports here.", + "summary": "This is a loose topical cluster of mostly unrelated Transformers issues; none of the soft pairs looks like a true duplicate, and there are no PRs in the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43122 is the broadest, most representative user-facing regression here: tokenization changes across versions. It best captures the recurring tokenizer-regression theme in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the strongest standalone report: it has a clear version regression, a concrete symptom (tokenization changes across 4.57.3 -> 5.0), and a focused scope.", + "best_issue_reason": "issue:43122 is the best single anchor issue because it is concrete, reproducible, and comparatively general, while most other items are narrower model- or subsystem-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "One is a SAM3-LiteText memory overflow, the other a DIA doc example breakage; different failure modes and targets." + "reason": "Different problems: model memory overflow vs a broken documentation example." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both involve model save/load compatibility, but they affect different models and distinct key-loading bugs." + "reason": "Both are multimodal model issues, but the failures differ: meta-init incompatibility vs incorrect visual encoder keys on save." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load of quantized models, but the quantization paths and reported breakages are different." + "reason": "Both involve save/load behavior, but they target different quantization flows and models; not the same bug." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Different media-processing bugs: one is an off-by-one in streaming attention masking, the other a padding calculation issue in video processing." + "reason": "Distinct video-processing bugs in different models and code paths." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A vague dependency complaint versus a performance issue in SequenceFeatureExtractor.pad; no shared underlying defect." + "reason": "Unrelated: a general dependency issue versus a pad performance regression." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Importing transformers.onnx and XLMRoberta with Flash Attention 2 are unrelated problems." + "reason": "Different subsystems and failures: missing `transformers.onnx` import vs Flash Attention 2 behavior." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both mention AutoProcessor/backend availability, but one is a video-model crash without torchvision and the other is an unrecognized image-processor error; too different to merge." + "reason": "Both touch AutoProcessor/vision backends, but the concrete failures differ and do not look like the same underlying bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are unrelated code paths." + "reason": "Different Qwen/MoE problems with different failure modes: accuracy degradation vs from_pretrained error." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming window masking are different model-specific bugs." + "reason": "Different models and code paths: Qwen2.5-VL vision positions vs Moonshine streaming mask logic." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "A misleading model-type warning versus missing SAM3 text-encoder weights; not the same bug." + "reason": "Same SAM3 family, but one is a class/type warning and the other is missing text encoder weights." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both touch DSA indexing, but one is about torch.split outputs and the other about a missing ReLU; not the same concrete defect." + "reason": "Same component area, but split return handling and missing ReLU are different bugs, not one duplicate." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Separate import errors for different classes; they do not share a single missing export or code path." + "reason": "Different ImportErrors for different symbols and model families." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe from_pretrained issues are unrelated." + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe load bug are unrelated failures." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "A model-loading failure and a CLI completion incompatibility are unrelated." + "reason": "Model loading failure versus an unrelated huggingface_hub CLI regression." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "LayerNorm epsilon precision error and remote-code/meta-init incompatibility are different issues." + "reason": "Different bugs: layernorm epsilon precision mismatch vs remote-code/meta-init incompatibility." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-Attention-3 training degeneration and NaNs in classification heads are distinct symptoms with different causes." + "reason": "Different training/pathology reports and different code paths; not the same bug." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated failures." + "reason": "API request handling failure and processor attribute crash are unrelated." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "A missing module import and tokenizer spacing behavior are different bugs." + "reason": "Missing `transformers.onnx` import and tokenizer spacing behavior are distinct issues." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env CLI and a NameError on sentence-transformers import are unrelated." + "reason": "Different areas: `transformers env` CLI breakage vs an import-time NameError in sentence-transformers integration." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention-kernel divergence and a wrong docstring are not the same issue." + "reason": "Kernel branching under torch.compile versus a docstring problem; not duplicates." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import-time NameError versus stale auto_mappings references; different code paths and fixes." + "reason": "Import-time NameError and broken auto_mappings reference different failures." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy and a Qwen3.5 infinite-loop case are unrelated model problems." + "reason": "Different Qwen issues with different symptoms: FP8 accuracy versus an infinite loop on a specific image." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Offset mapping corruption and missing BOS/EOS insertion are both tokenizer bugs, but they are different concrete behaviors and fixes." + "reason": "Both are tokenizer regressions, but they affect different models and different behavior (offset mapping vs BOS/EOS insertion)." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization and streaming mask off-by-one are unrelated." + "reason": "Global buffer initialization bug and streaming window off-by-one are unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms; too broad to treat as the same bug." + "reason": "Both are tokenizer regressions, but one is specific BPE-marker handling and the other is a broader version-to-version tokenization change; not the same bug." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both involve VL/image handling, but one is a missing-backend crash and the other is an image-placeholder parsing failure." + "reason": "Different VL issues: missing torchvision crash versus image-placeholder placement behavior." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE-layer dropping and incorrect tied-weights warnings are unrelated model-architecture bugs." + "reason": "Different models and different failure modes; no common underlying bug." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong decoder type in v5 are distinct tokenizer issues." + "reason": "Offline cache loading bug and wrong decoder type in v5 are separate issues." } ] }, @@ -15944,8 +15965,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -16035,9 +16056,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -16337,14 +16358,14 @@ "issue:44625|issue:46002", "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "b70df2199b2c1a9956cf38a602c4aaca878b32e610bea310dab036709523c4fc", + "prepared_review_unit_hash": "476bdfe25b8af70396b7024b6aa0a5219875f81661c7bd34901e87417f34f5cd", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -16359,168 +16380,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports spanning different models, regressions, and subsystems. No pair is convincing enough to merge as the same underlying bug/change under a strict duplicate standard.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45216 is the most specific, high-signal regression report in the set: it names Qwen3.5, `save_pretrained`, and a version boundary (`since 5.4.0`), making it a good representative issue for the closest-related save/load regressions.", + "summary": "This is a mixed cluster of mostly version-regression issues (imports, tokenization, model save/load, attention, dtype) rather than true duplicates. The broadest representative issue is the v4\u2192v5 import-regression report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it describes multiple import failures after a major version upgrade and is the best representative for this heterogeneous regression set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest standalone issue because it is concrete, reproducible, and narrowly scoped compared with broader import-error or model-family complaints.", + "best_issue_reason": "issue:45278 is the most suitable single issue to anchor the cluster because it is broad, user-facing, and closer to several adjacent import/load regressions than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and version 5.4+, but one is about incorrect saved visual encoder keys while the other is a from_pretrained error for Moe; related area, not the same concrete bug." + "reason": "Same model family and version range, but one is save_pretrained checkpoint corruption and the other is a from_pretrained load error; different code paths." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Flash Attention 2 on Qwen3.5-VL and FP8 `save_pretrained` for moe are different failure modes and code paths." + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe regression and the other is an FP8 save_pretrained issue; not the same bug." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "One is a DeepSeek v4 tensor/transposition issue; the other is numeric divergence in Minimax attention. Same broad attention area, different bugs." + "reason": "Both are attention-related numerical complaints, but they involve different models and different reported failures." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different tokenizers/models and different symptoms." + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and don\u2019t point to one concrete shared defect." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Run classification empty outputs and Gemma 4 text-only fine-tuning token IDs are unrelated application-level bugs." + "reason": "One is an example script returning empty results; the other is a Gemma multimodal input defaulting bug. Different symptoms and code paths." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "An import error for `transformers.onnx` is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "An ONNX import error and a LayoutLMv3 error-message-clarity request are unrelated." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Wrong offset mapping in Qwen3 tokenizer and stale phonemizer backend state in Wav2Vec2 phoneme tokenization are different tokenizer subsystems." + "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer backend-state are separate tokenizer subsystems with different failures." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype changes in evaluation and wrong output under pipeline parallelism do not describe the same underlying defect." + "reason": "BF16\u2192FP32 dtype drift in evaluate and incorrect pipeline-parallel outputs are distinct execution bugs." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "One is a backend/dependency install issue; the other is a Python 3.14 import/load failure." + "reason": "Package extra/backend dependency setup and Python 3.14 loading failure are different compatibility problems." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they reference different packages, symbols, and breakages." + "reason": "Both are import errors, but one is from huggingface_hub and the other from transformers; different missing symbols and causes." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "VitPose model breakage and kernel compatibility with version 0.16 are not the same bug." + "reason": "VitPose breakage and kernel-version incompatibility are too different to be one underlying issue." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bugs and multi-label classification script behavior are unrelated." + "reason": "Tensor-parallel training bugs and empty example-script outputs are unrelated." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama mask handling and generation kwargs after `sync_gpus` are different code paths and symptoms." + "reason": "Mllama mask handling and generation kwarg updates after sync_gpus are different bugs." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation drift and Qwen3_5 image-triggered infinite loop are different model-specific failures." + "reason": "A SigLIP2 reference discrepancy and a Qwen3_5 infinite image-loop are unrelated model-specific failures." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` and a feature-extractor padding performance issue are unrelated." + "reason": "One is an attention-kernel divergence under torch.compile; the other is a padding performance issue." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a PyTorch version check in flex attention are distinct dependency issues." + "reason": "Python-version support breakage and a PyTorch version check bug are different compatibility checks." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "A docs parameter-name mismatch and import-time doc-lint stdout noise are not the same underlying problem." + "reason": "A docstring parameter-name typo and import-time stderr/stdout diagnostics are not the same problem." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "Chat-completions request rejection and VL image-placeholder handling are different API/input validation bugs." + "reason": "An API request rejection and a VL image-placeholder handling bug are different layers of the stack." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change and phonemizer language caching are unrelated." + "reason": "Tokenizer clean-up behavior changes and phonemizer language-state leakage are unrelated tokenizer issues." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with `base_model_prefix` and NaNs in classification heads are different failure modes." + "reason": "Base-model-prefix loading regression and NaNs after checkout/init are different failures." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "`layer_type_validation` import failure may be one symptom within a broader import-breakage report, but the artifacts do not clearly describe the same concrete bug." + "reason": "Both are import-related after version changes, but one is a specific missing symbol while the other is a broad post-upgrade import-failure report." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 save/load regressions, but one is about visual encoder keys in `save_pretrained` and the other about `from_pretrained` failing for Moe." + "reason": "Both involve Qwen3.5, but one is save_pretrained writing wrong visual keys and the other is a from_pretrained load failure." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in dataloader threads and bfloat16 dtype mismatches in inference are unrelated." + "reason": "A VRAM leak in multi-threaded dataloader use and a CI dtype mismatch are not the same defect." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Flash Attention 2 support request and a generic flash attention issue are too underspecified and not the same concrete defect." + "reason": "FlashAttention-2 support for GPT2LMHeadModel and a generic Flash Attention 2 issue are too broad and unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 and NaNs in classification heads are different problems." + "reason": "Qwen3.5 num_labels propagation and classification-head NaNs are different model/config bugs." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different model families and likely different root causes." + "reason": "A decoder-type change in v5 and Deepseek tokenization regressions are separate tokenizer issues." } ] }, @@ -16621,14 +16642,14 @@ "issue:43064|issue:43673", "issue:43937|issue:45563" ], - "prepared_review_unit_hash": "30093f7760a23c109de6fa131146c6c375b266d1e0bd45f24e65e106fa1c92d0", + "prepared_review_unit_hash": "483779645f3085afeeb1fdf2a83798aae19d3b8e49f36ded59be9af5c4a16cca", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -16643,174 +16664,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a mix of unrelated Transformers regressions and bug reports, with only weak thematic overlap around tokenizers/loading/v5 behavior. None of the soft pairs look like the same concrete bug or change, so all are rejected.", - "confidence": 0.82, - "canonical_issue_reason": "issue:33453 is the broadest and most generic tokenizer-loading regression in the set, making it the best umbrella canonical issue for this cluster.", + "summary": "These candidates are mostly superficial matches by subsystem or model family (tokenizers, AutoProcessor, v5 regressions, generation/training), but they describe different concrete failures and code paths. No soft edge looks like a true duplicate.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44117 is the most actionable loading-related report: it names a concrete failing assumption in from_pretrained and can serve as the best representative issue for triage.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same model family, but one is a GenerationConfig validation bug and the other is a RoPE implementation discussion; different code paths." + "reason": "Both mention GLM-5, but one is a GenerationConfig validation error and the other is a RoPE implementation discussion; different bugs and fix paths." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Completely different subsystems and symptoms: stale cache in GlmMoeDsa vs image over-padding in Swin2SR." + "reason": "Unrelated models/components: a GlmMoeDsa cache crash versus Swin2SR image padding behavior. No shared code path." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Unrelated bugs in different modules: qwen3_omni_moe feature length helper vs flex_attention version check." + "reason": "Different subsystems: qwen3_omni_moe feature-length helper bug versus flex_attention PyTorch version check. Not the same issue." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3/Moe and v5, but the titles point to different failures and likely different fix paths." + "reason": "Both involve Qwen3/Moe and v5, but the reported failures differ: one is a Qwen3-VL-Moe bug, the other a Qwen3.5 Moe from_pretrained error." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Model processor dimension mismatch is not the same as a broken documentation example." + "reason": "Processor size mismatch for OmDet-Turbo is not the same as a broken DIA documentation example." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Different problems: example script returns empty multi-label results vs implementation discrepancy with SigLIP2." + "reason": "Different failures: an example classification script returning empty multi-label results versus SigLIP2 numerical/implementation discrepancy." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer evaluate-after-train behavior are separate bugs." + "reason": "SGD optimizer arguments being ignored is a training/optimizer bug; trainer.evaluate() failing after train() is a separate lifecycle issue." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors are unrelated to a docs parameter-name mismatch." + "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Both are v5 regressions, but one is tokenizer decoder type and the other is an accuracy regression for a specific model." + "reason": "Both are v5-related regressions, but one is tokenizer decoder typing and the other is model accuracy drift after upgrade; different root causes." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated issues." + "reason": "TF32 behavior settings and GLM46V image processor patch-counting are unrelated." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Both involve AutoProcessor, but one is missing vision backend handling and the other is HTTP 429 retry behavior." + "reason": "Both are AutoProcessor-related, but one is a missing-vision-backend error message and the other is repeated retrying on HTTP 429; different code paths." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "A failing example script and a misleading pipeline error message are different bugs." + "reason": "An example script bug is not the same as a pipeline() error message/doc mismatch." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and tokenizer BPE-marker handling are unrelated." + "reason": "Different artifacts and failures: VRAM leak in Qwen3ForCausalLM versus tokenizer BPE-marker handling in Ministral-3-8B-Instruct." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both concern output fields, but they affect different model classes and different output attributes." + "reason": "Both are output-field assignment issues, but they affect different model outputs and behaviors; not clearly the same underlying bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the flex_attention version check bug." + "reason": "Docs referencing removed pipeline() APIs is unrelated to a PyTorch version-check bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embedding weights in UMT5Encoder is not the same as AutoProcessor failing to pass kwargs to cached_file." + "reason": "Both touch from_pretrained, but one misses a model weight in UMT5Encoder while the other fails to forward kwargs in AutoProcessor." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Padding performance issue and streaming pipeline regression are different code paths." + "reason": "SequenceFeatureExtractor.pad performance issue is unrelated to a streaming pipeline regression." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer issues, but the former is a generic loading regression while the latter is an offset_mapping bug in Qwen3." + "reason": "Both are tokenizer-related, but one is a loading regression and the other is an offset_mapping bug; different symptoms and fixes." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump issue is unrelated to the AuxRequest import version check." + "reason": "A packaging/version constraint issue is not the same as a runtime import/version check bug." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a missing model class and HTTP 429 retry behavior are not the same underlying bug." + "reason": "ImportError for a missing model class is unrelated to AutoProcessor retry behavior on 429 responses." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Different model families and different math bugs: mllama mask handling vs auxiliary loss normalization." + "reason": "Different models and mechanisms: mllama mask handling versus auxiliary-loss normalization." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and feature-extractor padding performance are unrelated." + "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both touch v5 loading/type behavior, but one is an unexpected init_empty_weights argument and the other is PretrainedConfig type checking." + "reason": "Both are v5/init-related, but one is an unexpected constructor argument under init_empty_weights and the other is PretrainedConfig type checking." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code meta-init incompatibility and numerical attention differences are different classes of bug." + "reason": "Meta-initialization incompatibility for remote-code checkpoints is unrelated to Minimax attention numerical differences." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention s_aux handling are unrelated." + "reason": "Tokenizer mapping fallback logic and flash_attention s_aux handling are different bugs in different parts of the stack." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Training optimizer-state corruption and GenerationMixin cache missing are separate regressions." + "reason": "FSDP2/PEFT optimizer-state corruption is a training-distributed bug, not a generation cache issue." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig invalid and stale num_return_sequences warning are different issues." + "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are different generation issues with different fixes." } ] }, @@ -16829,8 +16850,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -16916,9 +16937,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -17119,8 +17140,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -17211,9 +17232,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -17438,8 +17459,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -17527,9 +17548,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -17736,8 +17757,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -17827,9 +17848,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -18054,8 +18075,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -18147,9 +18168,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -18380,8 +18401,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -18471,9 +18492,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 47, @@ -18695,8 +18716,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -18791,9 +18812,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -19030,8 +19051,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -19130,9 +19151,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -19405,8 +19426,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -19512,9 +19533,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 48, @@ -19799,8 +19820,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -19841,9 +19862,9 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011339, - "estimated_input_tokens": 252835, - "estimated_eval_tokens": 505926 + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 }, "budget": { "node_count": 14, @@ -19972,8 +19993,8 @@ "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-10519-3", "nodes": [ @@ -20050,8 +20071,8 @@ "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-13244-3", "nodes": [ @@ -20121,8 +20142,8 @@ "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-19631-2", "nodes": [ @@ -20184,8 +20205,8 @@ "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-26350-2", "nodes": [ @@ -20247,8 +20268,8 @@ "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-27088-10", "nodes": [ @@ -20556,8 +20577,8 @@ "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-36718-22", "nodes": [ @@ -21017,8 +21038,8 @@ "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-38740-2", "nodes": [ @@ -21080,8 +21101,8 @@ "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-41084-2", "nodes": [ @@ -21143,8 +21164,8 @@ "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-41306-2", "nodes": [ @@ -21206,8 +21227,8 @@ "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-43598-2", "nodes": [ @@ -21269,8 +21290,8 @@ "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-43684-2", "nodes": [ @@ -21332,8 +21353,8 @@ "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-43835-4", "nodes": [ @@ -21435,8 +21456,8 @@ "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-44371-6", "nodes": [ @@ -21579,8 +21600,8 @@ "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-45145-2", "nodes": [ @@ -21699,8 +21720,8 @@ "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-45762-2", "nodes": [ @@ -21762,8 +21783,8 @@ "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-45764-2", "nodes": [ @@ -21825,8 +21846,8 @@ "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-45810-2", "nodes": [ @@ -21888,8 +21909,8 @@ "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-45869-5", "nodes": [ @@ -22006,8 +22027,8 @@ "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-46439-2", "nodes": [ @@ -22069,8 +22090,8 @@ "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-46551-2", "nodes": [ @@ -22135,8 +22156,8 @@ "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": [ @@ -22198,8 +22219,8 @@ "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-46822-2", "nodes": [ @@ -22347,7 +22368,7 @@ "issue:47182|issue:47309", "issue:47227|issue:47309" ], - "prepared_review_unit_hash": "8f83de97200b3e4d37dad5d5de6b5fe0a8aa13aa62a71765d557bf3b7023cb15", + "prepared_review_unit_hash": "07bfeaf95d0def0a0c46591f9fc5885c52133faee088ef9c036f5b9d11edc273", "component_budget": { "node_count": 19, "item_count": 19, @@ -22369,378 +22390,354 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are dated \"[serge] integration failure triage\" issues from consecutive days, which look like a repeating triage series rather than duplicate reports of one concrete bug. I reject all soft duplicate edges and treat the latest open triage issue as the best current representative.", - "confidence": 0.89, - "canonical_issue_reason": "issue:47377 is the latest open triage issue in the series, so it is the best current anchor for this ongoing thread.", + "summary": "These look like a series of same-template daily triage issues, not duplicate reports of one underlying bug. The date in each title indicates a separate integration-failure triage thread, so the soft duplicates should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "No true duplicate cluster is present; the issues are separate dated triage threads. If a representative is needed, it should be the current open thread rather than a closed one.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47377 is the most suitable representative because it is open and most recent, making it the best single issue to keep for the cluster.", + "best_issue_reason": "issue:47377 is the latest open triage issue and has inbound references, so it is the most useful single representative of the series.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Same template and subsystem, but different dates imply separate daily triage threads, not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different triage dates; no evidence they report one shared bug beyond the recurring title." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "These are date-specific triage issues, not duplicate bug reports." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Separate daily triage thread; the date change indicates a new report." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Same recurring triage series, but not the same incident." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different days of triage; no concrete shared bug is shown." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Same pattern, but each issue is a distinct dated triage entry." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Recurring title alone is insufficient to merge these as duplicates." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "They appear to be separate daily triage logs, not one bug." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different triage date; no sign of identical root cause." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Same subsystem, but not the same concrete issue instance." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "No evidence of a single underlying failure being tracked across both." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Distinct dated triage issues; should stay separate." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different days and likely different failure snapshots." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Same recurring triage label only; not enough to treat as duplicates." }, { "left": "issue:46985", - "right": "issue:47037", + "right": "issue:46998", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Separate daily triage threads, not one duplicated report." }, { "left": "issue:46985", - "right": "issue:47049", + "right": "issue:47037", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "The date indicates a new triage event, not the same bug." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "issue:46985", + "right": "issue:47049", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "No concrete shared code-path problem is evidenced here." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different day, different triage issue." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Recurring title only; not a duplicate incident." }, { - "left": "issue:46985", - "right": "issue:46998", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "These appear to be separate integration triage posts." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Same broad theme, but not the same underlying bug." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different daily triage threads with no shared concrete fix target." }, { "left": "issue:47037", - "right": "issue:47091", + "right": "issue:47053", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Date-specific triage issues; keep distinct." }, { "left": "issue:47037", - "right": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "No evidence these are the same incident or bug." }, { - "left": "issue:47049", - "right": "issue:47053", + "left": "issue:47037", + "right": "issue:47102", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Same recurring title pattern, but a different report date." }, { "left": "issue:47049", - "right": "issue:47091", + "right": "issue:47053", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Separate triage days; not duplicate reports." }, { - "left": "issue:47053", + "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." - }, - { - "left": "issue:47053", - "right": "issue:47102", - "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Nothing indicates a single underlying issue across both." }, { - "left": "issue:47091", + "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Distinct date-based triage entries." }, { - "left": "issue:46985", + "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Same subsystem labeling, but separate daily threads." }, { - "left": "issue:47037", + "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "No concrete evidence of one bug spanning both issues." }, { - "left": "issue:46985", + "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different days of triage, so not duplicates." }, { - "left": "issue:47049", - "right": "issue:47102", + "left": "issue:47102", + "right": "issue:47256", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "The titles suggest recurring triage, not the same defect." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Separate dated triage issues; the similarity is templated, not substantive." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different triage dates indicate different reports." }, { "left": "issue:47120", - "right": "issue:47279", + "right": "issue:47265", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "No shared concrete failure description is available." }, { "left": "issue:47120", - "right": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "These are daily triage threads, not one bug report." }, { "left": "issue:47120", "right": "issue:47377", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different dates and likely different integration snapshots." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Recurring title only; separate issue instances." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Date differs, so this is a distinct triage thread." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "No evidence they track the same root cause." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different day, different triage issue." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "The shared prefix is templated; the reports are separate." }, { "left": "issue:47182", "right": "issue:47377", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Not the same underlying bug; just another daily triage post." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Separate dated triage issues with no concrete overlap shown." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different daily integration-failure triage thread." }, { "left": "issue:47227", "right": "issue:47279", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "The date difference suggests a new report, not a duplicate." }, { "left": "issue:47227", "right": "issue:47309", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Same subsystem label only; not enough to merge." }, { "left": "issue:47227", "right": "issue:47377", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Distinct triage issues on different days." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "These are consecutive daily triage entries, not one duplicate bug." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "No evidence of identical code-path failure." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different dated triage threads; keep separate." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Recurring title pattern only, not same issue." }, { "left": "issue:47265", "right": "issue:47377", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Separate daily triage issues, not a single defect." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "No concrete shared bug description is present." }, { "left": "issue:47279", "right": "issue:47377", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Different report dates imply different incidents." }, { "left": "issue:47309", "right": "issue:47377", "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." - }, - { - "left": "issue:47182", - "right": "issue:47309", - "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." - }, - { - "left": "issue:47227", - "right": "issue:47309", - "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." - }, - { - "left": "issue:47102", - "right": "issue:47256", - "accept": false, - "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + "reason": "Same template, but distinct daily triage issues." } ] }, @@ -22759,8 +22756,8 @@ "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-46983-2", "nodes": [ @@ -22825,8 +22822,8 @@ "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-47007-2", "nodes": [ @@ -22888,8 +22885,8 @@ "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-47138-2", "nodes": [ @@ -22957,13 +22954,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-71", + "cluster_id": "cluster-40546-73", "nodes": [ "pull_request:43251", "pull_request:43254", "pull_request:44775", + "pull_request:45157", "pull_request:46196", "pull_request:46266", + "pull_request:46395", "pull_request:46509", "pull_request:46836", "pull_request:46903", @@ -22992,7 +22991,6 @@ "pull_request:47210", "pull_request:47212", "pull_request:47216", - "pull_request:47218", "pull_request:47243", "pull_request:47268", "pull_request:47275", @@ -23023,11 +23021,11 @@ "pull_request:47204|pull_request:47243", "pull_request:47202|pull_request:47360", "pull_request:47108|pull_request:47360", - "pull_request:47218|pull_request:47360", "pull_request:47301|pull_request:47360", "pull_request:46266|pull_request:46957", "pull_request:47077|pull_request:47212", "pull_request:47216|pull_request:47360", + "pull_request:47275|pull_request:47360", "pull_request:47173|pull_request:47184", "pull_request:47166|pull_request:47173", "pull_request:47077|pull_request:47275", @@ -23037,22 +23035,24 @@ "pull_request:46912|pull_request:47179", "pull_request:46196|pull_request:47202", "pull_request:46912|pull_request:47284", - "pull_request:46836|pull_request:47202", "pull_request:47163|pull_request:47284", + "pull_request:46836|pull_request:47202", "pull_request:46196|pull_request:47210", "pull_request:47003|pull_request:47204", "pull_request:47093|pull_request:47275", "pull_request:46995|pull_request:47163", + "pull_request:45157|pull_request:47093", "pull_request:46836|pull_request:47275", "pull_request:47163|pull_request:47173", + "pull_request:45157|pull_request:46395", "pull_request:46912|pull_request:47082", "pull_request:44775|pull_request:47301", "pull_request:47204|pull_request:47295", "pull_request:46196|pull_request:46995", "pull_request:47077|pull_request:47301", "pull_request:44775|pull_request:47077", - "pull_request:47294|pull_request:47320", "pull_request:47166|pull_request:47292", + "pull_request:47294|pull_request:47320", "pull_request:46995|pull_request:47143", "pull_request:46509|pull_request:46995", "pull_request:47093|pull_request:47143", @@ -23060,294 +23060,414 @@ "pull_request:44775|pull_request:47304", "pull_request:47082|pull_request:47210", "pull_request:47093|pull_request:47163", - "pull_request:46196|pull_request:47179", "pull_request:47082|pull_request:47108", + "pull_request:46196|pull_request:47179", "pull_request:47179|pull_request:47210", - "pull_request:46266|pull_request:47216", "pull_request:47108|pull_request:47301", + "pull_request:46266|pull_request:47216", "pull_request:47082|pull_request:47275", "pull_request:47078|pull_request:47275", - "pull_request:46266|pull_request:47336", "pull_request:46995|pull_request:47301", + "pull_request:46266|pull_request:47336", "pull_request:47175|pull_request:47179", "pull_request:44775|pull_request:46836", "pull_request:47082|pull_request:47216", "pull_request:47163|pull_request:47179" ], - "prepared_review_unit_hash": "5ef8677301874b0e9019b7e5b12607ce136e551de9357fd911a849f7b4b1ceb1", + "prepared_review_unit_hash": "aeb55b64a4916c8d51f1f11484c54bb170f8f73d859ab2d4c1b399b714ca1632", "component_budget": { - "node_count": 71, - "item_count": 71, - "soft_pair_count": 198, - "serialized_chars": 246971, - "estimated_input_tokens": 61743, - "estimated_eval_tokens": 123742 + "node_count": 73, + "item_count": 73, + "soft_pair_count": 201, + "serialized_chars": 251796, + "estimated_input_tokens": 62949, + "estimated_eval_tokens": 126154 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 65, - "serialized_chars": 130034, - "estimated_input_tokens": 32509, - "estimated_eval_tokens": 65274 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 67, + "serialized_chars": 131903, + "estimated_input_tokens": 32976, + "estimated_eval_tokens": 66208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: most pairs share only broad subsystems or docs/tests, not the same underlying change. The only clear duplicate groups are the fixed_cross_entropy kwargs patch pair and the CohereASR training-loss double-shift fixes.", - "confidence": 0.86, + "summary": "This set is mostly unrelated PRs across docs, model additions, tests, and tooling. I found two true duplicate families worth merging: the fixed_cross_entropy kwargs patch and the CohereASR double-shift loss fix. Everything else should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:47090 is the strongest representative of the real duplicate cluster: it fixes the CohereASR double-shift loss bug directly and preserves the loss reduction path, making it the cleanest canonical PR among the near-identical CohereASR fixes.", + "canonical_pr_reason": "No issue artifacts are present; PR 47090 is the strongest representative because it fixes the CohereASR double-shift loss bug with the cleanest, semantics-preserving change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:47090 is the best overall representative because it addresses a concrete code-path bug with the most complete fix, while the other close CohereASR PRs are alternate implementations of the same problem.", + "best_pr_reason": "PR 47090 is the best overall PR candidate in this set: it addresses a concrete training-loss bug, is narrowly scoped, and cleanly supersedes the earlier CohereASR variants.", "soft_edge_verdicts": [ { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same helper in the same file, same issue target, and the diffs are materially the same fix to forward supported cross_entropy kwargs." + "reason": "Same fixed_cross_entropy change: both forward supported cross_entropy kwargs in the same file/code path." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Both fix the same CohereASR training-loss double-shift bug in the same forward/loss path and could plausibly be merged into one PR." + "reason": "Same CohereASR training-loss double-shift bug; both change the same loss call path and are mergeable as one fix." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": true, - "reason": "Same concrete CohereASR loss bug; both patches change the training loss computation in the same code path, just with different implementation details." + "accept": false, + "reason": "Same general symptom, but the fixes are materially different implementations and not a clean single-PR merge." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Unrelated changes: one is a CohereASR loss fix, the other is a MusicGen generate typo fix." + "reason": "Unrelated: CohereASR loss handling vs a MusicGen generate typo." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Different models and different test failures; only both are test-fix PRs." + "reason": "Different failing tests in different models; same test-fix pattern is not enough." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Different bugs: pytest FP32-module handling versus CohereASR training-loss double shift." + "reason": "Different bug and model area; one is a Pytest compatibility tweak, the other is loss handling." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Different test areas/models; shared XPU/test-failure context is too broad to be the same change." + "reason": "Unrelated XPU test expectation updates in different model test files." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch CI/docker, but one deletes the builder and the other adds exporter dependencies; not the same underlying change." + "reason": "Both touch CI/docker, but one removes a builder while the other adds exporter dependencies; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47374", "accept": false, - "reason": "Different targets: exporter test environment changes versus exporter documentation updates." + "reason": "Different scope: docker exporter test dependencies vs exporter docs." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test fixes; same general CI/test theme is not enough." + "reason": "Unrelated model-specific test fixes." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Unrelated: doc-builder comment cleanup versus docker image builder removal." + "reason": "Different CI/workflow changes with no shared concrete bug." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese doc edits, but one is a translation PR and the other is wording cleanup; not the same change." + "reason": "Both are Japanese doc edits, but they address different wording/content changes." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "One changes docker dependencies for exporter tests; the other fixes exporter code paths." + "reason": "Exporter test-dependency change vs exporter implementation fixes; not the same PR." }, { "left": "pull_request:47202", "right": "pull_request:47360", "accept": false, - "reason": "Different CI workflows and purposes; not the same bug/change." + "reason": "CI docker-builder cleanup vs OTEL workflow pilot; unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47360", "accept": false, - "reason": "Doc-builder comment cleanup is unrelated to the model-jobs OTEL workflow change." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47360", - "accept": false, - "reason": "Image-loading test refactor is unrelated to CI workflow metadata reporting." + "reason": "Different workflow/documentation maintenance changes." }, { "left": "pull_request:47301", "right": "pull_request:47360", "accept": false, - "reason": "Assisted-decoding docs update versus CI workflow change; no shared underlying artifact." + "reason": "Docs for MTP vs CI workflow changes; unrelated." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different domains: model conversion/architecture cleanup versus generation kernel optimization." + "reason": "Different code paths: model conversion/architecture cleanup vs generation optimization." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Different Japanese docs changes versus kv-cache documentation updates." + "reason": "Japanese docs translation vs kv-cache docs update; not duplicates." }, { "left": "pull_request:47216", "right": "pull_request:47360", "accept": false, - "reason": "Compressed-tensors feature work is unrelated to CI workflow metadata reporting." + "reason": "Compressed-tensors quantization support vs CI workflow; unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47360", + "accept": false, + "reason": "New model support vs CI workflow; unrelated." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Both are test-related, but they target different models and different behavioral changes." + "reason": "Different model test fixes for different subsystems." }, { "left": "pull_request:47166", - "right": "pull_request:47292", + "right": "pull_request:47173", "accept": false, - "reason": "Different quantization/test fixes; only the fact that both update tests is too broad." + "reason": "Different quantization/test updates; not the same bug or change." }, { "left": "pull_request:47077", "right": "pull_request:47301", "accept": false, - "reason": "Japanese docs translation and assisted-decoding docs are unrelated documentation topics." + "reason": "Japanese docs translation vs assisted-decoding docs; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "Both add docs/model support, but one is N-D parallelism docs and the other is a new model implementation." + "reason": "Docs/navigation parallelism update vs new model implementation; unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "New model support versus assisted-decoding docs; not the same change." + "reason": "New model addition vs assisted-decoding docs; unrelated." }, { "left": "pull_request:47216", "right": "pull_request:47275", "accept": false, - "reason": "Compressed-tensors quantization work and new model support are unrelated." + "reason": "Quantization support vs new model support; different changes." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test coverage changes vs Granite model additions; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", "accept": false, - "reason": "Flash-linear-attention availability change versus paged-attention test additions; different code paths." + "reason": "SDPA dispatch/model support vs CI docker cleanup; different areas." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE tests vs MIMO V2 Flash model fix; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "Paged-attention XPU tests vs MIMO V2 Flash fix; unrelated." }, { "left": "pull_request:46836", - "right": "pull_request:47275", + "right": "pull_request:47202", "accept": false, - "reason": "Different new-model PRs for different models; not duplicates." + "reason": "Unlimited OCR model work vs docker-builder cleanup; unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47216", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "RoMa model support and compressed-tensors quantization are unrelated." + "reason": "Both touch SDPA-related areas, but one is model dispatch support and the other is varlen packed attention routing." }, { - "left": "pull_request:47078", + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation vs torch-light dependency setup; unrelated." + }, + { + "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "Japanese wording/docs cleanup versus EfficientViTSAM model support." + "reason": "OpenPangu-V2 model addition vs EfficientViTSam model addition; different models and files." }, { - "left": "pull_request:46266", - "right": "pull_request:47336", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "Model conversion cleanup and offloading/save-pretrained fix are unrelated." + "reason": "Unlimited OCR vs EfficientViTSam; different model additions." }, { - "left": "pull_request:46995", + "left": "pull_request:45157", + "right": "pull_request:47093", + "accept": false, + "reason": "PrismML GGUF support vs OpenPangu-V2 model support; unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46395", + "accept": false, + "reason": "Different model/support additions; not the same change." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE test work vs RoMa keypoint matcher model support; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47301", + "accept": false, + "reason": "Docs tree/navigation changes vs assisted decoding docs; not duplicates." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47295", + "accept": false, + "reason": "Exporter dependency setup vs DiffusionGemma mask fix; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Model-specific SDPA dispatch work vs flash-linear-attention availability check." + }, + { + "left": "pull_request:47093", "right": "pull_request:47301", "accept": false, - "reason": "Flash-linear-attention availability and MTP docs are unrelated." + "reason": "OpenPangu-V2 model addition vs MTP docs; unrelated." }, { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "Nemotron Omni support and flash-linear-attention availability are unrelated changes." + "reason": "Nemotron Omni model support vs flash-linear-attention availability; unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model support and NeuCodec support are distinct model additions." + "reason": "Different model additions: OpenPangu-V2 vs NeuCodec." }, { "left": "pull_request:46266", "right": "pull_request:47301", "accept": false, - "reason": "DINO conversion/model cleanup and MTP docs are unrelated." + "reason": "Dino model-modernization work vs assisted-decoding documentation; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47304", "accept": false, - "reason": "Different docs topics: distributed training docs versus Apple Silicon/MPS docs." + "reason": "Distributed-training docs vs Apple Silicon perf docs; unrelated." }, { "left": "pull_request:47082", "right": "pull_request:47210", "accept": false, - "reason": "RoMa model support and packed SDPA varlen routing are unrelated." + "reason": "RoMa keypoint matcher vs packed SDPA varlen routing; unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 model addition and XPU paged-attention tests are unrelated." + "reason": "OpenPangu-V2 model addition vs paged-attention XPU tests; unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "RoMa model support vs doc-builder pin comment; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch and Granite-swa model support are unrelated." + "reason": "Audio SDPA support vs Granite-swa model support; different code paths." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite-swa model support vs packed SDPA attention routing; unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47301", + "accept": false, + "reason": "Workflow pin comment vs assisted-decoding docs; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47216", + "accept": false, + "reason": "Dino modernization work vs compressed-tensors fp8 support; unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47275", + "accept": false, + "reason": "RoMa keypoint matcher vs EfficientVit-SAM model support; unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese wording/docs edits vs model support; unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47301", + "accept": false, + "reason": "Flash-linear-attention availability vs MTP docs; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47336", + "accept": false, + "reason": "Model conversion/architecture modernization vs offloading-save fix; unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "Olmo3 CI test updates vs Granite-swa model support; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46836", + "accept": false, + "reason": "Docs tree changes vs Unlimited OCR model addition; unrelated." }, { "left": "pull_request:47082", "right": "pull_request:47216", "accept": false, - "reason": "RoMa model support and compressed-tensors fp8 work are unrelated." + "reason": "Model/keypoint matcher support vs compressed-tensors quantization support; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "Paged-attention XPU tests and Granite-swa model support are unrelated." + "reason": "Paged-attention XPU tests vs Granite-swa model support; unrelated." } ] }, @@ -23369,7 +23489,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-71", + "cluster_id": "cluster-40546-73", "nodes": [ "pull_request:41855", "pull_request:42668", @@ -23380,19 +23500,20 @@ "pull_request:43995", "pull_request:44517", "pull_request:44827", + "pull_request:45157", "pull_request:45170", "pull_request:45655", "pull_request:46048", "pull_request:46196", "pull_request:46266", - "pull_request:46509", + "pull_request:46381", "pull_request:46658", - "pull_request:46836", "pull_request:46895", "pull_request:46912", "pull_request:46957", "pull_request:47077", "pull_request:47078", + "pull_request:47096", "pull_request:47108", "pull_request:47113", "pull_request:47143", @@ -23403,7 +23524,6 @@ "pull_request:47184", "pull_request:47210", "pull_request:47216", - "pull_request:47218", "pull_request:47243", "pull_request:47275", "pull_request:47291", @@ -23421,34 +23541,31 @@ "pull_request:47369" ], "soft_pairs": [ + "pull_request:44517|pull_request:45157", "pull_request:47291|pull_request:47369", - "pull_request:46836|pull_request:47218", "pull_request:47275|pull_request:47336", "pull_request:47210|pull_request:47304", "pull_request:46957|pull_request:47216", "pull_request:47216|pull_request:47336", - "pull_request:47218|pull_request:47367", "pull_request:47108|pull_request:47216", "pull_request:47367|pull_request:47369", "pull_request:46912|pull_request:47078", "pull_request:47179|pull_request:47301", - "pull_request:47218|pull_request:47304", - "pull_request:47166|pull_request:47218", - "pull_request:46196|pull_request:46509", "pull_request:47166|pull_request:47352", "pull_request:46912|pull_request:47294", + "pull_request:47184|pull_request:47352", "pull_request:47143|pull_request:47320", "pull_request:47336|pull_request:47360", "pull_request:47175|pull_request:47294", - "pull_request:47184|pull_request:47352", "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:47301", "pull_request:47306|pull_request:47369", + "pull_request:45157|pull_request:46658", "pull_request:44517|pull_request:47301", "pull_request:47078|pull_request:47322", "pull_request:47322|pull_request:47369", - "pull_request:47275|pull_request:47304", "pull_request:47078|pull_request:47243", + "pull_request:47275|pull_request:47304", "pull_request:47294|pull_request:47360", "pull_request:43451|pull_request:46266", "pull_request:46912|pull_request:47291", @@ -23459,20 +23576,22 @@ "pull_request:44517|pull_request:47163", "pull_request:43451|pull_request:47352", "pull_request:47243|pull_request:47294", - "pull_request:44517|pull_request:46509", "pull_request:47298|pull_request:47369", - "pull_request:47143|pull_request:47352", "pull_request:47210|pull_request:47291", + "pull_request:47143|pull_request:47352", "pull_request:46957|pull_request:47360", "pull_request:46895|pull_request:47298", - "pull_request:47294|pull_request:47306", "pull_request:47113|pull_request:47175", + "pull_request:46381|pull_request:47322", + "pull_request:47294|pull_request:47306", "pull_request:46957|pull_request:47301", "pull_request:47113|pull_request:47243", "pull_request:47113|pull_request:47275", "pull_request:46912|pull_request:47113", "pull_request:46658|pull_request:47275", "pull_request:47077|pull_request:47367", + "pull_request:43451|pull_request:46381", + "pull_request:46381|pull_request:47096", "pull_request:46658|pull_request:46895", "pull_request:46957|pull_request:47336", "pull_request:47275|pull_request:47367", @@ -23492,280 +23611,400 @@ "pull_request:43251|pull_request:44827", "pull_request:44827|pull_request:45655" ], - "prepared_review_unit_hash": "69e668dcd5727a80684b31024a789f8eba824a52d01f4c6c875662a62ba65fee", + "prepared_review_unit_hash": "36d66d621f6b83856fabd9bdd2911d13867ecc32e5f38dfdb64f2b27b243850c", "component_budget": { - "node_count": 71, - "item_count": 71, - "soft_pair_count": 198, - "serialized_chars": 246971, - "estimated_input_tokens": 61743, - "estimated_eval_tokens": 123742 + "node_count": 73, + "item_count": 73, + "soft_pair_count": 201, + "serialized_chars": 251796, + "estimated_input_tokens": 62949, + "estimated_eval_tokens": 126154 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 70, - "serialized_chars": 137891, - "estimated_input_tokens": 34473, - "estimated_eval_tokens": 69202 + "soft_pair_count": 69, + "serialized_chars": 135606, + "estimated_input_tokens": 33902, + "estimated_eval_tokens": 68060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated PRs across model additions, documentation, tests, quantization, generation, and CI/infrastructure, so none of the soft edges should be merged.", - "confidence": 0.99, + "summary": "This cluster is a broad similarity bucket, not a true duplicate set. Most pairs are unrelated model-addition, docs, tests, or infrastructure PRs with only superficial keyword overlap, so nearly all soft edges should be rejected.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items cover unrelated code paths and changes, so there is no single representative duplicate to anchor the cluster.", + "canonical_pr_reason": "No single canonical PR stands out; the items span unrelated changes rather than one underlying fix or feature.", "best_issue_reason": null, - "best_pr_reason": "No best PR for deduping: there is no PR that plausibly subsumes the others or represents the same underlying fix/change.", + "best_pr_reason": "No PR is a strong cluster representative; the overlap is mostly lexical, not the same concrete code-path change.", "soft_edge_verdicts": [ { - "left": "pull_request:47291", - "right": "pull_request:47369", + "left": "pull_request:44517", + "right": "pull_request:45157", "accept": false, - "reason": "Deprecating ContinuousBatchingConfig is unrelated to fast tokenizer decode example fixes." + "reason": "Different model additions; unrelated code paths." }, { - "left": "pull_request:46836", - "right": "pull_request:47218", + "left": "pull_request:47291", + "right": "pull_request:47369", "accept": false, - "reason": "Unlimited OCR model support and image-loading test refactors are unrelated." + "reason": "One is API deprecation; the other is docs/example cleanup." }, { "left": "pull_request:47275", "right": "pull_request:47336", "accept": false, - "reason": "Adding EfficientViT-SAM is unrelated to fixing fully offloaded model saving." + "reason": "Different problems: new model support vs saving/offloading fix." }, { "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Packed SDPA varlen routing and a docs-only MPS cache change are unrelated." + "reason": "Packed SDPA routing change is unrelated to docs-only MPS wording." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Grouped/batched FP8 kernel tuning and compressed-tensors FP8 support are different changes." + "reason": "Both mention quantization, but fix different subsystems and bugs." }, { "left": "pull_request:47216", "right": "pull_request:47336", "accept": false, - "reason": "Compressed-tensors quantization support is unrelated to offloaded model save logic." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47367", - "accept": false, - "reason": "Image-loading test refactors do not match pipeline device-placement behavior changes." + "reason": "Compressed-tensors support and offloaded saving are unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47216", "accept": false, - "reason": "Doc-builder pin comments and compressed-tensors quantization are unrelated." + "reason": "Doc-builder pin comment vs quantization feature work; no shared change." }, { "left": "pull_request:47367", "right": "pull_request:47369", "accept": false, - "reason": "Pipeline device semantics and tokenizer decode docs are unrelated." + "reason": "Pipeline device behavior change is unrelated to tokenizer decode docs." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE test updates are unrelated to Japanese documentation wording fixes." + "reason": "RoPE test updates and Japanese docs wording are unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47301", "accept": false, - "reason": "Granite SWA model support is unrelated to MTP documentation." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47304", - "accept": false, - "reason": "Image-loading test refactors are unrelated to MPS graph-cache docs cleanup." + "reason": "Different domains: new Granite models vs assisted-decoding docs." }, { "left": "pull_request:47166", - "right": "pull_request:47218", + "right": "pull_request:47352", "accept": false, - "reason": "Quantization test extensions are unrelated to image-loading refactors." + "reason": "Test expectation updates are unrelated to distributed runtime utilities." }, { - "left": "pull_request:46196", - "right": "pull_request:46509", + "left": "pull_request:46912", + "right": "pull_request:47294", "accept": false, - "reason": "wav2vec2 SDPA dispatch and Nemotron Omni model support are different features." + "reason": "RoPE testing and kernel integration work are unrelated." }, { - "left": "pull_request:47166", + "left": "pull_request:47184", "right": "pull_request:47352", "accept": false, - "reason": "GPTQ/MXFP4 test updates are unrelated to distributed runtime utilities." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47294", - "accept": false, - "reason": "RoPE test coverage and kernel-native causal_conv1d integration are unrelated." + "reason": "Both touch multi-accelerator/distributed wording, but not the same fix." }, { "left": "pull_request:47143", "right": "pull_request:47320", "accept": false, - "reason": "NeuCodec model support is unrelated to response_schema deprecation." + "reason": "NeuCodec support and response_schema deprecation are unrelated." }, { "left": "pull_request:47336", "right": "pull_request:47360", "accept": false, - "reason": "Offloading save fixes and CI workflow metadata changes are unrelated." + "reason": "Offloading save fix and OTEL CI workflow change are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47294", "accept": false, - "reason": "Olmo3 CI expectation updates are unrelated to kernel-native causal_conv1d support." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47352", - "accept": false, - "reason": "Qwen3 Next test fixture changes are unrelated to distributed runtime utilities." + "reason": "Olmo3 CI test tweaks do not match kernel function additions." }, { "left": "pull_request:46895", "right": "pull_request:47306", "accept": false, - "reason": "CohereASR training-loss fix is unrelated to Neuron experiment scripts." + "reason": "CohereASR loss bug fix and Neuron experiments are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47301", "accept": false, - "reason": "wav2vec2 SDPA dispatch and MTP docs are unrelated." + "reason": "SDPA dispatch support and MTP docs are unrelated." }, { - "left": "pull_request:47306", - "right": "pull_request:47369", + "left": "pull_request:45157", + "right": "pull_request:46658", "accept": false, - "reason": "Neuron experiment scripts are unrelated to tokenizer decode documentation fixes." + "reason": "Prism GGUF support and Step-3.7 flash are different model efforts." }, { "left": "pull_request:44517", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3 TTS model support is unrelated to MTP docs." + "reason": "Qwen3-TTS model work and MTP docs do not share a code path." }, { "left": "pull_request:47078", "right": "pull_request:47322", "accept": false, - "reason": "Japanese wording edits are unrelated to AMD Quark config changes." + "reason": "Japanese docs wording and AMD Quark config are unrelated." }, { "left": "pull_request:47322", "right": "pull_request:47369", "accept": false, - "reason": "Quark quantization config changes are unrelated to tokenizer decode docs." + "reason": "Quark config changes and tokenizer docs are unrelated." }, { - "left": "pull_request:47275", - "right": "pull_request:47304", + "left": "pull_request:47078", + "right": "pull_request:47243", "accept": false, - "reason": "EfficientViT-SAM model support is unrelated to MPS docs cleanup." + "reason": "Docs wording cleanup and Executorch exporter fixes are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47243", + "left": "pull_request:47275", + "right": "pull_request:47294", "accept": false, - "reason": "Japanese docs wording changes are unrelated to executorch exporter fixes." + "reason": "Different modern model support efforts; no shared bug or change." }, { "left": "pull_request:47294", "right": "pull_request:47360", "accept": false, - "reason": "Kernel-native causal_conv1d functions are unrelated to CI metadata plumbing." + "reason": "Kernel-native causal_conv1d and OTEL CI are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47113", + "accept": false, + "reason": "RoPE tests and audio feature/proc requirement fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 addition and DINO modernization are different model families and changes." + "reason": "Both add model support, but for different architectures and mappings." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47367", + "accept": false, + "reason": "Japanese DistilBERT docs and pipeline device clarification are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Two different model additions; not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46381", + "accept": false, + "reason": "Model docs/support vs tokenizers version compatibility; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47275", + "accept": false, + "reason": "Step-3.7 Flash and EfficientViT-SAM are different model additions." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47301", + "accept": false, + "reason": "Translation docs and generation docs are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Qwen3 TTS and NeuCodec are separate model additions." + "reason": "Qwen3-TTS and NeuCodec are distinct audio model supports." }, { - "left": "pull_request:43451", + "left": "pull_request:44517", "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 model support and XPU paged-attention tests are unrelated." + "reason": "Model support and XPU test coverage are unrelated." }, { - "left": "pull_request:43451", + "left": "pull_request:46957", + "right": "pull_request:47306", + "accept": false, + "reason": "Quantization kernel tuning and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47275", + "accept": false, + "reason": "Different model families; no same bug or mergeable change." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47322", + "accept": false, + "reason": "Docs wording cleanup and Quark config changes are unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47243", + "accept": false, + "reason": "Docs wording cleanup and exporter fixes are unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47294", + "accept": false, + "reason": "EfficientViT-SAM support and causal_conv1d kernel work are unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47304", + "accept": false, + "reason": "Model support work and docs-only change are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47304", + "accept": false, + "reason": "Audio feature/proc requirements and docs-only MPS content are unrelated." + }, + { + "left": "pull_request:47367", + "right": "pull_request:47369", + "accept": false, + "reason": "Pipeline device logic and tokenizer decode examples are unrelated." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47301", + "accept": false, + "reason": "Continuous batching deprecation and MTP docs are unrelated." + }, + { + "left": "pull_request:47166", "right": "pull_request:47352", "accept": false, - "reason": "Molmo2 model support and distributed runtime utilities are unrelated." + "reason": "Quantization test changes and distributed runtime utilities are unrelated." }, { - "left": "pull_request:47143", + "left": "pull_request:47184", "right": "pull_request:47352", "accept": false, - "reason": "NeuCodec support and distributed runtime utilities are unrelated." + "reason": "Test decorator rename and distributed runtime additions are unrelated." }, { - "left": "pull_request:47210", + "left": "pull_request:47143", + "right": "pull_request:47320", + "accept": false, + "reason": "Model support and response schema deprecation are unrelated." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47369", + "accept": false, + "reason": "Neuron experiments and tokenizer docs are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47243", + "accept": false, + "reason": "Audio requirements fixes and Executorch exporter fixes are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47275", + "accept": false, + "reason": "Audio requirements fixes and new model support are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47113", + "accept": false, + "reason": "RoPE tests and audio requirement fixes are unrelated." + }, + { + "left": "pull_request:46912", "right": "pull_request:47291", "accept": false, - "reason": "Packed SDPA attention routing and CB config deprecation are unrelated." + "reason": "RoPE tests and batching config deprecation are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47360", + "left": "pull_request:46658", + "right": "pull_request:47275", "accept": false, - "reason": "FP8 decode-kernel tuning and CI workflow metadata are unrelated." + "reason": "Step-3.7 Flash and EfficientViT-SAM support are unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47298", + "left": "pull_request:47077", + "right": "pull_request:47367", "accept": false, - "reason": "CohereASR loss fix and MI450 model failure fixes are unrelated." + "reason": "Translation docs and pipeline device behavior are unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47306", + "left": "pull_request:43451", + "right": "pull_request:46381", + "accept": false, + "reason": "Model addition and tokenizer dependency bump are unrelated." + }, + { + "left": "pull_request:46381", + "right": "pull_request:47096", + "accept": false, + "reason": "Tokenizer version compatibility and exportable Kimi changes are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46895", + "accept": false, + "reason": "Step-3.7 Flash and CohereASR loss fix are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47360", + "accept": false, + "reason": "Quantization kernel work and CI workflow changes are unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47367", "accept": false, - "reason": "Kernel-native causal_conv1d work is unrelated to Neuron experiments." + "reason": "New model support and pipeline device clarification are unrelated." }, { "left": "pull_request:47184", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3 Next multi-accelerator test edits are unrelated to MTP docs." + "reason": "Test decorator update and MTP docs are unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47367", "accept": false, - "reason": "Packed SDPA varlen attention and pipeline device-placement docs are unrelated." + "reason": "Packed SDPA routing and pipeline device clarification are unrelated." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method additions and executorch dynamic-shape tests are unrelated." + "reason": "Different tokenizer/model API additions; no shared bug." }, { "left": "pull_request:41855", @@ -23777,25 +24016,25 @@ "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and MobileLLM model support are unrelated." + "reason": "Processor robustness and MobileLLM model addition are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "Executorch export tests and MTP docs are unrelated." + "reason": "Executorch dynamic-shape tests and MTP docs are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model support and config resolution order fixes are unrelated." + "reason": "New model support and config-resolution fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and layrnorm/layernorm renaming are different code paths." + "reason": "Mistral4 test fixes and layrnorm rename are unrelated." }, { "left": "pull_request:43424", @@ -23807,37 +24046,37 @@ "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactoring are unrelated." + "reason": "MobileLLM model addition and Falcon refactor are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "cross-entropy kwargs fix and MobileLLM model support are unrelated." + "reason": "Cross-entropy kwargs bugfix and MobileLLM model addition are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel support are unrelated." + "reason": "Mistral4 tests and TDT loss kernel addition are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape tests and MobileLLM model support are unrelated." + "reason": "Executorch export tests and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Passing kwargs to cross_entropy and Mistral4 test fixes are unrelated." + "reason": "Cross-entropy bugfix and Mistral4 tests are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-resolution order fixes are unrelated." + "reason": "Mistral4 test fixes and config-resolution ordering are unrelated." } ] }, @@ -23859,13 +24098,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-71", + "cluster_id": "cluster-40546-73", "nodes": [ "pull_request:40546", "pull_request:43451", "pull_request:43823", "pull_request:43995", "pull_request:44827", + "pull_request:45157", "pull_request:45213", "pull_request:46196", "pull_request:46509", @@ -23918,14 +24158,15 @@ "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", "pull_request:46509|pull_request:47163", - "pull_request:47301|pull_request:47336", - "pull_request:47291|pull_request:47322", + "pull_request:45157|pull_request:46836", "pull_request:47163|pull_request:47292", + "pull_request:45157|pull_request:46509", + "pull_request:47291|pull_request:47322", + "pull_request:47301|pull_request:47336", "pull_request:47304|pull_request:47367", "pull_request:47216|pull_request:47301", "pull_request:43451|pull_request:46836", "pull_request:46509|pull_request:47301", - "pull_request:46509|pull_request:46836", "pull_request:43451|pull_request:46509", "pull_request:47163|pull_request:47210", "pull_request:47143|pull_request:47163", @@ -23933,15 +24174,16 @@ "pull_request:46658|pull_request:47322", "pull_request:46196|pull_request:47143", "pull_request:47143|pull_request:47322", + "pull_request:45157|pull_request:47143", "pull_request:47143|pull_request:47301", "pull_request:47301|pull_request:47367", + "pull_request:45157|pull_request:47163", "pull_request:43451|pull_request:47243", "pull_request:47096|pull_request:47243", "pull_request:43451|pull_request:47291", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:47175", "pull_request:47096|pull_request:47175", - "pull_request:43451|pull_request:46658", "pull_request:47306|pull_request:47367", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", @@ -23962,334 +24204,340 @@ "pull_request:47143|pull_request:47298", "pull_request:47163|pull_request:47298" ], - "prepared_review_unit_hash": "6d4cc8a24bd4816b60f3ea5c9329c41301d0f7ebf903bc6578e4953b9443119f", + "prepared_review_unit_hash": "2d3dbf370bc66bbe68199ca317e141727abfdae54a5806c24fea301177be2861", "component_budget": { - "node_count": 71, - "item_count": 71, - "soft_pair_count": 198, - "serialized_chars": 246971, - "estimated_input_tokens": 61743, - "estimated_eval_tokens": 123742 + "node_count": 73, + "item_count": 73, + "soft_pair_count": 201, + "serialized_chars": 251796, + "estimated_input_tokens": 62949, + "estimated_eval_tokens": 126154 }, "budget": { - "node_count": 35, - "item_count": 35, - "soft_pair_count": 63, - "serialized_chars": 104550, - "estimated_input_tokens": 26138, - "estimated_eval_tokens": 52532 + "node_count": 36, + "item_count": 36, + "soft_pair_count": 65, + "serialized_chars": 106788, + "estimated_input_tokens": 26697, + "estimated_eval_tokens": 53650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only the CohereASR training-loss fixes are true duplicates of the same underlying bug; the rest are broad-similarity matches across unrelated model additions, tests, docs, or exporter work and should not be merged.", - "confidence": 0.78, + "summary": "This cluster is mostly heterogeneous (new-model additions, docs, exporter tweaks, and test-only updates). The only true duplicate set is the three CohereASR training-loss fixes, which all target the same double-shift bug in the same code path.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR double-shift bug: it states the exact training-loss mismatch, targets the same issue as the other two, and uses the most explicit fix semantics.", + "canonical_pr_reason": "pull_request:47090 is the clearest canonical CohereASR fix: it explicitly targets the shared issue, updates the same files as the other two PRs, and preserves the intended loss-function behavior without the internal double shift.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best single PR to keep for the duplicate set because it most directly describes the concrete bug and fix path, while 46895 and 46958 are earlier variants of the same change.", + "best_pr_reason": "pull_request:47090 is the best representative PR for the duplicate set because it most directly describes and fixes the underlying training-loss bug in CohereASR, and it is the strongest merge target among the three variants.", "soft_edge_verdicts": [ { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Different changes: Falcon output-refactor vs a model-creation skill PR; only superficial transformer-internals overlap." + "reason": "Both touch model/generation refactors, but they are unrelated models and changes; no shared concrete bug or mergeable fix." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and a model-creation skill are unrelated; shared tooling context is not a duplicate signal." + "reason": "Different Mistral4 test/model work versus a model-creation skill PR; same broad area only, not the same change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different models and different problems; both touch transformers internals but not the same bug or change." + "reason": "Both are model implementation PRs, but for different architectures and different code paths." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." + "reason": "Unrelated model addition versus model-creation skill scaffolding; not the same underlying bug or change." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same files; these are alternative fixes for the same code path." + "reason": "Same CohereASR training-loss double-shift bug in the same files and code path; 47090 is just a refined variant of the same fix." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Both patch CohereASR loss computation for the same double-shift problem and could plausibly be merged into one PR." + "reason": "Both fix the same CohereASR double-shift loss bug in the same model files; the implementation differs, but the underlying change is the same." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same issue target and same CohereASR loss bug; the implementation differs, but the underlying fix is identical." + "reason": "Same CohereASR loss bug and same affected code path; these are alternative implementations of one fix." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU-oriented test updates, but they target different models and different failures." + "reason": "Both are XPU-related test updates, but they target different models/files and different expectation failures." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Both adjust tests, but one is quantization coverage and the other is accelerator/device-coverage changes for different models." + "reason": "Both are test maintenance PRs, but they cover different test suites and different issues; not the same underlying change." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE logic/test changes and Olmo3 CI expectation updates are unrelated; not the same bug." + "reason": "Both adjust test expectations, but for different models and different failure modes; too broad to be duplicates." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Different test files, different model families, different failure modes." + "reason": "Separate XPU expectation fixes in different test files; similar theme only." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "One adds MTP docs and the other tweaks MPS graph-cache docs; same docs area, different feature." + "reason": "Docs-only updates about different topics (MTP vs MPS graph cache); unrelated changes." }, { "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese DistilBERT docs translation is unrelated to MPS graph-cache documentation edits." + "reason": "Different documentation work in different languages/topics; no shared underlying change." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Both add new models, but Step3.7 Flash and Unlimited OCR are different model integrations." + "reason": "Both are new-model PRs, but for different models and integrations; not the same feature or bugfix." }, { "left": "pull_request:47210", "right": "pull_request:47301", "accept": false, - "reason": "Packed SDPA routing and MTP documentation are different features with no shared code-path bug." + "reason": "One is packed SDPA routing, the other is generation docs for MTP; unrelated." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Nemotron Omni and NeuCodec are distinct model additions, not duplicates." + "reason": "Both add model support, but for different models with different modalities and code paths." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter work and Executorch exporter fixes are separate exporter changes affecting different backends." + "reason": "Different exporter fixes affecting different backends and models; not mergeable as one concrete change." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU tests and quantization test tweaks are unrelated." + "reason": "Separate test flake/expectation updates in different areas; no shared bug." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites and hardware targets; no shared underlying defect." + "reason": "Both are test expectation tweaks, but for different model suites and different failures." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Nemotron Omni model support and paged-attention XPU tests are unrelated." + "reason": "Model addition versus test-only XPU support; no common underlying fix." }, { - "left": "pull_request:47301", - "right": "pull_request:47336", + "left": "pull_request:45157", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model-support PRs for different models; similar scale, not the same change." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", "accept": false, - "reason": "MTP docs and fully-offloaded save_pretrained behavior are unrelated changes." + "reason": "Both involve XPU test updates, but the affected models and failures are different." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model additions with unrelated implementation details." }, { "left": "pull_request:47291", "right": "pull_request:47322", "accept": false, - "reason": "Generation config deprecation and AMD Quark config class rename are different issues." + "reason": "Both touch config plumbing, but one deprecates CB config while the other changes Quark config classes; different changes." }, { - "left": "pull_request:47163", - "right": "pull_request:47292", + "left": "pull_request:47301", + "right": "pull_request:47336", "accept": false, - "reason": "Paged-attention XPU tests and TipsV2-DPT XPU expectations are unrelated test updates." + "reason": "One is generation docs, the other is model offloading/save_pretrained behavior; unrelated." }, { "left": "pull_request:47304", "right": "pull_request:47367", "accept": false, - "reason": "MPS graph-cache docs and pipeline device-placement clarification are different documentation topics." + "reason": "Unrelated docs topics: MPS graph cache versus pipeline device placement." }, { "left": "pull_request:47216", "right": "pull_request:47301", "accept": false, - "reason": "Compressed-tensors FP8 support and MTP docs do not address the same problem." + "reason": "Compressed-tensors feature work versus generation docs; no shared code path." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 and Unlimited OCR are different model integrations, even though both touch auto-mapping/docs." + "reason": "Both are new model support PRs, but for distinct models and modalities; not duplicates." }, { "left": "pull_request:46509", "right": "pull_request:47301", "accept": false, - "reason": "Nemotron Omni model support and MTP docs are unrelated." - }, - { - "left": "pull_request:46509", - "right": "pull_request:46836", - "accept": false, - "reason": "Nemotron Omni and Unlimited OCR are separate model additions." + "reason": "Model support versus docs-only generation feature notes; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 and Nemotron Omni are different model adds; shared registration files are too broad to imply duplication." + "reason": "Different model additions with separate architectures and files." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are unrelated model additions." + "reason": "Both are large model additions, but for different models; same broad subsystem only." }, { "left": "pull_request:43451", "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model addition and Olmo3 CI test adjustments are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46658", - "accept": false, - "reason": "Molmo2 model support and Step3.7 Flash work are separate model integrations." + "reason": "New-model support versus CI/test expectation adjustments; unrelated." }, { - "left": "pull_request:47306", - "right": "pull_request:47367", + "left": "pull_request:47096", + "right": "pull_request:47243", "accept": false, - "reason": "Neuron experiments and pipeline device-placement clarification are unrelated." + "reason": "Both involve exporters, but they fix different exporter paths and different model coverage." }, { "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 and NeuCodec are distinct model additions." + "reason": "Different model-support additions with different modalities and implementation paths." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model support and Kimi exporter work are unrelated." + "reason": "Model-support addition versus exporter fixes; different concrete changes." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter work are unrelated." + "reason": "New-model work versus OpenVINO exporter work; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "Both touch export-related code, but one is OpenVINO exporter support and the other is Kimi exportability fixes; different concrete problems." + "reason": "Both touch exporter infrastructure, but they address different backend behaviors and different model-specific paths." }, { "left": "pull_request:43451", "right": "pull_request:47298", "accept": false, - "reason": "Molmo2 model addition and MI450 model-failure fixes are unrelated." + "reason": "New model support versus MI450 image-loading/test fixes; not the same change." }, { "left": "pull_request:43451", "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 model support and AMD Quark config changes are unrelated." + "reason": "Model addition and Quark config changes are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47298", "accept": false, - "reason": "Kimi exporter fixes and MI450 test/model failures are unrelated." + "reason": "Exporter compatibility fixes versus image loading/model failures on MI450; different code paths." }, { "left": "pull_request:47096", "right": "pull_request:47322", "accept": false, - "reason": "Kimi exportability work and Quark quantization config changes are unrelated." + "reason": "Exporter fixes versus AMD Quark config changes; no shared underlying bug." }, { - "left": "pull_request:43451", + "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 model addition and Neuron experiments are unrelated." + "reason": "Exporter fixes and Neuron experiment scripts are unrelated." }, { - "left": "pull_request:47096", + "left": "pull_request:43451", "right": "pull_request:47306", "accept": false, - "reason": "Kimi export fixes and Neuron experiments are unrelated." + "reason": "New model addition versus Neuron experiment scripts; different artifacts and goals." }, { "left": "pull_request:47003", "right": "pull_request:47298", "accept": false, - "reason": "OpenVINO exporter support and MI450 model-failure fixes are unrelated." + "reason": "OpenVINO exporter work and MI450 image-loading fixes are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter work and Neuron experiments are unrelated." + "reason": "Different exporter/backend work versus Neuron experiments; not the same change." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exporter fixes and NeuCodec model support are unrelated." + "reason": "Exporter fixes versus model addition; no common underlying bug or change." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter support and NeuCodec model addition are unrelated." + "reason": "Different features entirely: exporter infrastructure versus new model support." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi exporter fixes and paged-attention XPU tests are unrelated." + "reason": "Exporter fixes and paged-attention test updates are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47163", + "accept": false, + "reason": "Different areas and different concrete fixes; not duplicates." }, { "left": "pull_request:47143", "right": "pull_request:47298", "accept": false, - "reason": "NeuCodec model addition and MI450 failure fixes are unrelated." + "reason": "Model support versus MI450 failure fixes; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47298", "accept": false, - "reason": "Paged-attention XPU tests and MI450 failure fixes are unrelated." + "reason": "Both are test-oriented, but they address different subsystems and failures." } ] }, @@ -24319,7 +24567,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "85215847ff810c17977fbebb151192452aed860b28b1dcf1e0639d2d73f7e171", + "prepared_review_unit_hash": "3d711e92f89b64ae92aef7386cd0be474023b1d557697958c7f5774a0c35d201", "component_budget": { "node_count": 2, "item_count": 2, @@ -24341,18 +24589,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate-based forecasting vs. DINOv3 image classification support. They should not be deduplicated or merged.", + "summary": "The two pull requests are unrelated: one adds covariate forecasting support to TimesFM, while the other adds image-classification support for DINOv3ViT. They do not appear to fix the same bug or implement the same change, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the better canonical representative only because it is a narrower, self-contained feature addition; the two PRs do not describe the same change.", + "canonical_pr_reason": "No canonical PR: the PRs target different models and unrelated code paths, so there is no duplicate representative within this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the most suitable representative for the cluster because it is concrete and self-contained, whereas PR #40755 is a broader TimesFM capability spanning multiple files and a different model family.", + "best_pr_reason": "PR #41224 is the more focused and self-contained change, but it is not a duplicate of #40755; it is simply the cleaner representative if one PR must be surfaced.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different capabilities: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not fix the same code-path problem and are not mergeable as one PR." + "reason": "Different underlying changes in different model families: TimesFM covariate forecasting vs DINOv3 image-classification support. They are not the same concrete bug or feature and would not plausibly merge into one PR." } ] }, @@ -24445,12 +24693,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "95e79cf3bfabaa17786e396c32b21fda0c9676759f22986bf100b4d19bf718c4", + "prepared_review_unit_hash": "e896fadfb977e144ac1e6897fb1439d3dd3d53c37c1afd8cf0619c496761e1e8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24458,7 +24706,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24467,18 +24715,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate GitHub Actions maintenance PRs: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and related workflow actions. The overlap in workflow files is too broad to treat them as the same underlying change.", + "summary": "Both PRs are broad GitHub Actions maintenance updates, but they target different actions and different failure modes: #42975 is a Node 24 compatibility sweep for checkout/cache/upload-artifact, while #42976 upgrades docker/build-push-action v5\u2192v6 in Docker image workflows. They are related in theme, not the same change.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: they target different action families and different upgrade goals, so they are not the same fix.", + "canonical_pr_reason": "PR #42975 is the broader and more specific umbrella change, updating multiple workflow actions for Node 24 compatibility across many files.", "best_issue_reason": null, - "best_pr_reason": "42975 is the better representative of the cluster topic because it has a clearer compatibility goal (Node 24) and a broader workflow-wide action upgrade scope.", + "best_pr_reason": "PR #42975 is the best representative of the cluster because it covers the wider cross-workflow GitHub Actions compatibility update rather than a narrower single-action version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different concrete changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and other actions. Shared workflow filenames alone do not make them the same PR." + "reason": "Both are workflow dependency upgrades, but they modify different actions and different job paths; one addresses Node 24 compatibility for checkout/cache/upload-artifact, the other bumps docker/build-push-action. They would not plausibly merge into a single duplicate PR." } ] }, @@ -24513,58 +24761,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "0f4e8d886fd7455acdc0d11167742e6eab7992944f304c22a8b1f81c9bc64fb4", + "prepared_review_unit_hash": "88d73d7e67f1946b266b81f7561287630454334700ca60154e87644549d79d0d", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13044, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13044, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They share generic integration boilerplate, but they do not describe the same underlying bug or change, so none of the soft duplicates should be merged.", + "summary": "All four pull requests are independent model-addition PRs with overlapping registry/docs files, but they implement different models (ViT NEPA, Molmo, CTSM, Step3p7). The soft similarities are broad subsystem overlap, not duplicate changes.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are distinct model integrations for different architectures, so there is no single duplicate target.", + "canonical_pr_reason": "No duplicate PR exists in this set; if one must be chosen as the representative PR, 46562 is the most substantial and reviewed model-addition patch, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate triage: each PR is a separate model addition, so none is a better representative of the others.", + "best_pr_reason": "46562 is the best representative of the cluster only in the sense of being the broadest and most mature PR, but it should not be merged with the others because it targets a different model and code path.", "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 generic boilerplate, not the same code-path fix." + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared auto-registration and docs paths are expected for new model PRs, not evidence of the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "These add unrelated models (ViT NEPA vs CTSM) with different implementations and tests; overlap is only in shared model registry/docs plumbing." + "reason": "Different model families and implementations: ViT NEPA vs CTSM. Overlap is limited to generic Transformers registry/docs files." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct architectures and code paths; similarity is limited to broad framework integration scaffolding." + "reason": "Molmo and CTSM are unrelated model additions with distinct configs, processors, and modeling code; only broad infrastructure files overlap." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model integrations; despite shared auto-mapping/docs/test updates, they are not the same underlying change." + "reason": "CTSM and Step3p7 are separate model additions with different modeling and processing stacks. Shared auto/docs edits do not indicate the same code-path fix." } ] }, @@ -24613,7 +24861,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "aca0d8221a2294f4105a7401477188d3bc2c877e364b60c1a9c1e95bc10f7667", + "prepared_review_unit_hash": "d8b57c99cd545d15a5de67d1198d6aab33e5ff28003810e4abd826b8470bbaac", "component_budget": { "node_count": 7, "item_count": 7, @@ -24635,108 +24883,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two YOLOS PRs look like the same underlying fix; the other PRs are unrelated test-only or subsystem-specific changes and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Most PRs in this cluster are unrelated despite superficial similarity. The only strong duplicate relationship is the YOLOS pair, where both PRs address the same device-mismatch issue in the same file and target the same issue.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the best canonical PR: it targets the same YOLOS device-mismatch issue as 46886, touches the same file, and includes the concrete device fix plus the supporting split-module update.", + "canonical_pr_reason": "PR 46922 is the best representative because it contains the more complete YOLOS fix: it keeps the split-module adjustment and also moves the mid-position embeddings to the model device, directly addressing the same device-mismatch bug.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 is the strongest standalone representative because it contains the actual YOLOS runtime fix and the related model partitioning change for the same issue target.", + "best_pr_reason": "PR 46922 is the strongest standalone PR in the cluster for duplicate triage because it clearly matches the YOLOS issue target and appears to subsume the narrower YOLOS change in 46886.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are unrelated test edits in different models; they do not fix the same concrete bug or change." + "reason": "Both are test-oriented fixes, but they touch different models and different test failures; not the same underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test cleanup and FP8 dequant changes are different changes with no shared bug path." + "reason": "Whisper tokenizer/tests vs FP8 dequant/model-loading changes are unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test changes and generation-watermarking validation fixes are unrelated." + "reason": "Whisper test changes and watermarking/generation fixes are unrelated." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test updates are unrelated to the YOLOS device-mismatch fix." + "reason": "Whisper tests and YOLOS device placement are different bugs in different subsystems." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are test-only fixes for different models and CI behavior; not the same underlying bug." + "reason": "Different model test fixes with no shared concrete bug; only broad test-failure similarity." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different models and different code paths; one is test noise, the other is FP8 loading/dequant logic." + "reason": "CLIP/ViT test patches do not match the FP8 dequant/runtime fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test adjustments do not overlap with generation config/watermarking validation." + "reason": "Different model tests vs generation config/runtime fix; not mergeable as one bug fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Model test fixes are not the same as the YOLOS runtime device-placement bug." + "reason": "Model test updates and YOLOS runtime device mismatch are unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization fixes and Phimoe CI integration-test fixes are unrelated changes." + "reason": "FP8 quantization/loading changes and Phimoe CI integration fixes address different failure modes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These touch different subsystems and fix different problems." + "reason": "These fix different framework areas: FP8 dequantization vs generation/watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 quantization/dequant code is unrelated to YOLOS device mismatch handling." + "reason": "No shared underlying bug; FP8 kernel/loading changes are unrelated to YOLOS device-map handling." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe integration CI changes do not address the same bug." + "reason": "Generation config validation and Phimoe CI/device-memory test setup are different issues." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different areas of the codebase and different failure modes." + "reason": "Watermarking config validation and YOLOS device mismatch are unrelated." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Both mention device-map-adjacent behavior, but one is CI/test infrastructure and the other is a YOLOS model code fix; not the same concrete change." + "reason": "Phimoe integration CI adjustments do not fix the YOLOS device-mismatch code path." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device-mismatch issue, share the same issue target and file, and the later PR adds the concrete device-placement fix alongside the related split-module update." + "reason": "Both PRs target the same YOLOS device-mismatch issue, share the same model file, and the later PR 46922 includes the earlier split-module fix plus the actual device placement correction." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet: the YOLOS pair clearly shares the same issue target and file, while the other pairs are different model/test/CI or subsystem changes and are conservatively rejected as non-duplicates. No pair is overstated as mergeable beyond the evidence shown." + "feedback": "The conclusions are well grounded in the packet. The YOLOS pair is the only clearly supported duplicate, and the rejection of the other soft pairs stays conservative given the lack of shared files or explicit issue targets. The summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -24766,7 +25014,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "0e969553c34cd36517227bb3d2a4b996bb612e0709a2878dceac7875f6440b96", + "prepared_review_unit_hash": "61058319d3504b8fd580fd4f05133df351bf08f2ef26bdd82bdebe6874e12d6b", "component_budget": { "node_count": 3, "item_count": 3, @@ -24788,30 +25036,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar (all are \"don't merge\"/CI or test-related) but they change different workflows and code paths, so they are not duplicates.", - "confidence": 0.95, + "summary": "All three pull requests are unrelated \"don't merge\"/test or workflow experiments, not duplicates of the same underlying change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the most representative of the cluster only in the sense that it is the broadest infra/testing change and touches the most files; the other PRs are narrower and target different workflows.", + "canonical_pr_reason": "No single PR is a true canonical duplicate here; the cluster mixes unrelated changes to setup/test scaffolding and CI/workflow behavior.", "best_issue_reason": null, - "best_pr_reason": "43532 is the least arbitrary single representative here because it spans multiple CI/test files, but it is still not a duplicate of the others.", + "best_pr_reason": "PR 43532 is the broadest of the three and touches multiple CI/testing files, but it still does not represent the same fix as the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 tweaks setup/dependency metadata and a Vit test, while 46747 changes a security-gate workflow trigger. Same broad repo area, but not the same underlying fix." + "reason": "Different changes: 43488 adds pytest-random-order and tweaks setup/test files, while 46747 changes the security-gate workflow trigger from pull_request_target to pull_request." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about setup/version/dependency checks; 43532 rewires self-comment CI and related test/notification files. They do not fix the same concrete bug or change." + "reason": "Only superficial overlap in test-related files; 43488 is about dependency/version/test setup, while 43532 is about CI comment/scheduling workflow behavior and testing utilities." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they modify different CI jobs for different purposes: self-comment CI vs. security-gate trigger behavior. Not mergeable as one change." + "reason": "Both involve CI/workflow files, but they modify different workflows for different purposes and would not plausibly be merged as one fix." } ] }, @@ -24841,12 +25089,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "f72cfb7221e26bc27559bc452dc61dc56ca5bf242e92b40d0b34a576f73be7fc", + "prepared_review_unit_hash": "e5ee07b21eefdd4d69514a7f559efc563808b55d83c576c22d637cf9e499d7bb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24854,7 +25102,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24863,18 +25111,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related feature PRs adding new segmentation pipelines, but they implement different user-facing tasks and different code paths, so they should not be treated as duplicates.", - "confidence": 0.94, + "summary": "These are related segmentation-pipeline feature PRs, but they target different concrete capabilities and model paths: concept segmentation vs visual segmentation. They share docs and some registration plumbing, but they are not duplicates and should not be merged as one change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 is Promptable Concept Segmentation and 43613 is Promptable Visual Segmentation; they share scaffolding, but the underlying functionality, models, and tests differ.", + "canonical_pr_reason": "No single canonical duplicate PR: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation with different pipeline code and backend/model coverage.", "best_issue_reason": null, - "best_pr_reason": "43613 is the broader and more complete-seeming addition, with more model integrations and tests, but it is still not a duplicate of 43612.", + "best_pr_reason": "#43613 is the broader standalone PR in this cluster, covering more model integrations and a larger pipeline surface for visual segmentation.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Both add segmentation-pipeline plumbing, but one is for concept segmentation and the other for visual segmentation. They touch shared docs/framework files, yet the concrete task, model support, and tests are distinct, so they are not the same underlying change." + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/registry updates are incidental, not evidence of the same change." } ] }, @@ -24904,40 +25152,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "5e9b3e8a865c52e553c638884b158625eaf5703f807215d30346671fdef84f85", + "prepared_review_unit_hash": "8c5b82eda24f4060a59e054c151c64800aaa9bd0bed1c7e16e55e9ed3e18e374", "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 Trainer PRs that both add overridable helper methods in src/transformers/trainer.py, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They should not be treated as duplicates.", - "confidence": 0.95, + "summary": "These are two separate Trainer extensibility PRs in the same file, but they fix different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-based column filtering for custom trainers. They are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: despite touching the same file and a similar extensibility pattern, the PRs fix different code paths and can be merged independently.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the more concrete user-facing behavior change because it fixes loss scaling during training; however, it is not a duplicate of 43663.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: both modify Trainer internals, but one changes gradient-accumulation loss normalization and the other refactors signature-column filtering. Same file and similar helper-method pattern, but not the same underlying bug/change." + "reason": "Different underlying changes: 43651 adds a hook for loss scaling during gradient accumulation, while 43663 adds a hook for deriving signature columns / filtering inputs. Shared file and trainer extensibility theme are too broad to treat as the same PR." } ] }, @@ -24967,12 +25215,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "888321113025beb8b9d32d545e2c3ac8345877edb0aae4661b3a9f43f3b45372", + "prepared_review_unit_hash": "315a3494aa3c87d6fbb1b651b3a60c1c560cf12d0cc40b7dbae82472864c7ad6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24980,7 +25228,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24989,18 +25237,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention a TypeAdapter NameError, but they appear to fix different runtime causes rather than the same underlying bug.", - "confidence": 0.86, + "summary": "Two PRs touch the same file and both mention a TypeAdapter-related error, but they address different runtime/type-annotation failure modes. They are related follow-ups, not the same underlying change, so they should not be deduplicated together.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 is the more concrete fix: it explicitly guards the pydantic TypeAdapter import under TYPE_CHECKING and quotes the annotation, directly targeting the crash when pydantic is not installed.", + "canonical_pr_reason": "PR 43656 is the broader, earlier CLI TypeAdapter fix and is explicitly tied to issue 43576. It looks like the main representative for the cluster, while 43842 is a narrower follow-up for a different import/annotation edge case.", "best_issue_reason": null, - "best_pr_reason": "43842 is the strongest standalone PR because it names the exact failure mode and makes a narrow change tied to that import/annotation path.", + "best_pr_reason": "PR 43656 is the best representative because it has the broader scope, more discussion, and an explicit issue link; 43842 is narrower and targets a separate pydantic-missing case.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They share a file and similar wording, but 43656 appears to address annotation/type-hint NameError behavior more broadly, while 43842 specifically fixes the pydantic-not-installed path. Different concrete failure modes, so not a duplicate PR." + "reason": "Same file and similar symptom, but different concrete bugs: 43656 adjusts CLI annotations/imports for a TypeAdapter NameError in the command, while 43842 fixes a separate NameError when pydantic is absent. They could coexist in one tree, but they are not the same underlying fix." } ] }, @@ -25137,8 +25385,8 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44722", "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -25193,358 +25441,394 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "37816c009cc32796180543ce99b816db18705fa4833855ed1ce3d25bbf170571", + "prepared_review_unit_hash": "565d4cda330848d1c449a219a74895d877466877377122c5e87ec164730ad882", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84509, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76942, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly an umbrella of model-by-model output-tracing refactors, not one single duplicate change. The only clear duplicate groups are within the same code paths: GPT-Neo and GPT-J/CodeGen. Most cross-model pairs should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "No issue artifact is present in the supplied items; 43979 appears only as a shared external tracking target referenced by multiple PRs.", - "canonical_pr_reason": "PR 44722 is the strongest representative of the repeated GPT-J/CodeGen tracing refactor: it is broad, concrete, and clearly aligned with the standardized decorator-based output handling change.", - "best_issue_reason": "No issue artifact is present in the supplied items, so there is no canonical issue to select from the cluster.", - "best_pr_reason": "PR 44722 is the best global representative because it captures the same concrete GPT-J/CodeGen output-tracing code-path change in the most complete form among the provided PRs.", + "summary": "This cluster is mostly a noisy family of standardized output-tracing refactors across many different Transformer models. The only clear duplicate-looking edges are within the GPT-Neo and GPT-J refactor chains; most other pairs merely share the same broad refactor theme or issue target.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #43979 is the shared tracking issue that the refactor PRs converge on; it is the only clear issue anchor for the cluster.", + "canonical_pr_reason": "PR #44722 is the best canonical PR: it is the latest and broadest representative of the output-tracing refactor work, explicitly targets the shared issue, and covers the GPT-J path while also consolidating the related CodeGen cleanup.", + "best_issue_reason": "Best issue candidate is #43979 because it is the shared upstream problem all of the genuine refactor PRs are organized around.", + "best_pr_reason": "Best PR candidate is #44722 because it most completely represents the repeated GPT-J output-tracing change and appears to supersede the narrower GPT-J-only variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; sharing the same tracking theme is not enough for duplication." + "reason": "Different model families; same tracking issue is not enough to make these the same code change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; these are separate output-tracing refactors." + "reason": "CVT/FNet refactor vs DeBERTa refactor; same umbrella theme, but different code paths and models." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same code path; one PR is a broader variant of the other and they could plausibly be merged." + "reason": "Both are GPT-J output-tracing refactors in the same code path; 44066 just bundles extra CodeGen changes." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different vision model implementations; same standardized-output theme but not the same concrete change." + "reason": "RegNet and EfficientNet are different model implementations; this is only thematic overlap." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; they only share the general tracing refactor pattern." + "reason": "EfficientNet vs GPT-J/CodeGen; same issue target, but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and code paths; the overlap is only the generic decorator migration." + "reason": "GPT-J/CodeGen refactor and EfficientNet refactor are unrelated model-specific changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; same umbrella issue does not make these duplicates." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated code paths; shared output-tracing theme is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths; both are tracing refactors, but not the same change." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; same pattern, different model internals." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths; the similarity is only the shared output-tracing pattern." + "reason": "GPT-J/CodeGen vs MPT; different models and different output-tracing implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model file/tests and look like the same underlying change." + "reason": "Same GPT-Neo output-tracing migration in the same model/file family; 44068 looks like the later, fuller iteration." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Different model families and code paths; GPT-J/CodeGen is not the same change as GPT-Neo." + "reason": "GPT-J/CodeGen and GPT-Neo are different models; they are related only by the refactor initiative." }, { "left": "pull_request:44018", - "right": "pull_request:44019", + "right": "pull_request:44066", "accept": false, - "reason": "Different model families and code paths; same refactor style, not the same bug or change." + "reason": "GPT-Neo and GPT-J are different code paths; this is not the same concrete change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; the shared output-tracing umbrella is too broad to merge these." + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; same issue family but different model-specific work." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; no concrete code-path overlap." + "reason": "ResNet and GPT-J are different models; no evidence of the same underlying bug/change." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44019", "accept": false, - "reason": "Different model families and code paths; both alter tracing, but not the same implementation." + "reason": "GPT-Neo vs ResNet; only the general output-tracing theme overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths; only the general tracing migration is shared." + "reason": "ResNet and MPT are different model families with separate refactors." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "Different model families and code paths; GPT-Neo is separate from GPT-J/CodeGen." + "reason": "GPT-Neo refactor vs Flaubert refactor; different models and code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; same refactor pattern, not the same change." + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." }, { "left": "pull_request:44018", - "right": "pull_request:44066", + "right": "pull_request:44116", "accept": false, - "reason": "Different model families and code paths; GPT-Neo is separate from GPT-J/CodeGen." + "reason": "GPT-Neo and Flaubert do not share the same concrete implementation change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; only the broad tracing refactor theme overlaps." + "reason": "MPT and GPT-J/CodeGen are unrelated model code paths." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same refactor style, different model internals." + }, + { + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths; not the same concrete refactor." + "reason": "GPT-Neo and MGP-STR are different implementations; not a duplicate change." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths; both touch tracing, but in unrelated models." + "reason": "GPT2 and MGP-STR are unrelated model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "Different model families and code paths; the shared output-handling work is too broad." + "reason": "ViLT and Flaubert/XLM are different model families; only the refactor motif overlaps." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; GPT-2 is not the same change as GPT-J/CodeGen." + "reason": "GPT2 and GPT-J/CodeGen are separate model-specific refactors." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are unrelated models; shared output tracing theme is not enough." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "Different model families and code paths; these are separate standardized-output migrations." + "reason": "RegNet and VisualBert are different models; not the same underlying bug/change." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Different model families and code paths; same refactor family, not the same bug." + "reason": "Segformer and VisualBert are unrelated model refactors." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; only the umbrella tracing effort matches." + "reason": "Segformer and GPT-J/CodeGen are different concrete changes." }, { - "left": "pull_request:44071", + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths; not mergeable as one concrete fix." + "reason": "GPT-Neo vs MGP-STR; same refactor pattern, different model internals." }, { - "left": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model implementations." + }, + { + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Different model families and code paths; same standardized-output theme only." + "reason": "Flaubert/XLM and LongT5 are different models and not the same change." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "Different model families and code paths; not the same underlying implementation change." + "reason": "RegNet and MPNet are unrelated model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "Different model families and code paths; only the generic tracing migration is shared." + "reason": "MPT and ImageGPT are different model families." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "Different model families and code paths; these are separate refactors." + "reason": "TextNet and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "Different model families and code paths; same umbrella issue target is not enough." + "reason": "RegNet and GPT-Neo are different model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "Different model families and code paths; no concrete overlap." + "reason": "RegNet and LongT5 are unrelated changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "Different model families and code paths; they share only the broader output-tracing migration." + "reason": "TextNet and LongT5 are different models; only the standardized-output theme is shared." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "Different model families and code paths; not the same concrete change." + "reason": "GPT-Neo and LongT5 are separate model-specific refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths; same refactor pattern, not the same bug or change." + "reason": "SqueezeBert and MPT are unrelated models." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "Different model families and code paths; these are separate standardized-output refactors." + "reason": "GPT-Neo and SpeechT5 are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "Different model families and code paths; only the umbrella output-tracing work overlaps." + "reason": "SqueezeBert and VisualBert are separate model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44074", "accept": false, - "reason": "Different model families and code paths; not a duplicate change." + "reason": "RegNet and TextNet are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "Different model families and code paths; same broad subsystem only." + "reason": "MPT and SpeechT5 are unrelated model changes." }, { - "left": "pull_request:44074", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "Different model families and code paths; not the same underlying fix." + "reason": "CVT/FNet and LongT5 are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "Different model families and code paths; both are tracing refactors, but unrelated models." + "reason": "CVT/FNet and Segformer are unrelated model-specific refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; same umbrella migration only." + "reason": "SqueezeBert and DeBERTa v2 are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "Different model families and code paths; not the same concrete bug or change." + "reason": "DeBERTa v2 and TextNet are different models; same output-tracing initiative only." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change set; 44722 is a broader version of the same refactor and could be merged with 44066." + "reason": "Same GPT-J output-tracing refactor; 44722 is the broader later PR that still includes the GPT-J path." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same code path; these are plausibly mergeable into one PR." + "reason": "Both touch GPT-J output tracing in the same file; 44722 is a superset that adds CodeGen but still covers the same GPT-J change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "Different model families and code paths; only the broad output-tracing theme matches." + "reason": "GPT-J and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families and code paths; the shared tracing umbrella is too broad." + "reason": "CVT/FNet and RegNet are different models; shared issue target alone is not enough." }, { "left": "pull_request:43996", - "right": "44129", + "right": "pull_request:44129", "accept": false, - "reason": "Different model families and code paths; these are separate refactors." + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "Different model families and code paths; no concrete overlap." + "reason": "DeBERTa v2 and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "Different model families and code paths; the overlap is only the standardized output-handling pattern." + "reason": "DeBERTa v2 and ViTS are distinct model implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different model families and code paths; same refactor style, not the same change." + "reason": "FocalNet and ImageGPT are different models; same refactor motif only." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: there is no issue item, and the repeated pattern is indeed model-by-model output-tracing refactors. The conservative rejections are appropriate, and the accepted pairs are confined to the same concrete code paths (GPT-Neo and GPT-J/CodeGen), which look mergeable into single PRs for the same fix." + "feedback": "The summary is well grounded in the packet. It keeps the broad cluster characterization conservative, uses the shared explicit issue #43979 appropriately, and the accepted PR pairs are all within the same concrete model/file families with plausible mergeability into a single bugfix PR. I did not see an overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -25579,14 +25863,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "717c63252e32298248d6c4d1a38ada6c452978d19a9845d3c0ebfde58c582019", + "prepared_review_unit_hash": "d65a2f03af8b35951dd1591b1bf9de4f94ecb9a531391e1b3bf73cadbc47798f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84509, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, @@ -25601,42 +25885,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all follow the same broad output-tracing migration pattern, but they target different model implementations and code paths, so they are not duplicates or mergeable into a single fix.", - "confidence": 0.97, + "summary": "These are all model-specific PRs for migrating output tracing to standardized capture decorators, but they affect different architectures and code paths. They are related in theme, not true duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the strongest standalone representative: it has an explicit issue target, a concrete SpeechT5 output-tracing refactor, and enough scope to stand on its own without being just a generic template migration.", + "canonical_pr_reason": "No single PR is a true duplicate of the others; they each target a different model implementation. If one must serve as the cluster representative, 44129 is the most complete/anchored because it has an explicit tracking issue and a clear, self-contained output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best cluster anchor because it is the most self-contained and clearly scoped PR in this set, while the others are separate per-model migrations rather than the same underlying change.", + "best_pr_reason": "PR 44129 is the strongest representative in this set because it has an explicit issue target, a clear model-specific refactor, and enough context to stand alone. It is still not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different forward paths; they are not the same concrete change." + "reason": "Both are output-tracing refactors, but one is for VisualBert and the other for TextNet; different model code paths, so they should not be merged as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert have distinct implementations and output-capture wiring, so these are separate per-model refactors, not one duplicate fix." + "reason": "Same broad refactor pattern, but MPNet vs VisualBert are separate model implementations with distinct changes." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same migration theme, but different model code paths and no shared bug/change to merge into one PR." + "reason": "These are similar standardized-output refactors, but they target different models and are not the same underlying bug/change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; the similar decorator migration does not make them duplicates." + "reason": "RegNet and SqueezeBert are unrelated model implementations; matching decorator/output-capture cleanup is too broad to treat as one duplicate PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "These touch different models and different output-tracing internals; they are not the same underlying bug or fix and would not plausibly be merged together." + "reason": "Both touch output tracing, but they modify different models and different concrete forward paths, so they are not mergeable as one PR." } ] }, @@ -25715,268 +25999,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "7c76f3d680a409e36f3faa0478cb87c8188da9d26ce4b3342dcb0092956b3109", + "prepared_review_unit_hash": "4c2b3e9a17a821fc075ee63a66160867be825632b9e10bb3f81655bbda59015a", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39796, - "estimated_input_tokens": 9949, - "estimated_eval_tokens": 20154 + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39796, - "estimated_input_tokens": 9949, - "estimated_eval_tokens": 20154 + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are thematically similar PRs for output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates.", - "confidence": 0.95, + "summary": "These PRs share a common refactor theme around `can_return_tuple`/output tracing, but they target different model implementations and code paths. They are not duplicates of the same fix/change, so the cluster should stay split.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best cluster anchor: it is one of the broader refactors, touches multiple model files, and introduces the output-capture plumbing that matches the shared theme.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the most representative example of the tracing refactor pattern in this set, with the widest scope and clearest reuse of the new helper infrastructure.", + "best_pr_reason": "PR 44025 is the closest representative of the theme because it updates a paired model family (`depth_anything` and `prompt_depth_anything`), but it is still model-specific rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only, not the same change." + "reason": "Different model families and files; only the refactor pattern matches, not the underlying code change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and files; both refactor output handling, but not the same concrete bug or mergeable change." + "reason": "Both are output-tracing refactors, but they touch unrelated models and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; similarity is limited to generic output-tracing cleanup." + "reason": "Same broad refactor theme, but different model implementation and behavior surface." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; shared utilities do not make this the same fix." + "reason": "Unrelated model code paths; not the same concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone and rwkv are unrelated model paths; broad output-refactor similarity is not enough." + "reason": "Shared refactor language only; these are distinct model-specific changes." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are different models; this is only a parallel refactor pattern." + "reason": "Different architectures and files; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems and behavior changes; not the same underlying bug or patch." + "reason": "Similar refactor style, but separate model code and tests." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model families; both alter tracing annotations, but the concrete code paths differ." + "reason": "Both are tracing refactors, but for different model families and execution paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs VisionEncoderDecoder are unrelated implementations; not mergeable as one fix." + "reason": "Different encoder-decoder wrapper code; not one mergeable duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model code paths; shared refactor wording is not sufficient for duplication." + "reason": "Same subsystem theme only; distinct model-specific implementation." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "VisionTextDualEncoder and UnivNet are unrelated code paths; same cleanup style only." + "reason": "Different models and output contracts; not the same code-path problem." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model architectures and files; no shared concrete bug." + "reason": "Only the refactor pattern matches; the concrete changes are unrelated." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "VisionTextDualEncoder vs Falcon/Mamba are separate implementations; only thematic similarity." + "reason": "These touch different model stacks and cannot plausibly be merged as one fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and APIs; not the same underlying change." + "reason": "Different model families and files; no shared underlying bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; output-tracing refactor alone is too broad." + "reason": "Both are refactors, but in unrelated models with separate behavior changes." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and model families; no evidence of a shared fix." + "reason": "Distinct model code paths; same theme is too broad to duplicate-match." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model implementations; the overlap is only in refactoring style." + "reason": "Separate model implementations, not a single underlying bug or fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and call sites; not the same change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different model paths; similar output handling cleanup is not duplication." + "reason": "Different model stacks; only the output-tracing refactor pattern overlaps." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate architectures and modules; not the same concrete bug or change." + "reason": "Not the same concrete code-path problem." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Falcon/Mamba and CodeGen are unrelated code paths; similar tracing refactors are not mergeable as one PR." + "reason": "Falcon/Mamba and CodeGen are unrelated implementations; not duplicate fixes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen differ in model behavior and implementation; only the refactor theme matches." + "reason": "Different model targets and code paths; broad refactor similarity is insufficient." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated; output-tracing cleanup does not imply duplicate changes." + "reason": "Same refactor motif, but the underlying model logic is unrelated." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; not the same patch." + "reason": "No shared concrete bug; just similar output-tracing cleanup." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "VisionTextDualEncoder vs CodeGen are unrelated implementations." + "reason": "These are model-specific refactors in different components, not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model paths; same refactor motif only." + "reason": "Different wrapper families and different files; not one mergeable PR." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and SpeechEncoderDecoder are unrelated; not one underlying bug." + "reason": "Same broad tracing refactor, but distinct model code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are different models; no shared concrete fix." + "reason": "Unrelated model implementations despite similar output-handling changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; similar tracing refactor only." + "reason": "Different model families and behavior; not the same bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are separate code paths; not duplicates." + "reason": "No shared concrete code-path issue, only a common refactor theme." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated model families." + "reason": "Different model wrappers; same subsystem label is too broad for duplication." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different encoder-decoder wrappers and code paths; only the broad refactor theme is shared." + "reason": "These are separate model-specific changes, not one underlying fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are different model implementations; not the same change." + "reason": "Different implementations and call chains; not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; no concrete shared bug or patch." + "reason": "Different model code paths; no plausible single merged PR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; same output-tracing cleanup pattern only." + "reason": "Similar refactor wording, but unrelated model logic." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and behaviors; not mergeable as one PR." + "reason": "Distinct model families; same abstract pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are unrelated code paths." + "reason": "No shared concrete bug or change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are separate implementations; no shared concrete issue." + "reason": "Different models and files; not the same underlying fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and APIs; output-tracing refactor is too broad to treat as duplicate." + "reason": "Only a thematic similarity in output tracing." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model code paths; only the generic refactor motif matches." + "reason": "Separate model implementations with unrelated behavior changes." } ] }, @@ -26006,7 +26296,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "20a49e32b346e4d4d9c2b4d2be29179d43cfdfa29ab0a4fd529c40b4c455ce71", + "prepared_review_unit_hash": "c4cffc2a1556c6f2e52d7cda7598a5828d8c82e03a2470865644740591d4940f", "component_budget": { "node_count": 2, "item_count": 2, @@ -26028,18 +26318,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate model-implementation PRs that both add new Transformers model support and touch shared registry/auto-doc files, but they target different models and code paths (PenguinVL vs Voxtral TTS).", + "summary": "The two PRs add different model integrations: PenguinVL and Voxtral TTS. They overlap only in generic Transformers plumbing and docs, not in the underlying feature or code path, so they should not be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45401 is the more focused and better-scoped PR, with an explicit issue link, but it is still a distinct model addition and not a duplicate of 44662.", + "best_pr_reason": "45401 is the more focused PR and is explicitly tied to issue 45027, but it is still a distinct Voxtral TTS implementation rather than a duplicate of 44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Shared auto-registration/docs files are boilerplate; the PRs implement different models with different files, tests, and functionality, so they are not the same underlying change." + "reason": "Different model additions with different concrete implementations (PenguinVL vs Voxtral TTS); shared auto-registration/docs files are generic scaffolding, not the same change." } ] }, @@ -26069,7 +26359,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "9f6c21ec06135d44a43b0f0a14fa8fa18cd3faac99385a4a1752d739b8f19607", + "prepared_review_unit_hash": "efe724baccd4f9ef2beb7c19106fd32b2cec0c47489b13a56d55f92bd04ab93a", "component_budget": { "node_count": 2, "item_count": 2, @@ -26091,18 +26381,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they target different layers: one introduces a generic module fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration changes. They are not the same underlying change.", - "confidence": 0.84, + "summary": "The two PRs are related in the broader fusion/kernels area, but they target different layers: #44979 introduces a standalone Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and adds integration/example code. They are not the same concrete change and should not be treated as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end feature implementation and best represents the cluster\u2019s practical fusion work.", + "canonical_pr_reason": "#45363 is the more complete end-user-facing change: it spans integration points, configuration, and an example, whereas #44979 is foundational API work. If one PR must represent this topic, #45363 is the better umbrella candidate.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 has the clearest user-facing scope and touches the core integration/config path for actual kernel fusion, making it the strongest representative PR.", + "best_pr_reason": "#45363 is the best single PR for the cluster topic because it demonstrates the actual fusion workflow and touches the runtime integration path, not just the underlying API scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion infrastructure, but different concrete changes: #44979 adds a generic module-fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion across integration/modeling code. They would not plausibly be merged as one PR." + "reason": "Related theme, but not the same bug/change. #44979 adds a new Module Fusion API abstraction; #45363 implements KernelConfig-based n-to-1 fusion integration and an example. They do not fix the same code path and would not plausibly be merged into one PR." } ] }, @@ -26132,7 +26422,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "9523627ad2dac9eceea17d81f04b9379fbbd8d99cba42aeefc4c378f049395a8", + "prepared_review_unit_hash": "e1a31e5369d02bf88b00919c601000de9f846936fcaf02cdd687c6fb29db1f11", "component_budget": { "node_count": 2, "item_count": 2, @@ -26154,18 +26444,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral pre-tokenizer AttributeError in the same file and target the same issue; they differ mainly in test coverage and wording, so they belong in one duplicate cluster.", + "summary": "Both pull requests fix the same Mistral regex AttributeError in the same code path and target the same issue; 45317 is the more complete variant because it adds test coverage.", "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same core fix plus accompanying test coverage, making it the more complete representative of the change.", - "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best PR overall since it implements the same bug fix as #45086 and adds tests, so it is the strongest standalone candidate for merge/reference.", + "canonical_issue_reason": "Issue 45081 is the shared tracker explicitly targeted by both PRs, so it is the correct canonical issue for this cluster.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it applies the same code fix as 45086 but also includes a test update, making it the more complete change set.", + "best_issue_reason": "45081 is the best issue because it is the explicit upstream bug report both PRs are resolving.", + "best_pr_reason": "45317 is the best PR because it fixes the same underlying AttributeError and adds validation coverage, so it is the strongest representative of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same code path and same file, with the later PR adding tests rather than changing the substantive fix." + "reason": "Same file, same code-path bug, same issue target, and the diff shows the same fix with 45317 adding tests; these are duplicate/overlapping implementations of the same change." } ] }, @@ -26195,7 +26485,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "1a196bd3288bfd319c60cd48fb2bf516cf5c09a281f2c533f5b98626fbd98717", + "prepared_review_unit_hash": "7cce7f1eca76f13a8853153df2805f035c853236bfed2a6770f63c24af0d72a1", "component_budget": { "node_count": 2, "item_count": 2, @@ -26217,18 +26507,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs target the NemotronH family, but they are different changes: one is an internal inheritance/conversion-mapping refactor, the other splits the architecture into NemotronH Dense/Sparse with docs and tests. I would not deduplicate them.", - "confidence": 0.82, + "summary": "Two open NemotronH-related PRs overlap on shared model files, but they target different changes: one is an inheritance/refactor and conversion-mapping update, the other is a broader split into NemotronH dense/sparse model packages with docs/tests. They are related, but not duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more complete NemotronH change set: it introduces the dense/sparse model split, updates auto mappings, docs, and tests. PR #45115 is a narrower refactor/conversion-mapping adjustment.", + "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, more complete NemotronH implementation change, adding the dense/sparse variants plus docs, auto-mapping, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it is the more substantive user-visible architecture update and the filenames/diffs show a coherent feature expansion rather than just an internal refactor.", + "best_pr_reason": "PR #45569 is the strongest overall candidate for the cluster since it covers the main user-facing model restructuring and supporting documentation/testing, whereas #45115 is a narrower refactor around inheritance and conversion mapping.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files alone are not enough: #45115 focuses on inheritance and conversion key renaming, while #45569 splits NemotronH into dense/sparse variants and adds docs/tests. Different concrete changes, so not duplicates." + "reason": "They share NemotronH files, but #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 adds separate NemotronH dense/sparse model packages, docs, auto registrations, and tests. Different concrete changes, not the same fix." } ] }, @@ -26258,12 +26548,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "f359c32fb4b1ae18bb15c69009f1652f2478b3d54af50e7f0a949baa53182591", + "prepared_review_unit_hash": "73085ea9a1fddc4d6fd8c93c78ff2e9bc2badc3242d45a82a63753be522fc31e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26271,7 +26561,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26280,18 +26570,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related PRs and share a few files, but they address different scopes: PR 45415 is a broad repository-wide type-checking sweep, while PR 45425 is a narrower typing-infrastructure change centered on `_typing.py` and `modeling_utils`-related protocols. They are not the same concrete change and should not be merged as duplicates.", - "confidence": 0.88, + "summary": "Two open PRs with overlapping typing-related files, but they target different changes: PR 45415 is a broad type-checking enablement sweep, while PR 45425 adds specific typing protocols and annotations for model/PEFT-related code paths. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical representative because it has a tighter, more concrete typing-focused scope; PR 45415 is a much broader type-checking cleanup across many modules and config.", + "canonical_pr_reason": "PR 45425 is the more focused, concrete typing change set; PR 45415 is a broad repository-wide typing enablement pass with many unrelated file edits. Neither appears to duplicate the other.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best fit for the cluster because it is the more specific change with a clearer code-path focus, whereas PR 45415 is a wide typing sweep that overlaps only partially by subsystem.", + "best_pr_reason": "PR 45425 is the better standalone representative because it has a narrower and more specific code-change scope. PR 45415 is too broad to serve as the cluster\u2019s clean exemplar.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files are not enough here: 45415 is a broad type-checking pass across many transformers modules, while 45425 adds typing protocols/aliases and related modeling_utils support. Different concrete changes, not one mergeable fix." + "reason": "Different underlying work: 45415 enables type checking across many files and adjusts pyproject ignores, while 45425 adds typing protocols/aliases and targeted annotations for model/PEFT utilities. Shared files are incidental overlap, not the same fix." } ] }, @@ -26321,7 +26611,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "16639369aa45b53d279d19133c04cf63f4e1a954941628b65f8d0dc6a0b40d88", + "prepared_review_unit_hash": "fa1aa413edf2bbce7f710504fbbda8d9f74b87d54032863baa727732579fee6b", "component_budget": { "node_count": 2, "item_count": 2, @@ -26343,18 +26633,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to expert-parallel loading, but they address different concrete bugs: one fixes distributed_config serialization and EP detection for accelerate/ZeRO-3 loading, while the other fixes expert parameters being overwritten during FSDP2 rank-0 broadcast by applying post-shard wrapping.", - "confidence": 0.95, + "summary": "These two PRs both touch expert parallelism, but they target different failure modes: one fixes EP + DeepSpeed ZeRO-3 loading under accelerate, while the other fixes EP + FSDP2 rank-0 broadcast overwriting experts. They are related by subsystem, not by the same underlying bug or mergeable change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it tackles the more concrete distributed loading failure path for expert parameters and has the broader code changes around actual sharded parameter handling.", + "canonical_pr_reason": "PR #45662 is the better cluster representative because it addresses a more concrete EP runtime corruption bug and spans the relevant loading/broadcast path, whereas #45548 is a narrower accelerate/ZeRO-3 config-loading fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone candidate: it fixes a specific correctness bug in expert parameter loading under FSDP2 and directly adjusts the loading path rather than only metadata/serialization behavior.", + "best_pr_reason": "PR #45662 is the strongest representative of the cluster due to its broader, more specific expert-parallel loading corruption fix; #45548 is a separate loading-path issue and would not subsume it.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Do not merge: they share the EP/loading theme, but the bugs and fixes are different. 45548 is about preserving distributed_config and detecting EP during serialization/loading, while 45662 is about preventing expert weights from being overwritten during sharded loading via post_shard_wrap." + "reason": "Both are about EP, but #45548 fixes accelerate/ZeRO-3 loading and config serialization, while #45662 fixes FSDP2/rank-0 broadcast overwriting experts. Different code paths and different bugs, so they should not be merged as duplicates." } ] }, @@ -26384,7 +26674,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "964e44d7070f9f46c1f70eab50823400fceb3718c0113333b163b44c72f88ead", + "prepared_review_unit_hash": "40a28d6619d73e2b496910e12bfa743a213e90d95b728d2030ee6c2ff0960591", "component_budget": { "node_count": 2, "item_count": 2, @@ -26406,18 +26696,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision problem in testing_utils; PR 45645 is the broader, more complete version because it also updates CI log collection to handle the new per-worker files.", - "confidence": 0.91, + "summary": "Both pull requests target the same xdist/captured_info collision bug in testing debug logs, with 45645 being the more complete end-to-end fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe logging fix plus the necessary CI workflow adjustment to preserve captured debug artifacts.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file handling change plus the CI workflow update needed to collect multiple captured_info files, making it the most complete fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best standalone PR for this cluster: it covers the underlying code-path change and the downstream artifact-consumption change, so it most completely represents the fix.", + "best_pr_reason": "PR 45645 is the best representative because it subsumes the same bug fix as 45639 and also preserves log visibility in CI when multiple worker-specific files are produced.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist-safe handling of captured_info logs in testing_utils. PR 45645 extends the same fix with workflow support, so these could plausibly be merged into one PR." + "reason": "They address the same underlying xdist collision in captured_info output and could plausibly be merged into one PR; 45645 is essentially a superset of 45639 with the workflow change needed for the new file layout." } ] }, @@ -26513,7 +26803,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "fb29ff6a44711df97867054d6c69520f3d2e292b1908efca7df5f96780cdbbd0", + "prepared_review_unit_hash": "1fca2e9d1f47363fe63e8f070259f7c8b32a3a4351d3812146058bcdfa6a5c0a", "component_budget": { "node_count": 2, "item_count": 2, @@ -26535,18 +26825,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap in a few distributed/MoE files, but they are not the same change. PR #46126 is a focused EP + Trainer integration patch, while PR #46269 is a broad distributed branch base that spans many unrelated distributed and CI areas.", - "confidence": 0.92, + "summary": "These two pull requests overlap on distributed/MoE files, but they do not look like the same underlying change. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a broader distributed branch base touching many unrelated distributed/FSDP/MoE areas. The shared files are consistent with rebasing or building on the same codebase, not duplication.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the better canonical representative because it is narrowly scoped to one concrete feature path (EP routing + trainer integration) and is easier to reason about than the much broader branch-base PR.", + "canonical_pr_reason": "PR #46269 is the broader umbrella change and the better representative of the cluster if one must be chosen; it spans the foundational distributed branch work rather than a single EP integration feature.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best PR to anchor the cluster because it has a specific, self-contained change set and a clear code-path focus; PR #46269 is too broad and includes many unrelated distributed refactors and CI changes.", + "best_pr_reason": "PR #46269 is the best representative because it is the more comprehensive distributed base branch and encompasses the shared infrastructure touched by the smaller PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Do not merge as duplicates: despite shared distributed filenames, #46126 is a targeted EP/trainer integration change, while #46269 is a large distributed base branch touching FSDP, CI, loading, integrations, and model code. They do not look like the same concrete bug or mergeable fix." + "reason": "Shared distributed filenames alone are not enough here: #46126 is a targeted EP/trainer integration, while #46269 is a broad distributed base branch. They do not appear to fix the same concrete code-path problem or be mergeable as one PR." } ] }, @@ -26614,220 +26904,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "920688e88a2a005d6c8cb1ae035b33c291d69e4f423dfb5c86f3e615ec94bbdb", + "prepared_review_unit_hash": "bb62479b48f4e2d5227101bb48b805a28a1545d5deddc57fd35c315cabd1af54", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated workflow chore changes. The only tightly related subgroup is the pr-ci-security-gate.yml edits, but they are still distinct hardening/documentation tweaks rather than the same concrete fix, so no soft duplicates are accepted.", - "confidence": 0.94, + "summary": "These are mostly independent workflow-maintenance PRs. The only tight cluster is the pr-ci-security-gate.yml changes, but they are different hardening edits rather than the same concrete fix, so I do not treat them as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46554 is the strongest representative of the security-gate subgroup because it makes the substantive behavior change; the other pr-ci-security-gate PRs are narrower permission/secret/comment adjustments, and the rest of the cluster is unrelated workflow maintenance.", + "canonical_pr_reason": "PR 46554 is the best representative because it makes the main security-gate behavior change in pr-ci-security-gate.yml by replacing the TODO with real diff-based checks; the others are smaller, separate follow-up hardening tweaks.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46554 is the best standalone PR in this set because it addresses the actual gate logic, while the others are either orthogonal workflow changes or minor follow-ups.", + "best_pr_reason": "PR 46554 has the broadest and most central change scope for the cluster theme, so it is the most suitable canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: self-comment CI input handling vs PR security-gate behavior." + "reason": "Different workflow files and unrelated behavior changes: self-comment CI message piping vs pr-ci security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files; one updates self-comment CI command input handling, the other changes PR CI security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files; one updates comment CI invocation, the other only comments a security gate." + "reason": "Different workflow files and different change targets; not the same underlying bug or fix." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files and unrelated edits; no shared concrete code-path problem." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows: self-comment CI vs build-ci-docker-images." + "reason": "Different workflow files and different fixes; one changes self-comment CI, the other build-ci-docker-images command handling." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and distinct changes: SSH runner hardening vs benchmark trigger logic." + "reason": "Different workflow files and unrelated changes: ssh-runner hardening vs benchmark_v2 trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows: SSH runner hardening vs anti-slop permissions." + "reason": "Different workflow files; ssh-runner security updates are not the same as anti-slop permission adjustment." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and separate changes." + "reason": "Different workflow files and distinct behavior changes; no same concrete bug." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different security concerns." + "reason": "Different workflow files and unrelated security changes; not mergeable as one duplicate fix." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different security concerns." + "reason": "Different workflow files and separate hardening areas; ssh-runner vs PR CI security gate." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files; anti-slop permissions vs benchmark dispatch trigger." + "reason": "Different workflows and different behavior changes in separate CI jobs." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated edits." + "reason": "Different workflow files and distinct maintenance changes; not the same bug or change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and separate CI behavior changes." + "reason": "Different workflows and unrelated updates; anti-slop permissions vs build-ci shell handling." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop workflow permissions is unrelated to PR security-gate logic." + "reason": "Different workflow files; anti-slop permission cleanup is not the same as pr-ci security-gate logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different behavior changes." + "reason": "Different workflow files and unrelated CI behavior changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files; reviewer assignment vs Docker image build trigger." + "reason": "Different workflow files and separate fixes; assign-reviewers checkout ref vs build-ci command input handling." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated concerns." + "reason": "Different workflows with no shared concrete bug or code path." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different triggers." + "reason": "Different workflow files and different trigger/command handling changes; not duplicates." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark workflow dispatch change is unrelated to PR security-gate logic." + "reason": "benchmark_v2 trigger expansion and pr-ci security-gate checks are unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different code paths." + "reason": "Different workflow files and different fixes; build-ci docker tagging logic vs PR CI security gating." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files and unrelated behavior changes; no same underlying bug." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete fixes: file-change checks vs permissions/approval gating; not the same underlying bug." + "reason": "Same workflow file, but different security-gate changes: one adds diff-based checks, the other adjusts job permissions/approval flow." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One adds enforcement logic, the other only adds explanatory comments; not the same change." + "reason": "Same file, but different fixes: local security-check implementation vs switching to a reviewed reusable workflow call and adding a note." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different hardening actions in the same workflow file: gate logic vs secrets handling." + "reason": "Same workflow file, but different security hardening changes: diff-based checks vs removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating is a different change from documentation comments." + "reason": "Same file, but permissions/approval gating is a different change from the reusable-workflow review note and call-site update." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different concrete fixes: job permissions/approval vs replacing inherited secrets." + "reason": "Same file, but permissions handling and secrets handling are separate hardening changes, not one concrete fix." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comments-only update is not the same as changing secret propagation." + "reason": "Same file, but a reusable-workflow note/call-site update is distinct from changing secrets inheritance." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files and unrelated CI maintenance changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files and separate security/operational concerns." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files and unrelated fixes; no duplicate relationship." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files and unrelated changes; not the same code-path problem." } ] }, @@ -26920,7 +27210,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "a41b3efa28decae80deb536522d5c92b415864aea44dc6bafd29e87ff33f2927", + "prepared_review_unit_hash": "767a7e69ac031b63bc84c8e526b0ae2842fbc6014e3c7a6e9200465b836ea062", "component_budget": { "node_count": 2, "item_count": 2, @@ -26942,18 +27232,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one in the MoonshineStreaming right-side sliding window mask; PR #47162 is the broader, more complete change and also updates Gemma4 plus tests.", - "confidence": 0.9, + "summary": "Both PRs fix the same off-by-one error in `sliding_window_mask_function`\u2019s right window (`<` to `<=`) for MoonshineStreaming; 47162 is the broader, more complete fix and also covers Gemma4 plus tests.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47162 is the better canonical PR because it includes the MoonshineStreaming off-by-one fix, adds the corresponding test coverage, and also applies the same bug fix to Gemma4.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it fixes the same MoonshineStreaming bug, adds the related Gemma4 copy of the same off-by-one fix, and includes test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR #47162 is the strongest representative of the change set: it fixes the same MoonshineStreaming bug as #46310 but is more complete and validated by tests.", + "best_pr_reason": "PR 47162 is the strongest representative of the fix: it addresses the same concrete mask boundary bug, extends it to another affected model, and includes a test.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same underlying MoonshineStreaming right-window off-by-one in the sliding_window_mask_function; #47162 contains that fix and extends it to Gemma4, so they are close enough to treat as the same change family." + "reason": "Same underlying off-by-one right-window boundary bug in MoonshineStreaming\u2019s sliding window mask; 47162 is a superset of the same fix with extra model/test changes." } ] }, @@ -26983,7 +27273,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "a3187867c1e7f1882a9e7c9948808293c7cd503877d1f9d28ae993bc1bcf779c", + "prepared_review_unit_hash": "68f1b1ce5293bd42bf0b2b776d1fa7944e35cf447c36201143b48a71e6936171", "component_budget": { "node_count": 2, "item_count": 2, @@ -27005,18 +27295,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated fixes in different tokenizer paths: one changes CodeLlama decode behavior to preserve real leading spaces, the other changes AutoTokenizer routing for specific DeepSeek checkpoints that load the wrong tokenizer class.", + "summary": "These two PRs are unrelated tokenizer fixes for different model families and different code paths, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a strong cluster representative here: 46574 fixes CodeLlama decode-time space stripping, while 46580 fixes DeepSeek-Coder/DeepSeek-LLM loading under the wrong tokenizer class.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and code paths: CodeLlama decoder stripping on decode vs DeepSeek checkpoint-to-tokenizer-class selection. They do not look mergeable into one PR." + "reason": "Different underlying bugs and code paths: one changes CodeLlama tokenizer decoding behavior, the other changes AutoTokenizer checkpoint-class routing for DeepSeek checkpoints. They are not mergeable into one coherent PR." } ] }, @@ -27046,40 +27336,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "67dd7bd514da74d2411ad0bbbddb025d4ad06d976923b9db133d3304905f6a00", + "prepared_review_unit_hash": "3333c7eaf94f9ed93b415b182e5880bbaedb0984de343628a6bd59999c95da82", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5822, - "estimated_input_tokens": 1456, - "estimated_eval_tokens": 3168 + "serialized_chars": 5820, + "estimated_input_tokens": 1455, + "estimated_eval_tokens": 3166 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5822, - "estimated_input_tokens": 1456, - "estimated_eval_tokens": 3168 + "serialized_chars": 5820, + "estimated_input_tokens": 1455, + "estimated_eval_tokens": 3166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by masking logic and one shared file, but they fix different bugs in different execution paths: batch-size-1 padding mask handling in linear-attention models vs. continued-forward/cache padding mask handling in recurrent layers.", - "confidence": 0.93, + "summary": "Both PRs touch padding-mask logic in the attention/masking stack, but they fix different bugs: #46773 addresses masking being skipped for batch size 1 in linear-attention model forwards, while #47087 addresses continued-forward / cache-continuation recurrent masking in shared masking utilities and several models. They are related thematically but not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two changes address distinct masking defects and should not be merged into one duplicate.", + "canonical_pr_reason": "PR #47087 is the better representative of the cluster because it fixes the core shared masking utility and has an explicit issue link; PR #46773 is a separate model-specific batch-size-1 bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the better standalone representative because it has an explicit issue target, a clearly scoped root cause, and broader masking-utils/test coverage.", + "best_pr_reason": "PR #47087 is the strongest standalone PR here: it has explicit issue targeting, centralized masking-utility changes, and a clearly scoped recurrent-mask bug fix. PR #46773 is narrower and addresses a different failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Different bugs and code paths: 46773 fixes a batch-size-1 guard in linear-attention padding masks, while 47087 fixes recurrent-layer masking during continued forwards/cache continuation. Shared subsystem alone is not enough." + "reason": "Both concern padding masks, but #46773 fixes batch-size-1 masking in linear-attention models, while #47087 fixes masking on continued forwards/cache continuation in recurrent attention. Different code paths and failure modes." } ] }, @@ -27111,46 +27401,46 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "b87de485b2cb66093e4b10fee5833bf7f66a30a0066e5dc65cb57058c7326655", + "prepared_review_unit_hash": "984f477777b0705af8a2f670548155be9c680a6e1835666b17d0e852cafba5b5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6431, - "estimated_input_tokens": 1608, - "estimated_eval_tokens": 3472 + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6431, - "estimated_input_tokens": 1608, - "estimated_eval_tokens": 3472 + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three pull requests touch different code paths and address unrelated fixes: multimodal pipeline key normalization, Gemma4 placeholder validation, and prompt lookup decoding length capping. No duplicate or mergeable PR pair is evident in this cluster.", - "confidence": 0.96, + "summary": "These three pull requests are only loosely similar at a high level and do not look like the same underlying change: one normalizes AnyToAnyPipeline keys, one validates Gemma4 audio placeholders, and one fixes generation candidate length capping. I would not cluster any pair as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for duplication triage; PR 47074 is the broadest and most discussion-heavy, but it is not a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the most central-looking standalone change in the cluster, with the broadest surface area and highest activity, but it should not be conflated with the other PRs.", + "best_pr_reason": "PR 47074 is the broadest and most self-contained of the three, but it is still unrelated to the Gemma4 processor fix and the generation-length fix; there is no strong canonical PR for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different bugs in different components: AnyToAnyPipeline input-key normalization versus Gemma4 processor placeholder validation. They do not look like the same underlying fix and would not plausibly merge into one PR." + "reason": "Different code paths and behaviors: pipeline input key normalization vs Gemma4 processor placeholder validation. Same broad multimodal area, but not the same bug or a mergeable single fix." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated changes: multimodal pipeline key normalization versus generation candidate length-cap logic. They target different code paths and are not the same concrete bug." + "reason": "Unrelated subsystems and problems: multimodal pipeline input mapping vs generation candidate decoding length cap. No shared concrete bug or change." } ] }, @@ -27180,7 +27470,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "b3d8104a0036449c8a56595cc8e7ce7cdc5e370b54e5edff4432cd3e261e28ab", + "prepared_review_unit_hash": "47ac2e43e02505b41d648ec5d2069a06a2af2c7cbe8819cf8f9650e8aa39102f", "component_budget": { "node_count": 2, "item_count": 2, @@ -27202,18 +27492,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are not duplicates: one re-enables a VITS model forward test, while the other fixes the RT-DETR v2 weight converter. They touch different subsystems, different files, and different kinds of changes.", - "confidence": 0.97, + "summary": "The two pull requests are unrelated: one re-enables a VITS forward test, while the other adjusts an RT-DETR v2 weight-conversion script for current model keys. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the cluster, since the two PRs fix unrelated problems. If one must be chosen as the more substantive change, PR #47129 is the better representative because it fixes a concrete converter code path rather than only updating a test.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #47129 is the better standalone representative because it addresses an actual model-conversion bug in production code. PR #47105 is primarily a test re-enable and does not represent the same underlying change.", + "best_pr_reason": "PR 47129 is the more substantive standalone code fix: it updates the RT-DETR v2 converter to match current model key mappings. PR 47105 is mainly a test re-enable/expectation update, not the core implementation change.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Reject: they are unrelated fixes in different areas (VITS test re-enable vs RT-DETR v2 converter key mapping). They do not appear to fix the same underlying bug or belong in one merged PR." + "reason": "Different models and different code paths: VITS test changes versus RT-DETR v2 converter mapping updates. They are not the same bug or mergeable as one PR." } ] }, @@ -27235,12 +27525,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47122-11", + "cluster_id": "cluster-47122-10", "nodes": [ "pull_request:47122", "pull_request:47123", "pull_request:47124", - "pull_request:47150", "pull_request:47224", "pull_request:47266", "pull_request:47280", @@ -27260,14 +27549,9 @@ "pull_request:47123|pull_request:47281", "pull_request:47123|pull_request:47124", "pull_request:47124|pull_request:47310", - "pull_request:47124|pull_request:47150", "pull_request:47124|pull_request:47282", "pull_request:47124|pull_request:47380", - "pull_request:47150|pull_request:47310", - "pull_request:47150|pull_request:47280", - "pull_request:47150|pull_request:47282", - "pull_request:47150|pull_request:47380", - "pull_request:47150|pull_request:47224", + "pull_request:47124|pull_request:47281", "pull_request:47266|pull_request:47280", "pull_request:47266|pull_request:47380", "pull_request:47266|pull_request:47281", @@ -27281,224 +27565,185 @@ "pull_request:47280|pull_request:47282", "pull_request:47310|pull_request:47380" ], - "prepared_review_unit_hash": "2809500110e7ff291a7ceb917bc0e80f8a647bf47648a6d4a4756db04f65f4ee", + "prepared_review_unit_hash": "66cf086bb4813a7196d04c181f9c18444004f14216ef30abf6d02f3e8f0761af", "component_budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 30, - "serialized_chars": 32513, - "estimated_input_tokens": 8129, - "estimated_eval_tokens": 16514 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28946, + "estimated_input_tokens": 7237, + "estimated_eval_tokens": 14730 }, "budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 30, - "serialized_chars": 32513, - "estimated_input_tokens": 8129, - "estimated_eval_tokens": 16514 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28946, + "estimated_input_tokens": 7237, + "estimated_eval_tokens": 14730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a bundle of unrelated serge-generated integration-test fixes across different models, with only a few true duplicate families: edgetam, minimax_m3_vl, and mamba2. I would not treat the whole set as one duplicate group.", - "confidence": 0.66, + "summary": "This cluster is mostly a loose bundle of unrelated serge-generated integration-test fixes across different models. Only the two MiniMax-M3-VL load_error PRs and the two Mamba2 OOM PRs look like true same-bug duplicates; the rest are different models, different failure modes, or broader multi-fix bundles.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broadest umbrella fix and includes the edgetam code-path change that overlaps with 47122, so it is the best single anchor for the cluster even though the overall set is heterogeneous.", + "canonical_pr_reason": "PR 47224 is the broadest umbrella-style change in the set and the closest thing to a representative cluster member, but the cluster is heterogeneous rather than a single duplicate fix.", "best_issue_reason": null, - "best_pr_reason": "47224 is the most representative cluster anchor because it spans multiple serge-fix edits and subsumes one of the clearest overlapping code-path fixes, whereas the other PRs are mostly separate model-specific changes.", + "best_pr_reason": "47224 is the most central representative PR because it explicitly targets the serge integration-test sweep and contains a multi-file fix bundle; still, it should not be treated as the same bug as most other PRs here.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and bugs: edgetam import_or_config handling vs glm46v test/model changes." + "reason": "Different models and different code paths; one is an EdgeTam kwarg cleanup, the other is a GLM46V modular refactor." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different model-specific failures; one fixes edgetam kwargs, the other fixes minimax_m3_vl loading." + "reason": "Unrelated failures: EdgeTam import_or_config vs MiniMax-M3-VL load_error." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Same general test-failure theme, but different model and different fix path." + "reason": "Different model and fix area; only the broad serge-test context overlaps." }, { "left": "pull_request:47122", "right": "pull_request:47224", - "accept": true, - "reason": "Same underlying edgetam backbone-kwargs bug: both remove/pass through `original_sizes` before calling the backbone." + "accept": false, + "reason": "47224 bundles multiple unrelated fixes; it is not the same single EdgeTam bug/change as 47122." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "Different subsystems: edgetam backbone kwargs vs generation cache handling in gemma3." + "reason": "Different model and failure type; no shared concrete bug." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same minimax_m3_vl load_error fix: both add a temporary offload folder for `device_map=\"auto\"` loading." + "reason": "Same MiniMax-M3-VL load_error fix: both add offload-folder handling for model loading." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Both are load_error test fixes, but for different models and different loading issues." + "reason": "Different models and different load failures; not the same bug." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Different models and unrelated fixes." + "reason": "MiniMax-M3-VL loading fix vs GLM46V modular/model rewrite; unrelated." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Minimax_m3_vl load_error vs falcon_mamba output_mismatch are unrelated." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47150", - "accept": false, - "reason": "Different models and failure modes: falcon_mamba output mismatch vs whisper generation length handling." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47266", - "accept": false, - "reason": "Different model/test failures with no shared code path." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47282", - "accept": false, - "reason": "Falcon_mamba output mismatch is unrelated to mamba2 OOM/test setup." + "reason": "Different model and failure mode: MiniMax load_error vs Falcon-Mamba output mismatch." }, { "left": "pull_request:47124", "right": "pull_request:47310", "accept": false, - "reason": "Different models and code paths; only broad generation-related similarity." + "reason": "Both are output-mismatch-ish test fixes, but for different models and different underlying behaviors." }, { "left": "pull_request:47124", - "right": "pull_request:47380", - "accept": false, - "reason": "Unrelated model failures: falcon_mamba output mismatch vs mamba2 OOM." - }, - { - "left": "pull_request:47150", - "right": "pull_request:47310", - "accept": false, - "reason": "Both touch generation logic, but they fix different bugs in different code paths (whisper max_length vs gemma3 cache_implementation)." - }, - { - "left": "pull_request:47150", - "right": "pull_request:47280", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47150", "right": "pull_request:47282", "accept": false, - "reason": "Whisper generation bug vs mamba2 OOM/test behavior are unrelated." + "reason": "Falcon-Mamba output mismatch is unrelated to Mamba2 OOM in generation." }, { - "left": "pull_request:47150", + "left": "pull_request:47124", "right": "pull_request:47380", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different models and problems; Falcon-Mamba output mismatch vs Mamba2 OOM." }, { - "left": "pull_request:47150", - "right": "pull_request:47224", + "left": "pull_request:47124", + "right": "pull_request:47281", "accept": false, - "reason": "Same umbrella area, but no clear evidence the whisper fix is the same concrete change as the one in 47150." + "reason": "Different model families and code paths; no common concrete bug." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Both are load_error fixes, but for different models and different root causes." + "reason": "Same failure label but different models; DeepSeek-V3.2 load_error is not MiniMax-M3-VL load_error." }, { "left": "pull_request:47266", - "right": "pull_request:47281", + "right": "pull_request:47380", "accept": false, - "reason": "Deepseek_v32 loading setup vs glm46v model changes are unrelated." + "reason": "Different models and symptoms; DeepSeek load_error vs Mamba2 OOM." }, { "left": "pull_request:47266", - "right": "pull_request:47380", + "right": "pull_request:47281", "accept": false, - "reason": "Different models and unrelated fixes." + "reason": "Different model and unrelated changes." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "Minimax_m3_vl load_error fix vs glm46v model changes are unrelated." + "reason": "MiniMax-M3-VL load fix vs GLM46V modular/model change; not the same bug." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Different bug classes: load_error workaround vs generation cache default handling." + "reason": "Different model and different failure type; no shared underlying change." }, { "left": "pull_request:47280", "right": "pull_request:47380", "accept": false, - "reason": "Different model/test failures and different code paths." + "reason": "Different model and issue; MiniMax-M3-VL load_error vs Mamba2 OOM." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "Different models and unrelated fixes." + "reason": "GLM46V modular rewrite and Mamba2 OOM are unrelated." }, { "left": "pull_request:47282", "right": "pull_request:47380", "accept": true, - "reason": "Same mamba2 OOM/test-stability family: both adjust the integration test to reduce memory pressure and clean up device state." + "reason": "Same model and same OOM theme in Mamba2 integration tests; both adjust the test to reduce memory pressure." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Mamba2 OOM/test memory handling vs gemma3 generation config are unrelated." + "reason": "Mamba2 OOM mitigation vs Gemma3 generation cache behavior; unrelated bugs." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Both are memory/load related tests, but for different models and different fixes." + "reason": "Different models and failure classes; no common code-path problem." }, { "left": "pull_request:47310", "right": "pull_request:47380", "accept": false, - "reason": "Different models and different root causes." + "reason": "Gemma3 cache-default fix vs Mamba2 OOM test mitigation; not the same underlying bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays conservative and is grounded in the packet. The accepted pairs are supported by direct diff overlap and look mergeable as single bugfix PRs (edgetam, minimax_m3_vl, mamba2). The rejected pairs are mostly different models or different root causes, and the analyst does not overclaim similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -27521,40 +27766,40 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "58a659b56720c7d87edbca14ef6c8c1be63c95346aef26223b8799b1bbb99392", + "prepared_review_unit_hash": "392e25ac77e73eaad8ab81e3cdf3572b9c501046ba4839af8b2cfd02e743a218", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are closely related chat-CLI URL fixes, but they target slightly different implementation patterns and issue links, so I would not treat them as duplicates.", - "confidence": 0.84, + "summary": "Two open PRs in the same chat CLI area, but they address overlapping yet distinct URL-routing fixes rather than the same exact change. One normalizes the stored base URL when it ends in /v1; the other routes a specific management call to the service root.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47303 is the better representative because it explicitly frames the bug as routing chat management calls to the service root, has a clearer scope, and is linked to the issue it claims to fix (#47138).", + "canonical_pr_reason": "PR #47303 is the better cluster representative because it states the broader routing intent more clearly and updates the management-call path directly, making it the more general chat-CLI URL fix.", "best_issue_reason": null, - "best_pr_reason": "PR #47303 is the strongest standalone candidate: it directly addresses the management-endpoint routing problem, includes the relevant call-site change, and has the cleaner issue linkage. #47140 is narrower and tied to a different issue.", + "best_pr_reason": "PR #47303 is the strongest standalone candidate: it directly targets service-root routing for chat management calls and includes the relevant helper/path adjustment in the call site.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": false, - "reason": "Both touch chat CLI URL handling, but #47140 normalizes the constructor base URL for all management calls while #47303 specifically reroutes the load_model management request to the service root. Related bug family, but not the same concrete change or code path." + "reason": "Reject as a duplicate: both touch chat CLI management URLs, but they fix different code paths and different bug shapes. #47140 normalizes the base URL at interface construction for /v1 bases, while #47303 reroutes a specific management request to the service root. They are related follow-ups, not the same mergeable change." } ] }, @@ -27584,7 +27829,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "bea4a7468657eacd434c97d2618256f9cc2b444da371be73ecf0dc12bc80fb56", + "prepared_review_unit_hash": "015fba5ecaf61511064116758e8c856bda136b53ab103ae2f857dfaf39626d69", "component_budget": { "node_count": 2, "item_count": 2, @@ -27606,18 +27851,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one fixes loss scaling under gradient accumulation with label smoothing, the other adds/validates `min_tokens_to_keep` in `TopHLogitsWarper`. They do not appear to address the same underlying bug or change.", + "summary": "The two pull requests are unrelated: one fixes loss scaling with label smoothing during gradient accumulation, and the other adds/validates min_tokens_to_keep for TopHLogitsWarper. They should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 47261 is the stronger canonical PR candidate because it has an explicit issue link, a clear bug description, and a focused code-path fix with tests. PR 47262 is a separate feature/validation change in generation code.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 47261 best represents the cluster because it addresses a concrete training bug with a specific regression target and a well-scoped fix. PR 47262 is not the same underlying problem.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different code paths, different subsystems, and different bugs: trainer loss computation vs generation logits warping. They are not mergeable as one PR and share only weak topical similarity." + "reason": "Different subsystems and different bugs: trainer label-smoothing/gradient-accumulation loss scaling versus generation warper min_tokens_to_keep handling. They do not appear mergeable into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 8a4c9aebb70e688710adf8bd02396f2941b74263..12293a143f75516d2f606b81c7e624539da5e9a4 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260717t060031z", + "analysis_id": "hybrid-model-20260717t120048z", "archived_artifacts": { - "hybrid": "snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-17T06:13:06Z", + "published_at": "2026-07-17T12:11:09Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260717T060031Z", + "snapshot_id": "20260717T120048Z", "variant": "hybrid" } diff --git a/snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/analysis-report-hybrid.json b/snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..ba8c331670b7ecee47a344ae0c4908c25b6d616e --- /dev/null +++ b/snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/analysis-report-hybrid.json @@ -0,0 +1,4185 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260717T120048Z", + "generated_at": "2026-07-17T12:11:06Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43451-13", + "summary": "Cluster of 13 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47291, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 45157, + 46196, + 46658, + 47143, + 47163, + 47210, + 47243, + 47291, + 47301, + 47306, + 47322, + 47367 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 45157, + "code_similarity": 0.016, + "size_similarity": 0.038, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.057, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46196, + "code_similarity": 0.172, + "size_similarity": 0.767, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.128, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + 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Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and code paths: image-preprocessor dtype mismatch vs GPT-OSS not working on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch in Phi-tiny-MoE vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different issues: GPT-OSS AMD GPU failure vs a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime problems: GPT-OSS AMD GPU failure vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different failure modes: DeepSpeed collective mismatch in Jamba vs ModernBERT ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export problems: ModernBERT ONNX export vs Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: ONNX export failure vs Qwen3 auto device mapping hitting cudaErrorAssert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: table-question-answering crash vs outdated RAG examples." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different regressions: ONNX export vs GenerationMixin import failure." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items, but they concern different removed v5 features and are not the same concrete change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training issues: Qwen3.5 embedding unpacking vs resuming from a local model with trust_remote_code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different model/training failure vs YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different errors: mask/tensor shape mismatch vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: ZeRO-3 Bert index-out-of-bounds vs mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different issues: Bert ZeRO-3 loading failure vs resume-training with trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Bert ZeRO-3 index error vs a generic mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different code paths: mask/tensor shape mismatch vs Qwen3.5 video template token mismatch." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different issues: resume-training problem vs broken Nemotron example." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures: mask/tensor mismatch vs GPT-OSS only-TP issue." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different failures: Qwen3-vl video StopIteration vs model resume/trust_remote_code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different artifacts: BarkProcessor voice_preset bug vs ModernBERT ONNX export error." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed failures: collective mismatch vs Bert ZeRO-3 index-out-of-bounds." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying Bert/DeepSpeed ZeRO-3 index-0-out-of-bounds failure; 43638 is just a more specific non-pretrained variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different problems: Liger Kernel cross_entropy being called vs GPT-OSS only-TP failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different domains: Qwen-3-8B-NVFP4 runtime error vs LoRA weight merge/save mismatch." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Both are distributed-training crashes, but the root causes differ: activation-checkpointing/FSDP vs IterableDataset length mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Different model-loading bugs: Voxtral processor failure vs remote-code model_class config_class error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed issues: weight must be 2-D vs collective mismatch on ranks." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model/device-map failures: Mistral-3 preprocessing dtype mismatch vs YOLO multi-GPU auto mapping." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different failure classes: recomputed tensor-size mismatch under FSDP checkpointing vs mask/tensor shape mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Different backends and symptoms: MPS histogram op error vs YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs: FSDP/activation-checkpointing mismatch vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class of model, but the concrete bugs differ: CPU-offload incompatibility vs uninitialized-memory after meta materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: Bert ZeRO-3 index error vs GPT-OSS MoE tensor-parallel-only failure." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs and models: Bert ZeRO-3 loading error vs GPT-OSS MoE TP-only issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid-method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different errors: Qwen-3-8B-NVFP4 runtime failure vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal issues: expensive reverse embedding lookup vs video feature/token mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different regressions: Gemma3 config missing sliding_window_pattern vs Mistral tokenizer regex patch crashing." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch 2.4.1 incompatibility, but one is specifically tied to transformers 5.8.0 and the other is too generic to confirm the same bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device mismatch under auto device-map vs reverse embedding lookup on inputs_embeds." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training/device-map failures: FSDP checkpointing mismatch vs Qwen3 cudaErrorAssert on A800." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different incompatibilities: generic Torch 2.10 issue vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: Phi-tiny-MoE autocast dtype mismatch vs GPT-OSS MoE TP-only failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model/runtime errors: Mixtral grouped_mm tracing failure vs Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: autocast dtype mismatch in Phi-tiny-MoE vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and models: Mistral-3 dtype mismatch vs MPS Int histogram not implemented." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: GraniteMoEHybrid invalid method call vs MPS histogram op unsupported for Int." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different training/inference problems: Qwen-3-8B-NVFP4 runtime error vs TRL SFT unpacking embeddings failure." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific failures: image-preprocessor dtype mismatch vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: TRL SFT embedding unpacking vs GPT-OSS only-TP failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different problems: Liger Kernel cross_entropy invocation vs Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Different model-loading bugs: Gemma3 ZeRO-3 zero-sized tensor index error vs Bert ZeRO-3 index error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair is well supported by the nearly identical ZeRO-3/BertModel index-out-of-bounds titles. The other soft-edge rejections are conservative and do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30277", + "issue:34928", + "issue:35308", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42617", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45237", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:47228" + ], + "soft_pairs": [ + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070" + ], + "prepared_review_unit_hash": "956893b6fb64970a97045fcd8f7ca5584b677e571757f9bc600b5abf71dc5891", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37818, + "estimated_input_tokens": 9455, + "estimated_eval_tokens": 19166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a lexical near-match set with many unrelated bugs. I\u2019d consolidate only the shared AutoTokenizer v5 regression reports, and likely the two ZeRO-3 size-0 IndexError reports; the rest look like distinct issues or doc/model-specific failures.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest and most representative bug report: it describes the AutoTokenizer wrong-token-IDs v5 regression across multiple model families, which subsumes the narrower Granite-only report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best represents the cluster because it states the regression in the widest, most reusable form and is the clearest duplicate target for the narrower tokenizer report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they target different removed/deprecated APIs and different documentation sections; not the same underlying change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different code paths: autocast dtype mismatch vs MPS int histogram op not implemented." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "One is Liger kernel cross_entropy being called, the other is an autocast dtype mismatch; unrelated symptoms and fixes." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "ZeRO3 collective mismatch and CustomTrainer loss signature mismatch are unrelated training errors." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation error and GenerationMixin import failure are different issues." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG docs are completely different problem types." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Liger cross_entropy path vs mask/tensor length mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/version compatibility, but one is a general torch-transformers incompatibility while the other is a USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and pytorch USE_DISTRIBUTED=0 support are unrelated failures." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption vs text encoder weights not loaded are not the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific errors: missing sliding_window_pattern in Gemma3TextConfig vs cudaErrorAssert in Qwen3 auto device mapping." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different APIs and different pages." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 size-0 index-out-of-bounds failure during model loading/init; the model names differ, but the concrete code-path bug appears the same." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "An AMD GPU model-compatibility issue and a table QA task crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure and distributed build support regression are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross_entropy call and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different model-specific bugs." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model/runtime mismatches, but one is a PLE device placement bug and the other is a video feature/token template mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and outdated docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are not the same bug." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both are multi-GPU/distributed related, but the concrete failures differ: iterable dataset length mismatch vs example script startup failure." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "These are the same AutoTokenizer v5 wrong-token-ID regression, with 45920 being the broader report and 45812 the narrower Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no shared concrete failure mode." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and distributed support regression are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3/vLLM and the other is a Qwen3-MoE sliding_window issue; not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask length mismatch during indexing and ZeRO-3 size-0 index errors are distinct failures." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading failure and checkpoint corruption are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig regression are not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compile/tracing regressions, but they affect different models and ops; not mergeable as one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the conservative calls look reasonable. The AutoTokenizer v5 regression pairing is well supported, and the ZeRO-3 size-0 IndexError pair is a cautious but defensible match. The rest of the soft-edge rejections stay on the safe side by avoiding over-merging unrelated model-, docs-, or runtime-specific bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 3, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:43296|issue:43366", + "issue:43716|issue:47228", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:44387|issue:45005", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43596|issue:46165", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399" + ], + "prepared_review_unit_hash": "5bb8bc8749cd34ceaff7041cb2ca516a10d051f1ecaf69f0e55fd9c8b3358e47", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38433, + "estimated_input_tokens": 9609, + "estimated_eval_tokens": 19474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate edges are false positives across unrelated bugs; the only plausible duplicate is the Qwen3.5 video-input regression pair. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44479 is the best issue representative: it is a concrete, broad regression covering the same video-input failure path and is the more general report compared with the Qwen3.5-specific follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest, broadest bug description and the strongest duplicate linkage among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5/chat failures, but one is a general crash in transformers chat while the other is a streaming chat/completions API issue on a different model size; not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Completely different subsystems and failures: grouped_mm tracing in Mixtral versus multi-GPU device-map behavior in YOLO." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated models and errors; NVFP4 loading failure is not the same bug as a table-question-answering crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms: Gemma3 text config missing an attribute versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "No shared code-path: Qwen3.5 streaming chat failure versus an MPS histogram implementation error in MoE code." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding-window config errors are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and different runtime failures; not mergeable as one fix." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/dtype-related at a high level, but one is grouped_mm tracing and the other is an autocast mismatch on a different model." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to a template compilation TypeError." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different bugs in different model stacks: GraniteMoEHybrid invalid method call versus YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying in Mistral3 and a corrupted Ovis2 checkpoint are not the same underlying issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are indexing-style runtime errors, but they affect different code paths and different failure conditions." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "One is flash-attn2 fallback logic, the other is remote-code model_class metadata; only broadly related to loading." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and a pydantic PretrainedConfig field break are different compatibility issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A general torch/transformers version incompatibility is not the same as a Gemma4 device-mismatch bug." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init argument incompatibility and a Sam3 bf16 compilation regression are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are tensor-shape related, but one is a mask/index mismatch and the other is a TRL embedding unpacking failure on Qwen3.5." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming chat failure are different errors and code paths." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated feature/compatibility requests." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Different models and regressions: Mistral-3 image dtype mismatch versus Sam3 bf16 compilation." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and pydantic PretrainedConfig issues are distinct breakages." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization memory growth and tied-weights translation issues are not the same bug." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO device-map failure and Sam3 compilation regression are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both involve version compatibility, but one is about remote_code models broadly and the other is a specific torch/transformers pair." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal-input issues, but one is dtype mismatch and the other is video feature/token count mismatch; different bugs." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both mention index errors with zero3-like setups, but the reported failure modes and affected models differ." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression around chat-template/video token handling; 46294 looks like a specific manifestation of the broader issue in 44479." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP-related, but one is text-embedding quality and the other is nonsensical AutoModel/pipeline results; not the same defect." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different composite-config problems: AutoModel.from_config unwrapping text_config versus uninitialized inv_freq after to_empty(cuda)." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class failure are different loading-time problems." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error and resuming remote-code training are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is not the same as Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 TRL embedding unpacking are different training/runtime failures." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model Jupyter initialization and flash-attn2 fallback gating are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:44479 is the broad video-input regression, issue:46294 is the narrower Qwen3.5 manifestation, and the no-PR note matches the packet. The soft-edge verdicts are generally conservative and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 4, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43644", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:35308|issue:36331", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:43975|issue:44292", + "issue:44863|issue:45005", + "issue:35308|issue:42915", + "issue:39692|issue:43054", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:33666|issue:35308", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493" + ], + "prepared_review_unit_hash": "d0ef96aad9dee8a1c0d0d15bbef3c03494bee7a2d9b6a8fb96750ad81d0f768d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37117, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issue themes, with a few clear duplicate sub-clusters: non-persistent buffer corruption in v5, Mamba2 recurrence propagation, Gemma4 quantized embedder casting, input validation error messaging, and a near-identical Qwen disk-offload save failure pair.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43950 is the clearest and broadest representative of the non-persistent-buffer regression; it is directly echoed by 43644, 44534, and likely 45902.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 has the strongest duplicate signal and the most general wording for the shared v5 non-persistent buffer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failure modes; one is perplexity on gpt-oss-20b, the other is a GLM5 issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Both are model/runtime complaints, but they target unrelated problems: FineGrainedFP8Config vs flash-attn fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code loading/caching, but one is a local leaf-dir cache collision and the other is loading the wrong custom module after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different model families and do not appear to be the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely different topics: DSA indexer behavior vs documentation about a removed command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the tied-weights regression." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a docs command removal are not the same bug." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU IterableDataset crashes and a Trainer compute_loss signature error are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 linear_attention failure is unrelated to tied-weight handling." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different failures in different components: TRL SFT embedding unpacking vs GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "The T5 decoder validation error looks like a specific instance of the broader input_ids/inputs_embeds validation/message bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization regression and NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weights issues." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Both are training/runtime issues, but the underlying bugs are different and not mergeable." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and embedding-quality regression are different problems." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different specific tokenization behaviors." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same non-persistent-buffer junk regression in transformers v5, just with different wording." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss kwargs and a ZeRO-3 load IndexError are unrelated." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "47246 explicitly says the Mamba2 recurrence fix was not propagated to nemotron_h, which matches the same underlying recurrence bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same v5 non-persistent-buffer corruption issue; 43950 is the more explicit root report." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both mention multi-GPU training, but one is Qwen2-VL-specific and the other is an IterableDataset length mismatch crash." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different failure signatures." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "46932 is explicitly a fix for the same Gemma4 quantized vision/audio embedder dtype-casting bug reported in 46899." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a broad AutoTokenizer v5 regression and the other is a DeepSeek-Coder v1-specific detokenization issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and a version-dependent tokenization change are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is worse text embeddings; too different to treat as duplicates." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "These are near-identical Qwen disk-offloaded save failures, differing only by model variant." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 RLHF gradient explosion are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": false, + "reason": "Both concern get_seq_length(), but one is a return-type contract issue and the other is a non-CUDA slice-arithmetic backend bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "45902 is another manifestation of the same non-persistent-buffer initialization problem, now seen as uninitialized memory after materialization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is an embedding-quality complaint and the other is a JAX/HF implementation discrepancy." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is grounded in the packet and stays appropriately conservative. The main cluster characterization matches the issue titles, and the accepted soft-edge pairs are well-supported by explicit wording in the issue titles (especially 43950/44534/43644/45902, 45183/46463, 46032/47246, 46899/46932, and 47332/47333). The rejected pairs also read as distinct problems rather than overstated duplicates. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 5, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43404", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43827", + "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:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:43824|issue:43872", + "issue:45081|issue:45399", + "issue:41553|issue:43883", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:41553|issue:43881", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43881|issue:43883", + "issue:46894|issue:46897" + ], + "prepared_review_unit_hash": "2423ed3a6bbca9bc5c35384cc552128e71c6dfafc2033cdd5b2067016c56af9e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37498, + "estimated_input_tokens": 9375, + "estimated_eval_tokens": 19006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated transformer regressions that only look superficially similar. The only clear duplicate-like pairs are the v5 docs cleanup around removed pipelines and the repeated training-loss double-shift bug report.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest and most central representative: it frames the recurring 'recent transformers versions break remote_code models' regression family that several other items resemble.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best overall issue anchor because it is the most general, most reusable summary of the loading/remote-code regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3-related, but they describe different failures: Flash Attention illegal memory access vs CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe uninitialized memory are different code paths and symptoms." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "One is LoRA gradient checkpointing ineffectiveness; the other is int4 quantization memory growth. Same area, not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure; no shared concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and early-stopping metric handling are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression and AMD GPU model support failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both involve model loading, but one is logging noise and the other is a specific model load failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both mention loading problems with DeepSpeed-like setups, but the concrete failures and models differ." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code and broad remote_code breakage are too general to treat as the same concrete bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for one model and flash-attn fallback blocking are different issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior and MoE memory usage are different regressions." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback gating are different tokenizer/attention problems." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys in Molmo are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram Int error in MoE and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only failure and GLM5 are not the same code-path problem." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code breakage and Gemma4 device_map forward mismatch are not the same defect." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like failing on TOKENIZER_MAPPING_NAMES is a registry edge case, not the same as remote_code model loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex issues are different tokenizer problems." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad Voxtral tokenizer error messaging and glm-4v-9b load failure are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility between hf4.x and hf5.x is a versioning issue; the warning about tie_word_embeddings is separate." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen config unwrapping and remote-code model_class config_class errors are similar only at a high level." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different methods and likely need different fixes." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer regressions in DeepSeek-family models, but the specific mechanism and affected models differ." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "General remote_code breakage and a specific config_class AttributeError are too broad vs specific to merge confidently." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale summarization/translation pipeline references removed in v5." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tie-weight bug in Mistral3 and non-persistent buffer corruption are different state-loading issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b load failure and Molmo missing all_tied_weights_keys are different model-specific bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift bug pattern; only the model family differs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats most pairs as unrelated, and the two accepted pairs are supported by the issue titles/body patterns (docs cleanup; training-loss double-shift bug family)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:41553|issue:44991", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:41553|issue:44488", + "issue:43645|issue:43646" + ], + "prepared_review_unit_hash": "fca67609e7eb3922d99c29b52620ee7704bf5c5b95b3dbf9f37bda952a7be7b0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36767, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, but it contains a small de-duplication core around repeated error reports for the same regression. The strongest theme is model-loading/training regressions, especially DeepSpeed and Transformer 5.x behavior; only a couple of soft pairs look like true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue cleanly represents the whole set, but issue:45313 is the best anchor because it is a concrete, reproducible DeepSpeed ZeRO-3 weight-loading failure on a specific Qwen3.5 model and matches the largest recurring subgroup in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45313 is the strongest standalone issue: it is specific, actionable, and describes a clear model-loading failure with a crisp failure mode, making it the best representative among mostly unrelated or broader reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio loading, but one is a broad \"can't run\" report and the other is a specific fbank-feature function issue; same area, not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different failures: one is Qwen3 MoE weight conversion under accelerate+deepspeed, the other is gradient averaging with GAS and loss kwargs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different error classes and code paths: custom trainer loss-signature mismatch vs tensor mask/index shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA checkpointing being ineffective and the other is a missing capability flag on a trust_remote_code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures on Qwen models, but the affected model families and reported failure details differ enough to keep them separate." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model loading failures, but they concern unrelated architectures (GLM-4.7-Flash vs NemotronH) and different root causes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed training weight error vs image processor segmentation-map handling." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video regressions in Qwen-family models, but the first is a broad multi-model input regression while the second is a specific StopIteration in Qwen3-vl-embedding; not enough evidence of one root bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic index/mask shape mismatch error pattern, likely duplicate reports of the same underlying indexing bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different problems: RLHF gradient explosion from 3D position_ids/SDPA fallback vs a flash-attention AttributeError on s_aux=None." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failures: image preprocessor dtype mismatch vs broken official Nemotron example loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF architecture support vs a torch.autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are weight-loading problems, but they affect different model implementations and different missing components." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems: PagedAttentionCache linear_attention failure vs NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different requests/issues: GGUF gpt-oss support vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A DeepSpeed ZeRO-3/Bert index error is unrelated to a general torch 2.4.1 incompatibility report." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and different failure modes; one is an error message issue, the other is an actual load failure." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: Qwen2.5-VL rope position scaling vs uninitialized inv_freq after meta-to_empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No real overlap: GGUF architecture support vs missing Float8 storage type." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: ZeRO-3/Bert initialization failure vs torch version incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but distinct bugs: per-layer shared_kv_states rebuild vs device-map mismatch in PLE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both touch audio generation, but one is cross-track embedding/token leakage and the other is empty-transcription handling after special-token alignment." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different modalities and failures: image preprocessor/model dtype mismatch vs video StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "One is a Qwen3MoE FP8 configuration failure; the other is a broad meta-device loading regression affecting different models." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: missing exported class vs model-loading breakage on meta device." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: non-persistent buffer corruption during from_pretrained vs OCR long-input index error." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: inability to run a script vs GGUF support for a model architecture." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video-processing regression vs MPS histogram limitation in MoE; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the affected models and described symptoms differ." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Clearly the same Transformer 5.0 custom-model initialization regression; one report is just the Jupyter-notebook variant of the other." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous and only identifies a small number of likely duplicates. The two accepted soft pairs are conservative and well supported by the titles, and the rejected pairs avoid overstating similarity. The anchor choice of issue:45313 is also reasonable given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 7, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43720", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45823|issue:46515", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "0b61597f336b345b9dba12fd96a2a2752ab7dfdd4a134de59b48aa26fecb1890", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36060, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers bug reports, with a few clear duplicate pairs: the v5 non-persistent-buffer corruption, SigLIP2 inference regression, and Gemma4 4-bit multimodal dtype/quantization failure. Most other soft pairs are only loosely related by model family or subsystem and should stay separate.", + "confidence": 0.85, + "canonical_issue_reason": "issue:43644 is the cleaner, earlier report of the Transformers v5 non-persistent buffer corruption; it captures the core regression and is the better anchor for the duplicate pair with issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest global representative because it is an early, clearly stated regression with a broad impact and a later near-duplicate exists.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen models, but one is a video/embedding StopIteration error and the other is an SFT/trainer embedding unpacking failure; different code paths and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but one is a compiled flex_attention regression on torch>=2.9 and the other is a generic torch 2.4.1 incompatibility; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "An ImportError for GenerationMixin is unrelated to a Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Flash-attention on Qwen3.5 with 3D position_ids is a different bug from static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile+SDPA and Qwen3.5 flash-attention illegal memory access are separate model/backend failures." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both involve PEFT/gradient checkpointing, but one is ineffective checkpointing and the other is a DeepSpeed ZeRO-3 checkpoint error; too different to merge." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mismatch with device_map=auto is unrelated to a torch 2.4.1 compatibility complaint." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer paths; not enough evidence of one underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "A model-in-TOKENIZER_MAPPING_NAMES failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: Qwen3-vl StopIteration versus a generic mask/tensor shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model/regression class: zero probabilities versus nonsensical outputs with AutoModel/pipeline point to the same underlying broken inference behavior." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading problems, but they concern different models and different validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error for BertModel is unrelated to add-new-model-like / tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "A zero-sized index error during ZeRO-3 init is not the same issue as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping logic and a mask/tensor shape mismatch are unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA qwen3_moe hf4.x/hf5.x compatibility and BitNet packed-weight loading are distinct code paths." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe the same Gemma4 4-bit multimodal quantization dtype-cast bug, with 45672 as the specific audio-module symptom and 46899 the broader root issue." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "The _is_hf_initialized regression and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model loading with device_map=auto is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both are SigLIP2-related, but one is model inference producing zero probabilities and the other is a docs example with model/processor mismatch and quantization errors; not clearly the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Qwen3Moe FineGrainedFP8Config are different failures." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same underlying regression: Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "A Qwen3_moe LoRA compatibility issue is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT-like checkpoints, but there is no evidence they share the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP plan missing linear_attn entries are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading for language_model and incorrect save_pretrained visual encoder keys are different regression surfaces." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored during checkpoint loading; the other is model.config.dtype staying stale after from_config. Related theme, but not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical choice of issue:43644 over issue:44534 is well supported by the identical titles, and the accepted soft pairs are plausible duplicates from the titles alone without overstating certainty. Most other pair rejections 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": 28, + "review_unit_index": 8, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "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:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44164|issue:44291", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:46897|issue:46901", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:44079|issue:46829", + "issue:44155|issue:45823", + "issue:43957|issue:44756" + ], + "prepared_review_unit_hash": "d6596c6d9018141bb88db05b3811efdfff7349a11db1afd46cab6ff8cb6f7fdd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37161, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer bug reports were grouped together; only the Gemma4 resize_token_embeddings reports look like a true duplicate pair.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45276 is the strongest anchor: it states the full Gemma4 resize_token_embeddings failure and includes both affected embedding paths, making it the more complete canonical issue over the narrower 45292 report.", + "canonical_pr_reason": null, + "best_issue_reason": "45276 is the best issue to keep because it most completely describes the underlying bug and subsumes the smaller follow-up symptom in 45292.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash load issues." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken documentation example plus quantization failure while the other is nonsensical inference output; not clearly the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Separate tokenizer-loading regressions for different models; similar symptom, but not the same underlying issue." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated regressions: junk-filled non-persistent buffers vs Jupyter custom-model initialization failure." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is offloading behaving incorrectly with quantization." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different loading bugs for different models; one is a unit-test load failure, the other is a shape-mismatch error." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different code paths for embedding propagation; not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Same as above: related in theme, but not the same underlying defect." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step math is unrelated to SGD argument handling." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory pressure, but one is training efficiency while the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to the init_empty_weights _is_hf_initialized argument mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "A broad GLM5 issue and a specific sinq save/load regression are not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and different failure signatures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but Gemma4 and t5gemma expose different model-specific code paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate multimodal/runtime issues." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same loss-shift pattern, but different model families and no evidence they share one concrete code path." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to meta-device model loading regressions." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init argument on init_empty_weights is unrelated to mmap behavior on Strix Halo." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch for one model is not the same as a separate model-loading failure." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert with auto device mapping and AudioFlamingo3 token/embedding leakage are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states failure and Qwen config unwrapping are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/inference problems are unrelated to the GLM5 loading issue." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash Attention illegal memory access on Qwen3.5 and s_aux=None AttributeError are distinct failures." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but on different model classes with no clear shared concrete defect." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading/quantization behavior and int4 reserved-memory OOM are different root causes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and different runtime issues: FSDP2 key error vs CPU-offload incompatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and failures: NVFP4 model run error vs MXFP4 load fallback to bf16." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment logic is unrelated to VideoPrism output-field misrouting." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and mmap-related OOM are distinct 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": 28, + "review_unit_index": 9, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:43335|issue:45663", + "issue:36010|issue:39404", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:43957|issue:47332", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:45292|issue:45335", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43425|issue:43828", + "issue:46894|issue:46901", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:39404|issue:46665" + ], + "prepared_review_unit_hash": "88da51516348c9a6c10e0676abd7ec2f42a5b327e4a841ccfb12c5f69bd65bb4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36619, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated regression reports. I only see two clear duplicate families: the resize_token_embeddings/output_embeddings issues, and the training-loss double-shift issues. Everything else is too different to merge safely.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45292 is the best canonical issue: it states the resize_token_embeddings/output_embeddings bug in the most generic form, and the nearby variants (Gemma4-specific and decoder.embed_tokens-specific) look like the same underlying regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative because it captures the shared resize_token_embeddings/output_embeddings failure without model-specific narrowing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: sparse encoder-layer construction vs Gemma4 FSDP attention state rebuilding." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated import error vs Whisper pipeline return_language regression." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both mention Nemotron, but one is checkpoint loading and the other is an example breakage; not enough evidence of the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions in different model/config paths; one is video input handling, the other strict config loading." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both involve OOM, but the causes are different: int4 quantization memory growth vs mmap behavior on Strix Halo." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug; 45276 is a Gemma4-specific manifestation of the generic output_embeddings failure." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the RLHF NaN/SDPA fallback bug." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Model loading with torch.device(\"meta\") is a different problem from saving disk-offloaded models." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both touch tokenizers, but they describe different behaviors: BPE marker handling vs continue_final_message formatting." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless crash and Gemma4 shared_kv_states KeyError are different failures." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions with no clear shared failing code path." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is file permission propagation, the other is wrong custom-module selection after save/load." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model init in notebooks and extra_state save/load are related broadly but not the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Generic torch incompatibility and Sam3 bf16 compilation regression are not the same issue." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45335 is another model-family-specific manifestation of the same broken propagation to tied embeddings." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Potential tokenizer vocab/special-token issue, but the titles do not show the same concrete failure." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression is unrelated to Trainer max_steps calculation on resume." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad to equate with a specific autocast dtype mismatch." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug: training against labels[...,1:] instead of labels." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and encode/decode space stripping are different bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are separate tokenizer regressions." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility is not the same as YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and compile non-template-nodes TypeError are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention regression and Gemma4 device mismatch are different code-path problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline bug and tokenizer-version behavior changes are not the same underlying issue." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers 5 custom-model behavior, but one is base_model_prefix loading and the other is notebook-defined custom model init; too different to merge." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility and Mistral-3 dtype mismatch are different regressions." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression is unrelated to from_pretrained behavior inside Python classes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate families are the resize_token_embeddings/output_embeddings variants and the training-loss double-shift variants. The remaining pair verdicts are appropriately conservative given the limited evidence in titles/bodies, and I don\u2019t see an overclaim that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 10, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:40990|issue:47331", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:44265|issue:44898", + "issue:44991|issue:45081", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:43906|issue:44530", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44756|issue:47333", + "issue:44164|issue:46821", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:45479|issue:46894", + "issue:44488|issue:45081", + "issue:36032|issue:42915", + "issue:43632|issue:47050", + "issue:43299|issue:43931", + "issue:45479|issue:46897", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:42796|issue:43404" + ], + "prepared_review_unit_hash": "2c5628548ab090ab47615917a997577907b959cfb6e6f0ed89e0f7cebd31b532", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers v5 regression reports and doc issues that only share broad language around loading/tokenizers/model behavior. I would not merge any of the soft-edge pairs as duplicates; they describe different code paths or different concrete failures.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 43611 is the best broad anchor: it describes a generic Transformers v5 model-loading regression with clear scope and a reusable failure pattern, making it the most representative issue in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the strongest global representative because it is broad, concrete, and centrally about the v5 loading regressions that dominate this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: a Qwen2.5/3/3.5/3.5-MoE video input regression versus a generic mask-shape IndexError. No same code path." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated errors: missing Float8 storage lookup versus a compiler/template-node TypeError. Not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs complaints, but they cover different pipeline APIs and different v5 removals. Not one underlying change." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "Completely different areas: perplexity on gpt-oss-20b versus Metal quantized batched generate corruption." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different problems: nonsensical SigLIP2 outputs versus ModelOutput key assignment semantics." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both affect loading, but one is a T5Tokenizer method conflict and the other is gguf_file handling for AutoTokenizer/AutoModel. Different root causes." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Separate loading/saving bugs: extra_state serialization versus composite Qwen text_config unwrapping." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation on non-default image sizes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-load regressions, but for different models and different failure mechanisms. Not mergeable as one fix." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: quantized save/load corruption versus continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated repro of another issue is not the same bug as the mistral_common continue_final_message regression." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "No shared code path: isolated repro of issue 38071 versus PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Masked LM prediction correctness for CamemBERT is unrelated to tokenizer loading failure for EMBIDDIA/est-roberta." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma4 bugs: PLE device placement versus 4-bit multimodal embedder dtype casting." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap/OOM workaround is unrelated to disk-offloaded Qwen3-30B saving." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load failure and TimesFM window_size AttributeError are distinct issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3/BertModel index error is unrelated to compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency for Qwen3 MoE is not the same as mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Loading a specific model/tokenizer versus a version-specific failure on another repository; no common bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading failures with unrelated root causes." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero loss in sequence classification and ASR double-shift training loss are different model families and failure modes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Reiterating: these are distinct loading bugs, not the same concrete defect." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag handling and ONNX fp16 attention dtype mismatch are different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a broad v5 loading regression and the other is a specific weight-shape mismatch; not enough evidence they are the same bug." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different training-loss bugs in different model families; not the same underlying issue." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT local checkpoint loading is unrelated to Metal quantization batch corruption." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization. Different fixes." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are separate 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": 28, + "review_unit_index": 11, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43873", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43873|issue:47331", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:32090|issue:39404", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:44987|issue:44991", + "issue:43582|issue:43632", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43262|issue:47331", + "issue:43208|issue:47013", + "issue:43317|issue:43482" + ], + "prepared_review_unit_hash": "a6290b3d624952ea06d7c41f1e1ee9692488d61af4465d9aa8be0c7a299ff577", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad subsystems or vague version regressions, but not the same concrete bug/change. No PRs are present, and there is no clear duplicate set strong enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy report here, so it is the best single issue to anchor this mixed set if one representative is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the widest scope and strongest signal (many references/discussion) among these issues, making it the most useful representative artifact overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they concern different models and different failure points, so they are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to compilation/template-node errors; same general model area only." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "One is a CLIP structure change and the other is Sam3 text-encoder weight loading; different model families and distinct failures." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "These are separate framework issues: tokenizer-mapping failure versus compiled flex_attention on newer torch." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they affect different repositories/models and do not indicate one underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing errors are unrelated to template compilation failures." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both involve quantization/offload, but one is generic offloading behavior and the other is a specific batched-generation bug in MetalConfig." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid group type are different code paths and bug types." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is not the same as cache group-type crashes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model is unrelated to runtime post-processor updates for special tokens." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are unrelated failures." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image IterableDataset training failure is a different bug from mistral_common continue_final_message handling." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and Jupyter custom model initialization breakage are distinct regressions." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count update bug is unrelated to Qwen2.5-VL multi-image dataset failures." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "They are both v5 custom-model regressions, but one is non-persistent buffers and the other is custom model initialization; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device placement/offload, but the actual bugs are different model-specific rotary-embedding/CPU issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging omission for tensorflow in one case and an unsupported tensorflow_text backend mapping in the other are different problems." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Feature-extractor center-arg regression and _torch_extract_fbank_features issues are related but not clearly the same concrete failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions under transformers v5, but they affect different models and likely different tokenizer assumptions." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are unrelated regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation errors and GraniteMoEHybrid invalid-method calls are separate code paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loader breakage and Qwen2.5-GGUF v5 loading failure overlap in theme, but the titles indicate different loader failures and not one shared bug." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF loading and kernels 0.16 incompatibility are unrelated issues." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Both are Apple/Metal-related, but one is allocator warmup TypeError and the other is batched quantized generation corruption." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skipping special tokens and empty transcription generation after align_special_tokens are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT-local-checkpoint loading and mistral_common continue_final_message are unrelated loading/tokenization paths." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and MetalConfig batched quantization corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM training issues, but one is about multiple bugs below 7B and the other is a specific return_last_states unpacking crash." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload load failure for dequantized models and Qwen2.5-GGUF v5 loading failure are 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": 28, + "review_unit_index": 12, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:44403|issue:45081", + "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:43404|issue:44466", + "issue:44062|issue:44987", + "issue:44849|issue:45325", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:36032|issue:41720", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:43531|issue:44877", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:44479|issue:45325", + "issue:43322|issue:43540", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43296|issue:43531", + "issue:40444|issue:45325" + ], + "prepared_review_unit_hash": "054f442654580ec0fc127d4c8e38025c8b9a3782bf96772c2b03e00cf7cd6fe2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft-similarity pairs mostly share broad subsystem keywords but not the same concrete bug. I found no pair that is safe to merge as a duplicate with the available evidence.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43646 is the broadest, most generic representation of the v5 custom-model initialization breakage theme, so it works best as an umbrella issue among the similar initialization-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the clearest general-purpose representative for the cluster because its title captures a common regression pattern without being tied to one narrow model or notebook-only symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated failures: noisy load logging vs a Mistral regex patch crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom models, but one is a Jupyter init regression and the other is a remote-code config_class attribute error." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batch/padding-mask mismatch are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are distinct code paths." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config loading and template-node compilation errors are not the same underlying issue." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is separate from non-persistent buffer corruption." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for a specific repo and a tokenizer regex patch crash are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask behavior and DAC STE mismatch are unrelated implementation issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized arg handling are different failures." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and TrainerState token counting do not share the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token method conflict and MobileLLM loading KeyError are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and device-dependent serialization inconsistency are related only at a very high level." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken kwarg duplication and a model loading failure are different concrete problems." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Hidden-states output bug and still-image temporal position scaling are both Qwen-related but not the same defect." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet processor/model image-size mismatch are separate issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure and Mistral regex crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer API conflict and Qwen3 auto device-map CUDA assert do not match." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage object are different low-level errors." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to an image preprocessor size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and strict Granite Speech config loading are separate bugs." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 quantization dtype casting are different multimodal issues." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing metadata and a PEFT/DeepSpeed checkpoint error are not duplicates." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache return-type mismatch are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a video-input regression and the other is a still-image temporal position_ids scaling bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a noisy load-message issue." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU-sync overhead and cache length return-type mismatch are separate concerns." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different versioning/API problems." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and Qwen VL rope scaling regression do not share the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 13, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44488", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45357", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:43883|issue:44488", + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:45216|issue:45357", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44403|issue:44991", + "issue:43716|issue:46899", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:42796|issue:46710", + "issue:43632|issue:44756", + "issue:35707|issue:40444", + "issue:43531|issue:44291", + "issue:43883|issue:44991", + "issue:44079|issue:45663", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44509|issue:46909" + ], + "prepared_review_unit_hash": "7743e875a064cfa8bd9a3800f26df3b296772f22b821f3e8954a8b0922f1895b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35902, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated bug reports; only two soft pairs look like true duplicates: the `_is_hf_initialized` v5 loading regression and the Qwen3.5 `save_pretrained` visual-encoder-key regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43872 is the broadest and best-supported representative of the `_is_hf_initialized` regression, with the highest external attention among the near-duplicate candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the best standalone issue to anchor the cluster because it describes the core loading breakage most directly and is the most central of the accepted duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: missing `all_tied_weights_keys` vs tokenizer.json loading behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated subsystems: fbank feature extraction vs compiled flex_attention on new torch." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying v5 regression: `_is_hf_initialized` being passed into model/module construction during loading, breaking multiple code paths including bitsandbytes and init_empty_weights." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression corrupting visual-encoder keys; 45357 reads as the same bug persisting in a later version." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about loading models with `base_model_prefix` and the other about non-persistent buffers being filled with junk." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers, but one is loading failure for a specific repo and the other is performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same bug as tokenizer loading failure for a specific model." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype problems, but they affect different models and code paths." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to PEFT local-checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong Granite token IDs and the other is a CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior is not the same as a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "One is the `_is_hf_initialized` constructor-arg problem; the other is a missing Float8 storage type." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is IterableDataset with multiple images per prompt." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity evaluation issue and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Different models and symptoms: tokenizer BPE markers vs accuracy regression after upgrade." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` flag breakage is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Both mention generation/fine-tuning, but the actual failures are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to `_is_hf_initialized` loading errors." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuild." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device mapping cuda assert and Mistral regex patch crash are separate issues." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are distinct loading regressions." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and `add_special_tokens=True` BOS/EOS behavior are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are TensorFlow-related packaging complaints, but they describe different dependency/runtime problems and are not clearly the same fix." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring `tokenizer.json` and Granite token-ID regression are related in theme, but not clearly the same concrete defect." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM `window_size` attribute error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow packaging and PaddleOCR-VL load failure are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs issues, but they concern different documentation problems and should not be merged." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The two accepted soft pairs are both supported by very close titles and consistent issue themes: the `_is_hf_initialized` loading regression and the Qwen3.5 `save_pretrained` visual-encoder-key regression. The rejected pairs are mostly appropriately separated by model, subsystem, or symptom. I did not see an obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 14, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:45325|issue:45834", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43818|issue:45357", + "issue:44291|issue:44877", + "issue:40444|issue:47217", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:43606|issue:44265", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550" + ], + "prepared_review_unit_hash": "06309592967146a812a096766793e890804271aced8a4c0240368b29389ea790", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with a loose theme of Transformers v5 regressions and model-loading/runtime issues. I don\u2019t see any soft-edge pair that clearly represents the same underlying bug/change, so I\u2019d keep the cluster split and use one broad v5 regression issue as the nearest representative.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43644 is the broadest, clearest Transformers v5 regression in the set and best represents the recurring model-internals breakage theme, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue:43644 is the best single issue to keep as a representative because it is concrete, broadly applicable, and more central than the niche model-specific reports here.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: offload/loading failure versus MoE training memory usage." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different root causes: ModelOutput key bookkeeping versus non-persistent buffer serialization." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: GGUF loading in v5 versus CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths and symptoms: torch.export with torch_compilable_check versus bfloat16 dtype mismatches." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL rope/position-id scaling versus Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different underlying bugs: missing padding-mask support versus sliding-window/all-padding NaNs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different triggers: multi-image finetuning with IterableDataset versus video vision_position_ids regression." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Related only at a very high level; one is buffer serialization corruption, the other is ModelOutput key assignment." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and issues: missing temporal attention / shared tower weights versus text encoder weights not loading." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Different symptoms and likely different fixes: HF/JAX implementation discrepancy versus nonsensical AutoModel/pipeline results." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is still-image temporal position scaling and the other is video vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Completely different: Video-LLaVA architecture bug versus Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different loading failures: unexpected _is_hf_initialized argument versus strict config rejection." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-input bugs, but one is multi-image dataset finetuning and the other is placeholder-in-user-text handling." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weights theme is shared, but one is runtime garbage generation and the other is device-dependent serialization." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degeneracy versus single-label num_labels=1 zero-loss behavior." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization versus tokenization-version drift are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index handling." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different failures: CPU offload device mismatch versus export failure on torch_compilable_check." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and bugs: Qwen VL video regression versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different audio issues: default sample rate in chat template versus PEFT checkpoint loading." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems: autocast dtype mismatch versus TimesFM window_size AttributeError." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: perplexity regression on gpt-oss versus Whisper empty-transcription failure." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different problems: progressive generation with inputs_embeds/past_key_values versus device-mapped Qwen3 cuda assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Different domains and failures: BarkProcessor voice_preset versus progressive generation inputs_embeds/past_key_values." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but the models and failure modes are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different root causes: CPU offload device mismatch versus DAC forward/from_latents STE mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Completely different: lm_head weight tying versus torch.compile with SDPA in Bamba." + } + ] + }, + "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": 28, + "review_unit_index": 15, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43582", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821", + "issue:46897", + "issue:47317" + ], + "soft_pairs": [ + "issue:42617|issue:42915", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:43377|issue:44610", + "issue:41553|issue:43582", + "issue:36331|issue:42617", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43377|issue:44898", + "issue:36331|issue:42915", + "issue:46305|issue:46315", + "issue:44877|issue:44991", + "issue:43322|issue:46050", + "issue:41720|issue:44977", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:46897|issue:47317", + "issue:43873|issue:44756", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821" + ], + "prepared_review_unit_hash": "79d3b39b58cbc85de18bafa0f2f9948520d7456e3f1c00cef2bef92412bfbed9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues that only share broad transformer/model-loading themes. I found no convincing duplicate pairs; the strongest central issue is the broad quantization/offloading report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set (offloading + quantization), with the most chance of serving as a hub for nearby loading/offload regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the clearest cluster-level relevance: it is broad, recent, active, and directly about a recurring systems-level failure mode rather than a narrow model-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failures: a script/runtime problem in 3d_parallel.py versus a Qwen3-MoE FP8 loading issue. No shared code path." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "One is a device-mapping forward mismatch in Gemma4; the other is a TimesFM window_size attribute error. Different models and bugs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated subsystems and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenizers, but one is about add_special_tokens not inserting BOS/EOS for a specific model, while the other is a broader wrong-token-id regression across multiple tokenizers." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight serialization in AyaVision is not the same bug as dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same underlying issue as PEFT LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batch-vs-single output drift from padding-mask support is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to the 3d_parallel.py execution problem." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffers being junk are both loading-related, but they are different concrete bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading affect different models and code paths." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but 43317 is specifically about loading a dequantized model with gpu+cpu offload; 43873 is a broader offloading regression. Not clearly the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device map cuda assert and Llava Next segmentation fault are separate loading crashes." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask output drift in MIMI and Perceiver non-default resolution failure are unrelated vision/audio bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature compatibility and Qwen3-MoE FP8 failure do not share the same code path." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Moonshine sliding-window off-by-one and slow convert_tokens_to_ids are completely different issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions in v5, but one is strict config handling and the other is tokenizer loading for a specific repo; different root causes." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A segmentation fault while loading Llava Next is not the same bug as sinq quantized save/load corruption." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is an auto-device-map CUDA assert and the other is a flash-attention generation bug." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "A perplexity regression on one model is not the same as a general tokenization-change report." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory growth and an apex RMSNorm memory leak are different memory issues with different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping on Qwen3 and a 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bugs are unrelated to tokenization behavior changes." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they concern different models and there is no evidence of the same underlying implementation error." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading problems are not the same as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained regressions, but one is lm_head serialization/tied weights and the other is incorrect visual encoder keys; different artifacts." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume failure from an empty epoch iterator is unrelated to early stopping disabling due to missing eval metric." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to bfloat16 dtype mismatches in model inference." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "An MPS histogram kernel limitation is unrelated to a TimesFM window_size attribute error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 16, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33666", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45479", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43295|issue:45701", + "issue:43065|issue:46402", + "issue:44451|issue:47020", + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43550|issue:43606", + "issue:43577|issue:43708", + "issue:46821|issue:46869", + "issue:43404|issue:45357", + "issue:43881|issue:44488", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291", + "issue:43531|issue:43572", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:44186|issue:44361", + "issue:44671|issue:44743", + "issue:44464|issue:46858", + "issue:45479|issue:47317", + "issue:28530|issue:30064" + ], + "prepared_review_unit_hash": "452933ff427b694e9116138ded360c86557ae850a0e02067c42d9fde403014b2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35285, + "estimated_input_tokens": 8822, + "estimated_eval_tokens": 17900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft pairs are mostly superficial matches across broad transformer/model-loading themes, but they do not describe the same concrete bug or change. I reject all soft edges and do not see a true duplicate cluster here.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45701 is the broadest/most general report in the set, but the overall collection is still too heterogeneous to treat it as a safe canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the closest to a cluster anchor because it is broad and version-regression oriented, but it is still not a strong representative for the other unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version/regression and tokenization-adjacent behavior, but one is a processor/tokenizer API regression and the other is a generic tokenization-change report; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: dummy Conv2d in Sam3PixelDecoder vs missing text encoder weights in Sam3Model loading." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are loading/tokenizer failures for BERT-like models, but the concrete failure modes and affected code paths differ." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache code, but one is beam-search cache reorder skipping and the other is static-cache slice arithmetic on non-CUDA backends; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated failures: torch.compile with SDPA in Bamba vs packed-weight unpacking during accelerate loading in BitNet." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/tokenizer-related, but one is tokenizer crashes on NER/padding and the other is a processor size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model initialization/loading patterns, but one is a Transformers 5.0 breakage and the other is inconsistent from_pretrained behavior inside Python classes; not the same concrete defect." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different root causes: SDPA/torch.compile failure vs CPU offload device mismatch." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation issue in Blip2 loading; the other is Trainer resume/max_steps miscalculation after batch-size changes." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Different products and failure modes: TimesFM window_size AttributeError vs YOLO multi-GPU device_map auto loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model regressions, but one is untied lm_head weights in Mistral3 and the other is incorrect visual encoder keys on save_pretrained in Qwen3.5." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading reports, but they affect different models and different loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading with special configs/offload, but one is FineGrainedFP8Config on Qwen3Moe and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing complaints, but they are distinct model-specific resolution mismatches." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are distributed/device-map-related, but one is a cudaErrorAssert on Qwen3 auto mapping and the other is TP not working for GPT-OSS MoE." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping/eval metric configuration is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but the immediate causes differ: string `.to()` misuse vs missing `_tokenizer` on Gemma4Processor." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config loading failure is unrelated to kernels import/version metadata requirements." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model/config bugs: Qwen3-MoE sliding_window vs missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to a flaky bbox-range test." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is wrong tensor indexing in serve KV-cache continuation and the other is device-tensor seq_length arithmetic in _prefill." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes, but on different tokenizers, tasks, and failure mechanisms." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/compile/cache wording, but the underlying bugs are different and not mergeable as one fix." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "A sequence-classification zero-loss regression is unrelated to the PPFormulaNet training-loss report." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection has no relation to void segmentation-map processing." + } + ] + }, + "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": 28, + "review_unit_index": 17, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44913", + "issue:44991", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46894", + "issue:47020", + "issue:47145", + "issue:47254", + "issue:47317" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:43316|issue:44913", + "issue:46894|issue:47317", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:45701|issue:47145", + "issue:43452|issue:47020", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43881|issue:44991", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43526|issue:43883", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:43531|issue:46821", + "issue:34567|issue:35707", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653" + ], + "prepared_review_unit_hash": "213d8ef658562cacf5757af532034b4d7192235d3bdb0a5a426dc36ca9c119a0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35972, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: mostly unrelated Transformers bugs that only share shallow theme overlap (tokenization, loading, multimodal processing, offload/quantization, and config mismatches). None of the soft pairs look like the same underlying bug/change, so no soft edges should be accepted.", + "confidence": 0.88, + "canonical_issue_reason": "No strong canonical issue for the full cluster; the items are too mixed. If forced, issue 43531 is the closest loose anchor because it appears in multiple Qwen3/MoE soft matches, but it still does not represent the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43531 is the best weak representative only because it recurs across several soft-similarity links and is a model-path/config bug, but it is still far too narrow to be a true cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different failures: local-model cache path collision vs read-only permission propagation during save_pretrained." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different models and likely different loss-shift paths." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as T5Tokenizer load-time add_special_tokens conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and BarkProcessor voice_preset handling are different code paths." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenizer/version behavior change is unrelated to FP8 frozen checkpoint weight_scale loading." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading regression is unrelated to XLMRobertaTokenizer passing a dict into Unigram." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are different model/load paths." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure is not the same as tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and docs mentioning removed pipeline tasks are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto-device-mapping cudaErrorAssert is unrelated to GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo's missing all_tied_weights_keys attribute." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MoE weight-conversion issue with accelerate/deepspeed is unrelated to PEFT+ZeRO-3 checkpoint errors." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-branch variables in multimodal token counting are different issues." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is not the same as TimesFM window_size raising AttributeError." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto-device-mapping cudaErrorAssert." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and Float8 storage lookup error are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark-small CPU offload mismatch and BigBirdTokenizer mask token registration 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": 28, + "review_unit_index": 18, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43493", + "issue:43540", + "issue:43644", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43388|issue:45059", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:45923|issue:47333", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44625|issue:45479", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:43927", + "issue:44514|issue:44545", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:44368|issue:45357", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:43673|issue:47337" + ], + "prepared_review_unit_hash": "e85bc3efdda484925b2dc5f1cad4d675fc67314e42ad8a33dd9f80ec2bcf42c3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36407, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "44514 and 44545 are near-duplicates describing the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False. The other candidate pairs remain unrelated and should not be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44545 is the clearest canonical representative: it describes the same crash as 44514 in nearly identical terms and is slightly more concise, so it works well as the shared issue record.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best overall issue candidate for this pair because it captures the same underlying bug with a cleaner title and no evidence of a different root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-duplicate / same bug: both reports describe Qwen2_5_VLProcessor.apply_chat_template crashing on batched input when padding=False. The packet supports strong semantic overlap, but not an exact-title match or proven target-duplicate relationship." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair 44514/44545 is well-supported as a duplicate, but the writeup overstates the evidence: the titles are semantically identical, not exact matches, and the packet does not prove that 44545 is the target duplicate for 44514. Please soften that to \"near-duplicate\" or \"same bug\" and avoid claiming exact-title/target-duplicate status from the packet alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 19, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44857", + "issue:44991", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:44995|issue:46858", + "issue:46032|issue:46463", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43526|issue:43881", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43540|issue:46294", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:45072|issue:47050", + "issue:44488|issue:47020", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:46829|issue:46832", + "issue:43611|issue:46665" + ], + "prepared_review_unit_hash": "8863c5a1f5519dda1d9a1117e6b1b83f53be6cf7d49bb339196be93cc6ea56a6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36663, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly superficially similar but not true duplicates. They span many unrelated bugs across different models, tokenizer paths, generation/caching code, and docs/examples, so there is no single underlying issue to collapse them into.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, and the soft pairs do not converge on one concrete bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear global duplicate target; the closest pairs still differ in model, failure mode, or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model output problems, but they involve different models and different failure symptoms, so they are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex patching, but one is a crash on loading and the other is a regression/warning issue; not enough to treat as one bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled forward inconsistencies and ONNX export dtype mismatch are different code paths and different failures." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different models and different multimodal input problems; they are not the same concrete issue." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is about post-processor refresh at runtime and the other is a LayoutLMv2 tokenizer crash." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but the stale indexer bug and the device-tensor seq-length arithmetic bug are distinct." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "A silent generation correctness bug and a decoder input validation error message are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression versus Hub file-listing API forwarding; no shared underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "These are different dtype/precision failures in different models and export paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A documentation/example issue is not the same as an offloading-plus-quantization runtime bug." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Docs/example errors and ONNX export dtype mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading and DAC latent conversion are different model implementation problems." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Beit label reduction and glm-4v loading failure do not share the same code path." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/Bert initialization and fbank feature extraction are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and OCR long-input index error are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they affect different models and different template/processing failures." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A compile/attention bug and a tokenizer AttributeError are not the same issue." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword handling and a model loading failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are different problems." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window handling and AutoConfig field loss are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position IDs and long-context FA2 performance regression are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype mismatches, but in different models and execution/export paths." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "A specific model load failure and a Unigram constructor type mismatch are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert during device mapping and tokenizer loading failure are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES model registration are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and trainer loss signature mismatch are completely different." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are model forward/output bugs, but they affect different components and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading behavior, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside classes." + } + ] + }, + "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": 28, + "review_unit_index": 20, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46752", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47337" + ], + "soft_pairs": [ + "issue:44821|issue:45084", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44843|issue:45081", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:45987|issue:46829", + "issue:34634|issue:36010", + "issue:43540|issue:44008", + "issue:44991|issue:47020", + "issue:43643|issue:44877", + "issue:39692|issue:45834", + "issue:43618|issue:43697", + "issue:44008|issue:46858", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45987|issue:46932", + "issue:44991|issue:46291", + "issue:44805|issue:44936", + "issue:45584|issue:45834", + "issue:46752|issue:47337", + "issue:43322|issue:45685", + "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:46294|issue:46463" + ], + "prepared_review_unit_hash": "646266b89be65819943063fdd3d9452976066319f54ec4e45633ff476dbb04ac", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are broadly heterogeneous; none look like the same concrete bug/change, so no soft duplicates are accepted.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set, covering recent-version regressions affecting remote_code models, so it is the most plausible representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the clearest cluster-level framing and the widest scope among the issues, making it the best single issue to anchor the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: image processor loading from URL vs template compilation error." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different models and code paths; tokenizer NER/padding crash is unrelated to Perceiver image resolution handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration bug and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but different bugs: offline model_info call vs backend_tokenizer attribute error." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA issue is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and defects; sparse-layer config bug is not the RoPE-layer count issue." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length contract bug is unrelated to VideoPrism output field wiring." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice preset behavior and a GenerationMixin import error are distinct problems." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the model/type causes differ and do not look like one underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "One is missing fields from trust_remote_code config loading; the other is strict config rejection for granite_speech." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors and OCR long-input index errors are different issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are separate v5 behavior changes." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Audio mask attribute collision and cache sequence-length/device-tensor behavior are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is specifically is_torch_fx_available removal while the other is a broader regression report." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash in NER/padding is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Separate model regressions: Pegasus output drift vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache length contract bug is not the Gemma4 quantized-embedder dtype issue." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to pipelines import breaking on kernels dependency metadata." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape error is not the same as trainer.evaluate() failing after training." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long-OCR index error are different code paths." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty chat-template input crash is unrelated to a flaky bbox-range test." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram not implemented for Int are unrelated runtime failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor update bug after runtime token changes is not the same as Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different backend/compiler failures affecting different models and tensor types." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video chat-template regression and long OCR index error are distinct input-processing bugs." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video token/feature mismatch in Qwen3.5 is unrelated to T5 decoder-input validation messaging." + } + ] + }, + "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": 28, + "review_unit_index": 21, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44610", + "issue:44671", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45701", + "issue:46032", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:45183|issue:45479", + "issue:43644|issue:43749", + "issue:43716|issue:44008", + "issue:45563|issue:47276", + "issue:28218|issue:29159", + "issue:43825|issue:43994", + "issue:43931|issue:46846", + "issue:43582|issue:46512", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:47276|issue:47337", + "issue:34634|issue:36331", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:43388|issue:46032", + "issue:47254|issue:47333", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:47254|issue:47332", + "issue:46697|issue:46728", + "issue:43742|issue:45020", + "issue:43577|issue:43582", + "issue:42915|issue:47333", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "2bf20f5f53c32c726f6e47c11df0a16977afd8c5548a63d53cd8afc6797ce98c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35599, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated Transformers issues; the only clear duplicate-like pair is the tokenizer behavior regression around added tokens vs slow/fast tokenizer inconsistency.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45701 is the broadest and most central tokenizer-regression report here, with the most inbound references and the best chance of representing the cluster\u2019s shared tokenization theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the strongest overall representative in this noisy set because it is the most general tokenization regression and has the highest cross-issue signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Both are model-specific multimodal loading bugs, but one is a dtype issue and the other is a missing temporal-attention/weight-sharing issue." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3 problems: one is a from_pretrained weight_only loading error, the other is a flash-attention generation failure." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different validation/classification bugs; one is input_ids/inputs_embeds error handling, the other is single-label classification loss behavior." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/runtime behavior, but one is about non-persistent buffers in v5 and the other is FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Same general multimodal area, but the concrete bugs differ: dtype mismatch vs a Gemma3n variable-name collision causing AttributeError." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but they concern different features and different stale warnings." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same tokenizer regression family: added-token spacing / slow-vs-fast tokenizer inconsistency around tokenization output." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error-message wording bug; the other is a model-specific bad inference result." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen/VL-related loading or TP issues, but they describe different failures and code paths." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype-related behavior, but one is an Apple Silicon allocator TypeError and the other is stale config dtype after from_config." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both touch video inputs, but they are different models and different bugs (processing error vs wrong position ids)." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "No shared bug: one is wrong processor input size, the other is bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading failures, but the concrete causes differ: FSDP RAM-efficient loading vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "Different symptoms and subsystems: a misleading warning vs a flaky bbox-range test failure." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: BarkProcessor voice_preset vs trainer compute_loss signature change." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both are about initialization behavior, but the reported breakages and contexts are different enough that they do not look like one bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: packed-weight loading in BitNet vs dtype mismatch during inference." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different functionality entirely: metric gathering of tuple labels vs Mamba2 use_cache correctness." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Different offloading/checkpointing failures with different triggers and error modes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a CamemBERT masked-LM regression, the other is a broad tokenization-version change report; not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different packaging/loading issues: missing TensorFlow backend vs Mistral regex patch crashing on tokenizer internals." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Related only in being memory/offloading-adjacent; the failure modes and code paths are different." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor bugs, but one is over-padding and the other is incorrect patch counting for odd multiples." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key-error on one model is not the same bug as a broad remote_code regression." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Both mention runtime/data types, but one is a model dtype loading issue and the other is an AppleSilicon allocator TypeError." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Both involve Qwen3 and model loading/saving, but the underlying issues are different (FP8 config failure vs disk-offload save failure)." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different multimodal/audio bugs: chat-template sampling-rate defaulting vs DAC latent reconstruction mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: 45701 does have the highest inbound-references count among these issues and is a plausible broad representative for the tokenization-related theme. The only accepted soft-edge pair, 28218/29159, is conservatively framed as a tokenizer-behavior duplicate family. The other pair verdicts are cautious 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": 28, + "review_unit_index": 22, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "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:43746", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46932", + "issue:47217", + "issue:47337" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:43782|issue:45325", + "issue:44964|issue:47337", + "issue:43825|issue:43827", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:46175|issue:46932", + "issue:43582|issue:44857", + "issue:36010|issue:43645", + "issue:45372|issue:46326", + "issue:36010|issue:36331", + "issue:43550|issue:44912", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43526|issue:43697", + "issue:43819|issue:43927", + "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "2e978e1b891e84156f1ae81c34981745efeb667247f88bbf82946fb7659701ab", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35468, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone issues; only the Qwen3 tied-weights warning pair looks like the same underlying bug. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue fits the whole set because the cluster is heterogeneous. If forced to pick the closest duplicate-like representative, issue 44060 is the best technical anchor for the Qwen3 tied-weights warning subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44060 is the strongest representative because it states the concrete model/config defect directly, while the paired report is a downstream warning symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: FP8 storage lookup on Apple Silicon vs PIL image processors requiring torchvision." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Different areas and symptoms: audio chat-template sampling rate vs VL placeholder handling in user text." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal model bugs, but one is a weight_only load error and the other is a rope-index/temporal-position bug." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "Unrelated: multimodal model loading vs a flaky bbox-range test." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is an error-message bug and the other is stale documentation; not the same concrete defect." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different model internals: unsafe sys.modules access vs CLIP class structure mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird tokenizer special-token registration is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot memory issue and the other is a dtype-casting bug for quantized embedders." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated: Apple Silicon allocator warmup TypeError vs CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different problems: GenerationMixin import failure vs Jupyter custom-model initialization in Transformers 5." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but the failures are different: missing ReasoningEffort import vs continue_final_message behavior." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage and Trainer API signature breakage are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: torch.compile with SDPA vs quantization loading/fallback behavior." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend processor dependency checks." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training/evaluation, but the root causes are different: deepspeed zero3 IndexError vs evaluate-after-train failure." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Install-extras backend packaging issue vs kernels package import requirement error; not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion and multimodal token counting are unrelated bugs." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both touch loading/tokenizers, but they affect different loading paths and models." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4 serve crash involve different objects and fixes." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision bugs: BEiT label reduction vs RTDetrV2 output changes." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": true, + "reason": "Same underlying Qwen3 tied-weights/config warning regression; 44368 is a downstream report of the same mis-tied-weights problem." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an older issue vs FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific failures: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is decode skip_special_tokens behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative: it treats most pairs as unrelated and only accepts the Qwen3 tied-weights warning pair, which is a plausible duplicate-like match from the titles/bodies. The summary also correctly notes there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 23, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:47020", + "issue:47050", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:38175|issue:44610", + "issue:42490|issue:43257", + "issue:45084|issue:45538", + "issue:43643|issue:45759", + "issue:43329|issue:45600", + "issue:45859|issue:47050", + "issue:43257|issue:43696", + "issue:43526|issue:44554", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:42915|issue:43742", + "issue:43329|issue:43450", + "issue:44291|issue:45042", + "issue:39692|issue:44912", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:29159|issue:34567", + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:45459|issue:45803", + "issue:43425|issue:46291", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "b2d43aa3f0c53a7fb9c8470885510d212c4175cc4d49b13a2dfb2ddfa5bcad00", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36517, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic cluster of many different Transformers bugs\u2014loading/configuration regressions, tokenizer issues, vision/video processor problems, cache/quantization bugs, and trainer-state issues. It does not look like a tight duplicate set, so no soft edge should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44987 is the best broad representative of the loading-regression subgroup: it is a concrete versioned model-loading failure, while the other items are more fragmented and model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "44987 is the most suitable anchor if one issue must be chosen, because it is a clear standalone regression report and broadly matches the cluster's recurring model-loading theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A trailing-slash local-path warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure and CLIPTokenizer max_length bug are unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code missing fields and the other is AutoModelForCausalLM not unwrapping text_config; not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal-token helper variables vs stale auto_mappings references are different failures." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding is unrelated to Canine ONNX dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure and GPT-oss OOM are distinct problems." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video inputs, but one is undefined helper variables in multimodal token counting and the other is a broader v5.3.0 video regression; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config failure and AutoImageProcessor-from-URL loading failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different load paths and symptoms: FP8 config handling vs MobileLLM key error." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined multimodal-token helpers and batched video output-shape bugs are not the same code-path issue." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and the torchvision requirement regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example errors and MXFP4 quantization fallback are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and high perplexity on gpt-oss-20b are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen loading issues, but one is weight conversion under distributed loading and the other is a shape mismatch for a different VL model; not mergeable into one fix." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token counting are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Missing Float8 storage and disk-offload save failure are different failures." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "MXFP4 fallback to bf16 and FP8 frozen-checkpoint scaling omission are distinct quantization bugs." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex/backend_tokenizer crash and XLMRobertaTokenizer Unigram input-type bug are different tokenizer defects." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "General model-loading regression and CLIPTokenizer model_max_length bug are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but in different components and with different root causes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels package import requirements are unrelated dependency issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id missing and kernels import failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask unboundlocal error are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder title and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is chunked-prefill recompilation and the other is max_cache_length scoping; different bugs." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error and Llama 3.2 Vision loading regression 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": 28, + "review_unit_index": 24, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:43540|issue:46701", + "issue:33357|issue:34567", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:43742|issue:44291", + "issue:42175|issue:43824", + "issue:43404|issue:45127", + "issue:28282|issue:29127", + "issue:44936|issue:46821", + "issue:45137|issue:45405", + "issue:43697|issue:45357", + "issue:44479|issue:46693", + "issue:44589|issue:47332", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:39379|issue:44554", + "issue:42915|issue:45538", + "issue:44857|issue:46832", + "issue:44062|issue:44991", + "issue:43582|issue:47254", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:45538|issue:46869", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:43531|issue:44821", + "issue:43452|issue:43582" + ], + "prepared_review_unit_hash": "4ec689088f0553e6573b6d2c8d4e31a8b072bf28a80fb5a41930075b83b56569", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36635, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft-similarity edges mostly connect issues that share only a broad subsystem (tokenizers, loading, vision/video, distributed training) but not the same concrete bug. I rejected all soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the strongest representative issue here: it describes a clear, high-impact regression with a broad blast radius across multiple Qwen VL variants and a concrete version boundary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best global issue candidate because it is specific, regression-oriented, and spans multiple related models, making it a useful anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failure modes; both are vision/video-related but not the same underlying bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated failures: MacOS bus error in CLIP vs TrainerState token counter not updating." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading problems, but one is FSDP CPU RAM loading and the other is Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer behavior, but they affect different models and different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying bug vs dtype propagation bug; not the same issue." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A model-specific key error while loading vs a generic init_empty_weights argument regression." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend selection issue vs missing exported model class; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but one is a Mistral3 lm_head tying bug and the other is a LoRA/extended-vocab collapse issue." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure vs TimesFM window_size attribute error; different subsystems." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error is unrelated to a PEFT version pin bump." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key regression are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is a video-input regression and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to disk-offloaded model saving." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and different failures; no shared code-path bug is evident." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Both are model correctness issues, but they concern different architectures and different internal tensors." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Two different RT-DETR bugs: AMP crash in loss vs forward failure from feature-level mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer-loading regression are distinct tokenizer bugs." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT + DeepSpeed checkpointing errors." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 issue is unrelated to a missing PyTorch import error." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems entirely: FP8 config vs FSDP CPU RAM loading." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length behavior and YOLO auto device-map failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different models and different tokenizer mechanics." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map CUDA assert in Qwen3 is unrelated to Qwen3OmniMoe video processing." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input problems, but they target different Qwen variants and report different failures." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to AutoImageProcessor loading from URL." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage is unrelated to Apple Silicon allocator warmup TypeError." + } + ] + }, + "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": 28, + "review_unit_index": 25, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:47276", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:42175|issue:44488", + "issue:44062|issue:45081", + "issue:43577|issue:46512", + "issue:38175|issue:44898", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:44849|issue:45701", + "issue:43257|issue:43756", + "issue:43742|issue:47333", + "issue:43756|issue:45325", + "issue:43756|issue:46399", + "issue:46463|issue:47276", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:45672|issue:45674", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:43577|issue:45072", + "issue:44625|issue:44877", + "issue:43540|issue:46693" + ], + "prepared_review_unit_hash": "7f31fbd1c0ea103f98807e6b0684bd40c99d2cb383dcc6a203529c85665402a7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The Qwen video-input pair is related at a topic level, but the evidence is too thin to call it a duplicate, so I reject all soft edges conservatively.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the broadest and most central report in the only clearly related Qwen video-regression subcluster, so it is the safest canonical issue anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest issue candidate because it describes the wider v5.3.0 video-input regression across multiple Qwen variants, but it should not be treated as proven duplicate-equivalent to the follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both involve Trainer internals, but one is token counting and the other is a custom loss signature mismatch; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "They are thematically close Qwen video-input bugs, but the packet only shows title-level overlap and no concrete shared failing path, so this is not enough to accept as the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model loading failure and a repository-files revision forwarding bug are unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency resolution is unrelated to a model load failure." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication and Mistral regex patching crash are distinct tokenizer failures." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is about model weights staying float32 and the other about stale config.dtype; different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different symptoms: zero probabilities versus non-default-resolution image classification failure." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "FineGrainedFP8 loading and disk-offloaded save behavior are unrelated problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor dependency requirements and tokenizer regex crashes are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal, but they concern different models and concrete failures." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A MobileLLM key error and a missing Float8 storage type are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Hidden-states behavior in Qwen3.5 and version-dependent tokenization changes are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "DeepSpeed/FP8 weight conversion and RoPE layer dropping are unrelated model-specific bugs." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "These are unrelated load/save issues for different models." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention Qwen and position-related behavior, but one is about RoPE layer dropping and the other about video temporal position scaling; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE-layer configuration and missing decorator for apply_rotary_pos_emb are different bugs." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Both involve messaging, but they are different validation and warning paths." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "A dtype mismatch in Mistral-3 preprocessing is unrelated to a DiffusionGemma pipeline failure." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "A device-map mismatch in Gemma4 and T5 decoder validation messaging are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and stale auto_mappings references are different CI breakages." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference problems, but they have different mechanisms and affected modules." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction and a performance regression are not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token insertion and leading-space round-trip regression are different behaviors." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-shape training error and Bart generate-time UnboundLocalError are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype mismatches, but they hit different model families and code paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are unrelated configuration bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "A video-input ValueError and a long-context performance regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering summary is plausible, but it is not conservative enough. The only accepted soft edge, issue:44479 \u2194 issue:45381, is asserted as the same bug even though the packet only shows title-level similarity and the pairing was not a deterministic accept. That makes the duplicate verdict too strong for the evidence provided. The rest of the rejections are mostly grounded, but this one overstates the match, so I can\u2019t accept the result as-is." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 26, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:42796", + "issue:43295", + "issue:43452", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47332" + ], + "soft_pairs": [ + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:44466|issue:45005", + "issue:46463|issue:46899", + "issue:43452|issue:44843", + "issue:41762|issue:44936", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43653|issue:44361", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:44737|issue:45588", + "issue:44361|issue:44442", + "issue:45357|issue:45920", + "issue:43994|issue:44898", + "issue:43643|issue:45375", + "issue:43688|issue:43749", + "issue:44821|issue:46821", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:40444|issue:44811", + "issue:44756|issue:47332" + ], + "prepared_review_unit_hash": "949b2ebc2fc801d29b28ee5ba96f41f1dd553c8bc42fa51e636e77f88d958d07", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36157, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of closed issues spanning unrelated bugs in tokenizers, loading/saving, training, quantization, and multimodal models. None of the soft pairs look like the same underlying bug or change, so all are rejected. I picked the broad AutoTokenizer/AutoModel loading regression as the closest representative issue.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43452 is the broadest representative of the cluster\u2019s common loading-path failures: it affects both AutoTokenizer and AutoModelForCausalLM.from_pretrained and is more central than the model-specific or one-off regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best single representative because it is broad, actionable, and closest to the shared loading/tokenizer theme that appears in several of the soft candidates, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading problems, but one is a gguf_file regression in AutoTokenizer/AutoModel, while the other is a specific model loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different failure modes: KeyError while loading MobileLLM vs inability to save a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Both are runtime errors, but one is a missing PyTorch import and the other is a Trainer GPU broadcast TypeError; no shared code-path." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and an isolated reproduction of another issue are unrelated bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights/save behavior, but they affect different model families and different serialization bugs." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different areas: T5 decoder input validation error message vs Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch AutoTokenizer loading, but one is a gguf_file breakage and the other is an offline-mode regression in mistral regex patching." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train are unrelated trainer/loader issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload dropping rotary_pct and rope-validation type handling are different serialization/validation bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and outputs: RTDetrV2 inference mismatch vs VideoPrism output field mix-up." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 TP plan missing linear_attn entries are distinct training/parallelism bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet accelerate loading of packed weights and Perceiver non-default resolution handling are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is inference output divergence and the other is Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both mention tokenizer behavior, but BigBird mask-token decode and MLuke task AttributeError are different code paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence bugs: unexpected position-id keys vs a quantized sinq model breaking after save/load." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Both are regression-ish, but siglip2 zero probabilities and processor.tokenizer / image-passing breakage are not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange device bug and flash_attention s_aux=None crash are unrelated implementation errors." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related AttributeErrors, but they involve different tokenizers and different failure mechanisms." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 incorrect visual encoder keys on save_pretrained and broad wrong token IDs across many models are different regressions." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: siglip2 nonsensical outputs vs Perceiver image classification failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "trust_remote_code config field loss and Qwen3_5MoeVisionConfig strict-drop of a field are not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated training/runtime issues." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL and TimesFM window_size AttributeError are different APIs and failures." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a Mac bus error on a CLIP model are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but one is offline model_info patching and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning failure and Whisper batch_decode skip_special_tokens are different multimodal/tokenizer issues." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Disable mmap to avoid OOM and inability to save a disk-offloaded model are different offloading/storage 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": 28, + "review_unit_index": 27, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:45356", + "issue:45372", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43295|issue:45356", + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:46832|issue:46932", + "issue:44464|issue:44743", + "issue:33666|issue:36010", + "issue:44479|issue:44625", + "issue:43761|issue:47013", + "issue:43761|issue:46829", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:44466|issue:46050", + "issue:33666|issue:36331", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43688|issue:45440", + "issue:45405|issue:47254" + ], + "prepared_review_unit_hash": "9a7bf53d91d29b527e1ed2f3421fccb4f22b16f91fe8bdb79e3861d6148bec6c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35832, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated bug reports across trainers, tokenizers, model loading, distributed setup, vision/audio models, and generation paths. None of the soft pairs look like the same underlying defect, so I\u2019d reject all of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a good canonical representative because the items do not share one underlying bug/change; they span many unrelated subsystems and failure modes.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "No best issue: the cluster is too heterogeneous for one issue to represent the group cleanly.", + "best_pr_reason": "No PRs are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failure modes: mistral_common/ReasoningEffort import break vs Windows ROCm torch.distributed dependency issue." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated crashes: AMP/CUDA loss failure vs RT-DETR Hungarian matching cost-matrix infeasibility." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions in different code paths: processor/tokenizer image handling vs Kimi-K2.5 tokenizer codec handling." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug in MoE models is not the same as T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and Sam3Model text-encoder weight-loading issue are different model-specific bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to broad tokenizer-version behavior changes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration problem is different from mdeberta-v3 add_special_tokens BOS/EOS regression." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard without TensorFlow backend error is unrelated to tensorflow_text backend mapping error." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization break in v5 is not the same as FSDP_CPU_RAM_EFFICIENT_LOADING being broken." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and DiaConfig token-ID loss on save/load are different issues." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch is unrelated to Gemma4 dtype casting for quantized vision/audio embedders." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and xLSTM recurrent-state reset are different code paths and failures." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request is unrelated to GenerationMixin import error." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen models is not the same as num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to xLSTM train-mode unpacking crash." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "CLIPVisionModel hidden_states bug and VideoPrism hidden_states misassignment affect different models and outputs." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Tokenization-space cleanup behavior in v5 is not the same as CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to Blip2 dtype remaining float32 after half/bfloat16 load." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer gpu_broadcast NoneType error is a different training bug than Qwen2-VL multi-GPU support." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and chunked generation compiled-forward inconsistency are different problems." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training topic is unrelated to CustomTrainer compute_loss signature change." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FA2 long-context performance regression are different symptoms and likely different causes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained-load legacy-field bug and Bamba torch.compile+SDPA failure are model-specific but unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization bug is not the same as DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pin mismatch is unrelated to checkpoint error with PEFT + ZeRO-3 + gradient checkpointing." + } + ] + }, + "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": 28, + "review_unit_index": 28, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846", + "issue:47276", + "issue:47332" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:43278|issue:43688", + "issue:44734|issue:46612", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:44625|issue:47276", + "issue:43782|issue:46693", + "issue:43504|issue:44610", + "issue:43720|issue:44361", + "issue:44484|issue:44704", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:28218|issue:33357", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:45491|issue:46002", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:44554|issue:46365", + "issue:43994|issue:46192", + "issue:45405|issue:47332", + "issue:42796|issue:44977" + ], + "prepared_review_unit_hash": "2221887afb0980c52750989a49591e3eee1aa904b7a51498d95efd4c89b46fe5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35318, + "estimated_input_tokens": 8830, + "estimated_eval_tokens": 17916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most soft edges are superficial matches on broad themes like tokenizers, loading, configs, or generation, but they describe different root causes and code paths. I would reject all listed soft duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43643 is the clearest standalone bug report in the set, but there is no true duplicate cluster here; the items span unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote-code models; different failures." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs in different model families: dtype drift in evaluation vs auxiliary-loss normalization." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both are generation-cache problems, but one is KV-cache continuation indexing and the other is beam-search reorder skipping for specific architectures." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading failures: legacy config field in Beit vs packed-weight unpacking in BitNet/accelerate." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "One is packed-weight loading during accelerate; the other is config save/load losing custom token IDs and causing generation errors." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: CPU offload device mismatch for bark-small vs DiaConfig serialization losing token IDs." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 label propagation and a misleading continuous-batching warning are different issues." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different mismatches: Beit preset loading with a legacy field vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different failure modes in different models: BitNet packed weights vs MLukeTokenizer attribute errors on tasks." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about save_pretrained shard size defaults, the other about AutoProcessor forwarding kwargs to cached_file." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both touch model loading in v5, but one is base_model_prefix compatibility and the other is tensor-parallel plan entries for Qwen3.5." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different configs, different missing fields, and likely different fixes." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading regression is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs Mac bus error on CLIP are completely different problems." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and an incorrect pipeline error message are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mismatch during forward with device_map=auto is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but they affect different model components and scenarios." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example mistakes are not the same as a regression in processor.tokenizer/image handling." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for cjvt/sleng-bert is unrelated to offline-mode breakage from an unconditional model_info() call." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failures due to datasets are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issue is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "PEFT version pinning and disk-offloaded Qwen3-VL saving are different issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation failures do not share a concrete code-path 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": 28, + "review_unit_index": 29, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43334|issue:45759", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45245|issue:46710", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:45072|issue:46832", + "issue:44849|issue:46209", + "issue:44849|issue:45357", + "issue:44464|issue:45584", + "issue:43873|issue:46050", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:42490|issue:43696", + "issue:42947|issue:43381", + "issue:29159|issue:32090", + "issue:28218|issue:34567" + ], + "prepared_review_unit_hash": "ae37e1401536d48dd601427a2767ae4a5583904b5340db67b93ec6b1e7d3fa55", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37224, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs share only superficial theme overlap (tokenizer/model loading/generation/training) and do not look like the same underlying bug. No PRs are present. The strongest issue candidate is the Granite tokenizer regression because it is broad, concrete, and likely to attract duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "`issue:45812` is the most broadly scoped, concrete regression here: it affects all Granite models, has a clear tokenizer symptom, and is the most likely duplicate magnet.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45812` is the best representative issue for this cluster because it is high-impact, well-scoped, and actionable compared with the other mostly isolated model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config/loading, but one is a missing `pad_token_id` attribute and the other is `from_config` not unwrapping `text_config`; different code paths and fixes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16 dtype drift in eval vs checkpoint resume key mismatch are unrelated training-state bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage and `lm_head.weight` serialization inconsistency are different issues affecting different stages." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer bugs, but they concern different models and different failure modes; not the same underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype change in evaluation and gradient explosion with ZeRO-3 are distinct behaviors with different causes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention pad-token-related config breakage, but they target different configs and compatibility problems." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer families and symptoms; Granite wrong IDs is not the same as mDeBERTa BOS/EOS omission." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "One is save/load losing custom token IDs, the other is a task-time AttributeError in MLukeTokenizer; no shared bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is a model parity issue, while the other is a training instability with DeepSpeed." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "GPU FP8 inference failure and DeepSeek accuracy regression after upgrade are different problem types." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are init/load compatibility regressions, but one is a missing config field and the other is an unexpected constructor argument." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy preset loading for BEiT and CPU offload device mismatch for Bark are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing import for a Qwen model class and a Float8 storage lookup failure are unrelated import/runtime errors." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage object lookup and `flash_attn` import key error are separate environment/runtime issues." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models, different forward-path errors, and no evidence of a shared underlying bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both are structural/model key regressions, but they affect different architectures and different missing/renamed fields." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBird tokenizer special-token registration are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category cardinality limit and accuracy regression after upgrade are not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device behavior, but one is CPU offload mismatch and the other is a stale test override." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and position-id unexpected key warnings are different regressions." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Dtype mismatch in bfloat16 inference and RT-DETR feature-level mismatch are separate model-forward issues." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 `output_hidden_states` bug and FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is hidden-state behavior and the other is incorrect save_pretrained key serialization." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are different generation paths and models." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and save/load corruption after `sinq` quantization are related only broadly, not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript `GeneratorExp` scripting failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient instability and Phi-4 multimodal load failure are different subsystems and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and CUDA OOM on GPT-oss-20b are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both concern gradient checkpointing, but one says it is ineffective with LoRA and the other says it cannot be used in eval mode; different fixes." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and Trainer `_gpu_broadcast_one` NoneType error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and `num_input_tokens_seen` not updating are unrelated tokenizer vs trainer-state 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": 28, + "review_unit_index": 30, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:46399|issue:46846", + "issue:45084|issue:45520", + "issue:45229|issue:45823", + "issue:47013|issue:47254", + "issue:45200|issue:45229", + "issue:44849|issue:47145", + "issue:45588|issue:46050", + "issue:43493|issue:43701", + "issue:43937|issue:46701", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:37428|issue:43957", + "issue:43065|issue:46369", + "issue:43295|issue:43450", + "issue:44977|issue:46701", + "issue:44869|issue:46752", + "issue:29942|issue:30333", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:45406|issue:46121", + "issue:43540|issue:45200", + "issue:43295|issue:44610", + "issue:44186|issue:46192", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:43572|issue:43957" + ], + "prepared_review_unit_hash": "eaef078c6d7c52aee3981664ab0a9988944d147b1904b41d8163fd0eece45d3b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36146, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly topical lookalikes, not true duplicates. They span unrelated failures across attention, multimodal serving, quantization, checkpointing, config, and model-specific regressions, so there is no safe single duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly subsumes the set; the apparent overlaps are mostly superficial (same model family or subsystem) but point to different code paths and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44977 is the strongest standalone report to anchor on because it is concrete, user-facing, and directly names a flash-attention generation failure; however, it still does not represent the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Same model family, but one is a kernel-registration crash and the other is a TP-plan OOM/shape issue; different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A generic compile error is not the same as a Python 3.13 flash_attn import lookup failure." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but OOM during multi-GPU inference is distinct from a device-mismatch forward crash." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM train-mode unpacking and PEFT/DeepSpeed checkpoint errors are unrelated code paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids behavior is unrelated to a multi-GPU CUDA OOM." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "A hidden-states regression is not the same as missing FP8 weight_scale application on load." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model attribute crash and sinq save/load corruption are different defects." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation drift and resume_from_checkpoint key mismatch do not share the same bug." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid generation config for GLM-5 is unrelated to the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve, but one crashes on multimodal continuous batching and the other on KV-cache continuation indexing." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A CUDA assert on auto device mapping is not an accuracy regression after upgrade." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to a flex_attention import version check." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention utility import failure and meta-device loading breakage are different loading/initialization problems." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 dummy Conv2d structure and SAM3 LiteText memory overflow are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape handling are separate multimodal bugs." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the DiffusionGemma pipeline issue." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper word-timestamp decoding and empty-chat-template handling are distinct crash paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "A flash-attention generation bug is not the same as an accuracy regression after a version upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch CI failures do not match Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "A flash_attention.py sinkless-model crash is unrelated to composite Qwen config unwrapping." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor regression and quantization offloading issues are different problems." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size access." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON-list handling are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Gemma4 text-only token-type defaults are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor.tokenizer regression is not the same as OmDet-Turbo producing the wrong input resolution." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape errors and Qwen2 TP OOM are different subsystems and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A config-field regression in StableLm is unrelated to meta-device model loading breakage." + } + ] + }, + "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": 28, + "review_unit_index": 31, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44737", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894" + ], + "soft_pairs": [ + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:45381|issue:46209", + "issue:43262|issue:43450", + "issue:44737|issue:46894", + "issue:43975|issue:45520", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:43950|issue:46285", + "issue:44442|issue:45198", + "issue:43452|issue:46512", + "issue:44561|issue:46234", + "issue:43526|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43335|issue:43550" + ], + "prepared_review_unit_hash": "04c402b455ca670d7dd09730680a0eaa6ce22ead81717c3f764dcc601c622280", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36018, + "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 heterogeneous: the soft pairs share some vocabulary or subsystem areas, but none look like the same underlying bug or fix. I would not merge any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44521 is the best anchor in this set: it is active, broadly impactful, and describes a concrete regression in a core multimodal API with multiple references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone issue here because it is open, well-scoped, and likely to attract the most direct follow-up work on a user-facing API regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Both involve training/model execution problems, but one is a torch.compile+SDPA model bug and the other is a DeepSpeed ZeRO-3 gradient issue; different code paths and fixes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they target unrelated symbols and models: a flash-attention utility import versus Qwen2.5-VL class export." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import-system failures in different modules: Python 3.13 flash_attn lookup versus BACKENDS_MAPPING validation for tensorflow_text." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A Bart generate() UnboundLocalError is unrelated to Flash Attention 2 test failures; same area of generation/testing, not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a missing mm_token_type_ids default and the other is a device placement mismatch under device_map=\"auto\"." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash import warning for local models is unrelated to a SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "The first is a v4.57.5 regression around processor.tokenizer and images; the second is a SigLIP2 behavior mismatch with JAX. Different defects." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors are not the same as return_tensors being ignored when text_kwargs is passed explicitly." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a Qwen2.5-VL import error are different model families and different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they affect different configs/models (Qwen3-VL vs Llama4) and likely require separate fixes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one produces all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/evaluation dtype drift and Qwen3 MoE memory usage are unrelated bugs with different mechanisms." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after an added token is a tokenization issue; embedding reinitialization after resize is a model initialization/tie-weights issue." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import failure for Qwen2.5-VL is unrelated to DeepSeek coder detokenization in v5." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id logic and FP8 inference failure on B200 are different code paths and not a single bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and batched video output shape are unrelated processor bugs." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement in relative positional encoding is unrelated to the CohereASR training-loss double-shift bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and a flash_attn import KeyError are distinct failures." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is inconsistent serialization of lm_head.weight and the other is LoRA merge collapse with extended vocabulary; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug is unrelated to a GraniteSpeech CI test with a stale device override." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure changes are separate regressions." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are speech-tokenizer related, but they fail in different places: AutoTokenizer loading versus save_pretrained/tokenization for a specific Wav2Vec2 model." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures and from_config(dtype=...) leaving config.dtype stale are unrelated APIs with different symptoms." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are separate import_utils symbol regressions." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and return_tensors being ignored in text_kwargs are unrelated preprocessing bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC.from_latents mismatch with forward due to missing STE is unrelated to the GraniteSpeech CI stale-device test." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL still-image temporal position scaling are different multimodal issues." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "A SwitchTransformers sparse-layer construction bug is unrelated to Bamba-9B-v2 compile/SDPA 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": 28, + "review_unit_index": 32, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44466", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45200", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46285", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:45200|issue:46899", + "issue:41720|issue:46209", + "issue:45200|issue:46932", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:43335|issue:43653", + "issue:44857|issue:45593", + "issue:43827|issue:43901", + "issue:28282|issue:33357", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:38175|issue:45412", + "issue:44206|issue:45584", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:43388|issue:43526", + "issue:46424|issue:46858", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:43606", + "issue:45520|issue:46170", + "issue:37428|issue:44351", + "issue:46431|issue:46566" + ], + "prepared_review_unit_hash": "48a611dd76ec5508c94834a2a239a60423e24b2821010d82a8a9b9f08108409a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only broad library/model vocabulary, not the same underlying bug or fix. I would not merge any of the soft-similarity pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43335 is a concrete, self-contained model/configuration bug and is as reasonable an anchor as any in this otherwise unrelated set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43335 is the clearest representative issue here, but the cluster overall does not look like a true duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different failures: Perceiver resize/interpolation behavior vs RT-DETR memory not being released." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4-related, but one is about mm_token_type_ids defaults and the other is a quantized vision/audio dtype-cast bug." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both mention GPU/device issues, but one is Qwen3 auto device mapping cudaErrorAssert and the other is FP8 inference on B200/SM>=100." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Same model family, different bug: missing mm_token_type_ids vs quantized embedder dtype casting." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths and symptoms: processor output size mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different components and logic: DAC latent reconstruction vs qwen3_omni_moe feature length helper." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Unrelated import error for a missing flash-attention helper vs a broad Torch 2.10 compatibility complaint." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe length computation." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different issues around generation/image tests vs a stale warning for paged generate()." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs BigBirdTokenizer special-token registration/decoding bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model failures: AMP/CUDA crash in LwDetrImageLoss vs D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they reference different pipeline APIs and different behavior changes." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError due to missing PyTorch backend vs MacOS bus error with a community CLIP model." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different multimodal/config shape bugs: unwrapping text_config vs CLIP text model structure inconsistency." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different cache/config behaviors: stale model.config.dtype after from_config vs TimesFM window_size attribute error." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in a classifier vs RT-DETR memory retention; no shared code-path bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions: unsupported center arg in LasrFeatureExtractor vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model initialization bugs: SwitchTransformers sparse layer creation vs Beit legacy field loading failure." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "One is a model-loading breakage with base_model_prefix; the other is device-dependent lm_head serialization." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs a stale GraniteSpeech device-override CI test." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different batching/metrics bug vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache config max_cache_length behavior is distinct from static-cache seq-length tensor arithmetic under torch.compile." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError vs feature-length helper behavior in qwen3_omni_moe." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Completely different subsystems: SwitchTransformers config construction vs qwen3_omni_moe helper arithmetic." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different bug classes: model config instantiation vs a CI test using stale device overrides." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to bark-small CPU offload device mismatch." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency issues, but one is flash_attn on Python 3.13 and the other is Windows ROCm/torch.distributed dependency handling." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing flash attention helper vs missing HybridCache symbol." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template availability error is unrelated to DiffusionGemma weights staying on meta with device_map=auto." + } + ] + }, + "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": 28, + "review_unit_index": 33, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46697" + ], + "soft_pairs": [ + "issue:42490|issue:43854", + "issue:44448|issue:44743", + "issue:44617|issue:46697", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:44514|issue:44521", + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:28218|issue:32090", + "issue:43278|issue:43825", + "issue:43701|issue:45083", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:10000|issue:15354", + "issue:45310|issue:45478", + "issue:26413|issue:31501", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:45459|issue:46234" + ], + "prepared_review_unit_hash": "010d13bc1f134da5a730aec2dca369d1d43b3d92b8af11a0d0501f8e367558e3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35536, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated bug reports. The only near-duplicate pair is the Qwen3.5 MoE from_pretrained reports (45310/45478), which appear highly similar based on matching titles and close timing, but the evidence shown is not enough to call them an exact duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier of the two highly similar Qwen3.5 MoE from_pretrained reports; 45478 looks like a likely duplicate, but the packet only shows matching titles, so the duplicate relationship should be treated as probable rather than explicit.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest representative bug report in the set because it matches 45478 closely and appears to describe the same Qwen3.5 MoE loading failure, making it the best canonical anchor for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading related, but they describe different failures and different models; no evidence they share the same underlying bug." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs in different code paths: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "One is a CUDA OOM issue and the other is an image over-padding bug; unrelated symptoms and fixes." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both concern chat templating/tokenizers, but they are different concrete failures with different triggers and behaviors." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading failure for Llama vision is unrelated to the token-embedding reinitialization bug." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific runtime problems in different code paths; not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch and unexpected position-id key warnings are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are not the same bug as the BeitImageProcessorFast reduce_labels regression." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same processor family, but one is a crash with batched no-padding input and the other is an all-zero assistant mask bug; too different to treat as the same issue." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP loss crashes are different failure modes." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "An unclear error message in LayoutLMv3 is not the same issue as a TypeError from _gpu_broadcast_one." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A docs/example issue and a position-id key regression are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "These are different model/runtime problems with no shared concrete code-path defect." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior is unrelated to the Trainer broadcast TypeError." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "A dtype change across train/eval and an incorrect pipeline error message are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "A BitNet loading failure and a stale CI device-override test are not the same issue." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model regressions affecting different model families." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel and a torch.jit.script GeneratorExp limitation are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These look like highly similar Qwen3.5 MoE from_pretrained failures with identical titles and close timing, so they are likely duplicates; however, the evidence shown supports 'likely duplicate' more than 'exact duplicate'." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch iterator failure is not the same as FineWeb SLM training not starting." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different errors in different environments and components." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatches, but they affect different models/code paths and do not look like the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities and unexpected position-id keys are not the same underlying problem." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "A torch.compile SDPA failure is unrelated to the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer architecture discussion is unrelated to the v5 import-helper removal regression." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise rejections are generally conservative, but the writeup overstates the evidence for the 45310/45478 relationship. In the packet we only see identical titles and no explicit duplicate link or body text, so calling them an \"exact duplicate\" and asserting the same underlying regression is stronger than the evidence shown. Please soften that to \"likely duplicate\" or \"highly similar\" unless you have direct duplicate linkage." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 34, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47000", + "issue:47276" + ], + "soft_pairs": [ + "issue:45127|issue:45245", + "issue:27957|issue:34689", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:45290|issue:45381", + "issue:44464|issue:46424", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:43278|issue:43381", + "issue:43257|issue:43299", + "issue:32090|issue:33290", + "issue:40444|issue:43526", + "issue:25251|issue:32090", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:44561|issue:44779", + "issue:44530|issue:47276", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "c61accbf69d2002bc47ebbeb424af1a2394402c06112ae9e10255238a2ab806a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft pairs are false positives: they are only superficially similar and do not appear to be the same underlying bug or change. No PRs are present in the set, and the issues are too heterogeneous to form a real duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated regressions across tokenization, generation, multimodal processing, trainer behavior, and install/runtime errors, and none of the soft pairs describe the same concrete defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because there is no true duplicate group here; the nearest-looking pairs still diverge by model, subsystem, or failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse is unrelated to the 2^24 category-limit runtime error; different subsystem and failure mode." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs a Llama 3.2 Vision model-loading regression are distinct problems." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE with denoising off is not the same as RTDetrLoss producing an infeasible cost matrix." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "FA2 test failures and embedding reinitialization after resize are separate code paths with different symptoms." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() unbound decoder_attention_mask and Trainer NoneType broadcast errors are unrelated runtime bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16->FP32 drift during evaluation is not the same as undefined video-token helper variables in multimodal token counting." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention utility import and TensorFlow being absent from a torch-only install are different packaging/runtime issues." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video vision_position_ids bug affect different multimodal paths." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation mismatch with compiled forward is not the same as max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "A generation-time mask initialization bug is unrelated to an Adafactor/deepspeed out-of-memory report." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failure are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype change for embeddings is not the same as prohibiting gradient checkpointing in eval mode." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and Qwen3VL MoE model loading are not the same failure." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast of NoneType and OOM with Adafactor in deepspeed have different causes and fixes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL finetuning with multi-image iterable data and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior has nothing to do with Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat templating crash and SmolVLM video padding are separate multimodal bugs." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 and a missing decorator for Qwen3.5 kernel registration are different issues." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig losing custom token IDs on save/load is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation correctness and Gemma4 multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs from AutoTokenizer and return_tensors being ignored are distinct tokenizer API regressions." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer output regressions." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crashing on linear_attention is not the same as a misleading warning message in continuous batching." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading not working are separate loading/placement issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading problems do not match a multi-GPU CUDA OOM report for Gemma4." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated concerns." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatches are different trainer behaviors." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id configuration mismatch is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error loading a CLIP model and SigLIP2 documentation/example errors are not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output regression and lm_head.weight serialization differences depend on different model/version behavior." + } + ] + }, + "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": 28, + "review_unit_index": 35, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46693", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:46421|issue:46858", + "issue:44186|issue:45198", + "issue:29942|issue:30064", + "issue:43278|issue:43575", + "issue:44361|issue:45198", + "issue:43976|issue:45440", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:29870|issue:34689", + "issue:44206|issue:44479", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:43653|issue:44442", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:43756|issue:45440", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43575|issue:43701", + "issue:43065|issue:43994", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:45412", + "issue:45491|issue:46693", + "issue:43575|issue:44387", + "issue:29127|issue:35141", + "issue:43994|issue:45412" + ], + "prepared_review_unit_hash": "8ff6501c41037cb1566a41d6f37b51c81ead9fa421d3108b7ea013be4fcf2231", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a false-positive similarity cluster: the issues span unrelated tokenizer, loading, generation, quantization, cache/compile, and model-specific backend regressions. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate really fits because the set is heterogeneous. If one representative is needed, issue 46693 is the broadest and most user-facing regression in the group (FA2/long-context performance after 5.2.0), but it does not subsume the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the strongest standalone representative: it is broadly impactful, tied to a clear regression, and has substantial discussion/inbound attention. It is still not a duplicate umbrella for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile behavior, but one is about lazy cache initialization causing recompilation and the other about a device-tensor seq_length breaking slice arithmetic on non-CUDA backends. Different root causes and fixes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and different failure modes: LayoutLMv2 NER/padding crashes versus Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated subsystems: Flash Attention 2 test failures versus image processor handling of void segmentation maps." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different bugs: embedding dtype drift in eval versus tensor-parallel OOM when loading a specific Qwen2 model." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer and the other is a Wav2Vec2 save/tokenization failure; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility regression versus a model-implementation divergence for DeepseekV3MoE; no shared code-path bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "One crashes in flash_attention integration when s_aux is None; the other is a device-mapping mismatch in Gemma4 PLE. Different concrete failures." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are GPU inference/OOM-adjacent, but one is a cudaErrorAssert with auto device mapping and the other is multi-GPU CUDA OOM for Gemma4; distinct issues." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() hits an UnboundLocalError, while Llama 3.2 Vision model loading breaks in a different release path. No common bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but one is a feature extractor unsupported-argument crash and the other is a video-input regression across Qwen VL variants." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to rope-parameter validation failing on a JSON-loaded list." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 tokenization/save failures are not the same as FuyuBatchFeature swallowing exceptions in convert_to_tensors()." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTSMixer post_init policy and a misleading synced_gpus warning are unrelated behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are entirely different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizers, but one is a BigBird special-token decode issue and the other is AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "MdeBERTa special-token insertion is unrelated to Gemma3 NaN embeddings from sliding-window attention on mixed-length batches." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "A flash-attention generation bug and a stale warning in paged generate() are not the same underlying problem." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export failures in Gemma3n and a flash_attention AttributeError with s_aux=None are separate bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both mention model divergence/behavior differences, but they involve different architectures and distinct implementation mistakes." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both are quantization-related, but one is a FineGrainedFP8Config failure during model use and the other is a quantized-model save failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and nonsensical AutoModel/pipeline results for SigLIP2 are different model-specific issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box/message clarity and a MacOS bus error on community CLIP are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A path-with-trailing-slash import warning is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer implementation in Sam3PixelDecoder and RT-DETR memory not being released are different problems." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve attention/long-context behavior, but one is NaN embeddings from all-padding windows and the other is a performance regression after 5.2.0; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both can end in OOM, but one is tensor-parallel loading of a specific model and the other is increased reserved memory under int4 quantization. Different root causes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resizing are unrelated model-initialization issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and RT-DETR memory retention 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": 28, + "review_unit_index": 36, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44857", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43526|issue:47217", + "issue:45372|issue:45588", + "issue:45406|issue:46701", + "issue:45440|issue:45593", + "issue:43334|issue:43531", + "issue:44442|issue:45072", + "issue:44625|issue:45584", + "issue:45459|issue:45712", + "issue:43421|issue:45491", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:27957|issue:33290", + "issue:45372|issue:45459", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:45250|issue:46640", + "issue:27957|issue:29127", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:43381|issue:43873", + "issue:44857|issue:45588", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:46121|issue:46399", + "issue:43316|issue:47312" + ], + "prepared_review_unit_hash": "038d6c9e46c89d9606e53faf8201fd27b442c627b7fca8fd3ed8a6b3a9d54ab3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired issues are about different models, configs, tokenizer behavior, memory/runtime failures, and FA2/quantization/processor bugs. I found no convincing duplicate groupings; all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span many unrelated subsystems and bug classes, so there is no safe canonical issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative. Issue 46640 is the broadest/openest title, but it is too vague and not related enough to the rest of the cluster to serve as a true canonical target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Different bugs in different flows: BEiT image label reduction vs VL image placeholder handling." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import/dependency failure is unrelated to a flash-attention crash on sink-less models." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a diffusion generation output/pipeline failure." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Completely different models and failure modes: DeepSeek MoE divergence vs D-FINE auxiliary losses." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Same family, but one is a missing config attribute and the other is a sliding-window bug in Qwen3-MoE." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer load failure and dtype mismatch are different code paths and different models." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription behavior after align_special_tokens." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from protobuf handling is unrelated to leftover dummy PT classes and repo check failures." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates in TokenizersBackend are unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but not the same concrete bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "One is a memory leak on deletion; the other is an overflow while running sam3-litetext." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Different Gemma 4 loading bugs: missing import dependency vs missing _tokenizer attribute." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error is unrelated to a stale generate() warning." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure and protobuf-related tokenizer error masking are different problems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Both involve vision/ocr-style inputs, but the bugs are different: label reduction vs long OCR index error." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different symptoms and subsystems: optimizer OOM vs model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention 2 issues, but there is no evidence they describe the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed optimizer OOM is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BEiT label handling and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import failure is too specific to merge with a vague dependency issue." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong inference outputs and SAM3 memory overflow are unrelated bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading/quantization behavior are different runtime concerns." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash Attention integration crash and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is batched chat template padding behavior and the other is video vision_position_ids." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError from JSON-loaded lists is unrelated to the missing decorator/kernel registration crash." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to kernel-version incompatibility." + } + ] + }, + "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": 28, + "review_unit_index": 37, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:45325|issue:46697", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:42490|issue:44743", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:43493|issue:43827", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44062|issue:45907", + "issue:25251|issue:28282", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:43550|issue:43701", + "issue:44855|issue:45137", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43606|issue:43701" + ], + "prepared_review_unit_hash": "e33ec3862ac0918664f33ed4d859e18eedb43db3605c163e38ae7fda278d3172", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports that only share broad subsystem or version-regression language; none look like true duplicates of the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43701 is the most central item in the soft-pair graph and a concrete bug report, so it is the best anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43701 is the most connected and specific issue here, but the overall set is too heterogeneous to form a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: tokenizer loading vs Perceiver image classification resolution handling." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both touch audio, but one is chat-template sampling rate and the other is an unsupported feature extractor arg." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated code paths: Qwen recurrent-state caching vs Whisper batch_decode token handling." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different vision bugs: Qwen2.5-VL rope indexing vs Swin2SR over-padding." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both are initialization-related, but one is a broad v5 custom-model init break and the other is a model-specific post_init policy issue." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different problem domains: flash-attention generation bug vs category-count limit error." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and runtime paths: CLIPVision hidden_states regression vs Qwen3.5Moe CPU-offload incompatibility." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different layers of the stack: BitNet accelerated loading vs tokenizer class loading." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Separate packaging/backend issues involving different optional dependencies." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local path import warning is unrelated to Qwen recurrent-state reset." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Both are generation-related, but the actual bugs are distinct model/attention vs decoder mask initialization issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different models: post_init validation vs video-input handling." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and eos_token_id config mismatch are not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "One is a model parity discrepancy; the other is outdated documentation after pipeline removals." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but one is missing fields with trust_remote_code and the other is rotary_pct resetting on reload." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Related only at a high level; one is Gemma3 config API inconsistency, the other is AutoModelForCausalLM unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken duplication is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch dependency import errors." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different models and symptoms: loading Phi-4 multimodal vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API complaints, but one is a general Gemma3TextConfig discrepancy and the other is a missing pad_token_id attribute in Llama4Config." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading; the other is a Qwen3-VL weight-shape mismatch during model loading." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression and a backend-mapping error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is a different code path from resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A runnable script issue and an OOM during tensor-parallel model loading are different failures." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to CPU/CUDA numerical divergence." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different runtime bug than resume_from_checkpoint key handling." + } + ] + }, + "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": 28, + "review_unit_index": 38, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43575", + "issue:43646", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43575|issue:43742", + "issue:43931|issue:45216", + "issue:44190|issue:44496", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:44442|issue:45803", + "issue:42490|issue:47276", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:44521|issue:47217", + "issue:42907|issue:45698", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43352|issue:46640" + ], + "prepared_review_unit_hash": "613d5c027a70e3b6ee7acba073077c8a670df74998e0b2b1fc92ab2761a95387", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35714, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with one likely duplicate-style pair around ModelOutput key handling. I\u2019d keep 44079 as the representative issue for that root cause.", + "confidence": 0.92, + "canonical_issue_reason": "44079 is the most generic root-cause report in the cluster: a ModelOutput key-assignment bug that plausibly explains the downstream regression seen in 43761.", + "canonical_pr_reason": null, + "best_issue_reason": "44079 is the clearest and broadest issue to anchor the cluster because it describes the underlying behavior rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures in different model families; no shared code path or fix surface is evident." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related, but one is a VL shape-mismatch load error and the other is a save_pretrained regression; too different to treat as the same bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Unrelated: dataset loading in a training script vs unrecognized model/config loading." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": true, + "reason": "These line up on the same underlying ModelOutput/field-population bug: 43761 is a specific symptom, and 44079 describes the generic key-assignment failure." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different problems in different execution paths: Flash Attention support vs Trainer GPU broadcast error." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a tensor conversion exception handler bug are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but they concern different warnings and different subsystems." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different model-specific bugs: output field mix-up vs quantized embedder dtype casting." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a v5 regression in custom multimodal code paths; the other is an eos_token_id configuration inconsistency." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "ModelOutput regression vs attention-kernel divergence under torch.compile; not the same underlying issue." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug and metric-gathering last-batch truncation are distinct." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve special-token/eos behavior, but the reported failures and affected models differ too much to merge as one bug." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom multimodal regression and pipeline translation warning are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated questions/problems: max length behavior vs missing transformers.onnx module." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different model APIs and a dtype mismatch; no common bug." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/template-related, but one is assistant-mask generation and the other is placeholder parsing failure; not clearly the same bug." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load workflows, but one is dequantized model saving and the other is custom-module loading after save_pretrained." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 initialization breakage vs a GPTNeoXConfig field not persisting; different root causes." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing utility import and kernels package version/revision import failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs missing model_type in config." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and non-persistent buffer corruption are different issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both affect save/load metadata, but one is eos-token config mismatch and the other is quantized-model persistence." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled generation, but one reports inconsistent outputs while the other reports spurious recompilation." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Related model names, but one is a weight-tying bug and the other is Flash Attention support; different fixes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated model breakage and a failed janus test case." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Tensor conversion exception handling vs importing Trainer; no shared bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a model-specific unsupported feature while the other is a generic open issue without the same concrete failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it treats most pairs as unrelated, and the one accepted pair (43761/44079) is framed cautiously as a plausible shared ModelOutput/key-assignment bug rather than a certain duplicate. I didn\u2019t see any soft-edge verdicts that overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 39, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46693", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:44792|issue:44977", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:45632|issue:46424", + "issue:44479|issue:47217", + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:44242|issue:46894", + "issue:25251|issue:27957", + "issue:43525|issue:43531", + "issue:45803|issue:46170", + "issue:35141|issue:42490", + "issue:46693|issue:47217", + "issue:43931|issue:44060", + "issue:45127|issue:45200", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43650|issue:46202", + "issue:44190|issue:44964", + "issue:44792|issue:45405", + "issue:44855|issue:45588" + ], + "prepared_review_unit_hash": "8e27176fe1f7bd193ba32f559d4ea320754e9c1cb38e5d5e88ffdeb449a1cd97", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35409, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that are only superficially similar by subsystem or model family. None of the listed soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47217 is the broadest and most representative of the recurring VL-input failures in this set, but the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47217 is the best single issue to anchor the cluster because it is open, general, and describes a user-facing VL input-path failure more broadly than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both touch SAM3, but one is about a dummy Conv2d and the other about CUDA OOM; different problems and fixes." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different code paths: video input processing in Qwen3OmniMoe vs batched chat template handling in Qwen2_5_VLProcessor." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "One is an image-size mismatch in OmDet-Turbo processor, the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated issues: StableLmConfig missing pad_token_idx vs backend mapping error for tensorflow_text." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is a wrong vision_position_ids bug in qwen2.5-vl video input and the other is an image-placeholder handling failure; not the same defect." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different model/code-path issues." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard backend installation error is unrelated to a missing import_utils helper." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT legacy field loading and wrong custom-module loading after save_pretrained are different serialization bugs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length handling in quantized cache." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both mention VL/video behavior, but the regression in qwen2_5_vl/qwen3_vl is not the same as image-placeholder placement in user text." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus model test failure and stale auto_mappings references are different issues." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload loss are separate state/serialization bugs." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss omission and CohereASR double-shift training loss are different MoE/training bugs." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline nested-list output and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to Windows ROCm import failures from torch.distributed dependency handling." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit after resize and trailing-slash local model import warning are unrelated." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is not the same as VL placeholder handling failure." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading/tie-weight bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA extended-vocabulary collapse and Gemma 4 mm_token_type_ids defaulting are different issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor choosing image processors and missing fpn_position_embeddings in Sam3VisionEncoderOutput are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked_prefill cache missing and recurrent state reset with cache are separate cache/state-management problems." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder/placeholder-ish issue named ADD THE DATA is not the same as Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and Phi-4 multimodal model loading failure are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model import and flash_attention.py AttributeError on s_aux=None are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 40, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43388", + "issue:43550", + "issue:43644", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46399", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43388|issue:43688", + "issue:29870|issue:35141", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:44617|issue:45584", + "issue:46399|issue:47312", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43827|issue:47321", + "issue:43550|issue:44190", + "issue:25251|issue:29870", + "issue:43854|issue:44792", + "issue:45563|issue:45584", + "issue:39692|issue:47321", + "issue:45381|issue:46655", + "issue:44242|issue:46897", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "c1ae84eea7608fa5b84d4d903b2382669d8208022fe576e27e45dc5df0a89415", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36322, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a heterogeneous set of issues with only one plausible duplicate-style pair around trust_remote_code cache handling. The rest are thematically similar at a high level but point to distinct bugs in different code paths or components.", + "confidence": 0.76, + "canonical_issue_reason": "Use issue:45632 as the representative because it is the more specific report of the cache-path bug; issue:46617 looks like a downstream symptom of the same trust_remote_code cache resolution problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45632 is the clearest standalone root-cause report in the only likely duplicate pair, with a concrete description of the cache collision mechanism.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: metrics label gathering vs MoE auxiliary-loss normalization." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Generation-time UnboundLocalError and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Config validation for head_dim is unrelated to image over-padding in the processor." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() is not the same as a model/pipeline producing nonsensical results." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both involve dtype handling, but one is a bfloat16 inference mismatch and the other is quantized vision/audio embedder casting." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count overflow and cache length tensor arithmetic are different failures." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk on init is a different issue from config values reverting on reload." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation logic and a Python 3.13 script parsing error are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription decoding are different problems." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Missing decorator registration and kernels 0.16 incompatibility are not the same concrete bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing-replacement-character decode crash and RT-DETR feature-level mismatch are distinct." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": true, + "reason": "Both point to the same trust_remote_code cache-path resolution bug: one reports leaf-directory collision, the other the resulting FileNotFoundError when loading from cache." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and xLSTM return-value unpacking mismatch are different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are unrelated failures." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device-mapping CUDA assert and category-limit overflow do not share a concrete root cause." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Documentation cleanup after pipeline removals is unrelated to the AMD quark class update." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and local dataset loading are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting behavior and BART decoder-mask initialization are different generation bugs." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Model-loading test failure for GLM-4.7-Flash and Janus image-generation test failure are distinct." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is not the same as Whisper empty transcription crashing." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/example errors and AMD quark class updates are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video processing, but the reported bugs are different: wrong vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift are different training-loss bugs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor size mismatch are unrelated model/processor issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crashing are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and local dataset loading are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory problems, but they are different models and failure modes; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and serve KV-cache indexing crash are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch and local dataset loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted soft-edge pair is plausibly related from the titles alone, and the rejected pairs are generally justified by distinct bugs/components rather than vague thematic overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 41, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43644", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46421", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:43526|issue:46697", + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:47145|issue:47321", + "issue:43854|issue:44964", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43317|issue:47312", + "issue:43994|issue:47321", + "issue:43644|issue:47321", + "issue:27957|issue:35141", + "issue:45290|issue:46752", + "issue:44246|issue:45003", + "issue:43673|issue:46858", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44964|issue:45600", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:44496|issue:47217" + ], + "prepared_review_unit_hash": "3c63ac4ea56b605664adc20b92ab0d97d3145dc1650aaad9c12bcd2d3625a145", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35989, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the soft-similarity pairs mostly share broad themes (tokenizers, chat templates, cache/prefill, model loading, CI), but not the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set; the items span unrelated bugs and features rather than duplicates of one underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue exists because this is not a duplicate cluster. The issues are too diverse to use one as the representative canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions in v5, but they refer to different model variants and not the same concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image processors with different failures: label reduction vs over-padding." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/chunked prefill, but one is missing cache state and the other is lazy-init recompilation; not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/vocab merge collapse and incorrect save_pretrained visual encoder keys are distinct issues." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to KV-cache continuation indexing in serve." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 weight_scale loading and AMD quark-class updates are different problems." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different load failures; no shared concrete code path." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json selection and list_repo_files revision forwarding are unrelated repository/file-resolution issues." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure from a stale GraniteSpeech test is not the same as broken auto_mappings references." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code and unrecognized model/config.json handling are different config-loading failures." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks and wrong vision_position_ids are separate multimodal bugs." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized model offload failure and kernel compatibility are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "Siglip2 model output problems are not the same as the AMD quark-class issue." + }, + { + "left": "issue:43644", + "right": "issue:47321", + "accept": false, + "reason": "Non-persistent buffer initialization and AMD quark updates do not describe the same bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call/no-content handling and the other is empty-list indexing." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same underlying issue." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is missing cache initialization and the other is device-tensor seq_length arithmetic." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test regression and a model-load failure are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Torch-only install missing TensorFlow backend is not the same as a general dependency issue." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load compatibility and undefined tf backend installation are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model config and VL image-placeholder handling are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 42, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43335", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44792", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:45632|issue:46234", + "issue:43531|issue:45600", + "issue:43335|issue:45593", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:43295|issue:45335", + "issue:44295|issue:46506", + "issue:43976|issue:44987", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:44683|issue:45446", + "issue:44496|issue:45759", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:39692|issue:46932", + "issue:42994|issue:47333", + "issue:46082|issue:46121", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:44279|issue:46515", + "issue:43650|issue:44220", + "issue:42994|issue:47332", + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:44327|issue:46752" + ], + "prepared_review_unit_hash": "dc9308eeb0bf47a024f55d141f68bd9bb5e38f597cf0911f49da601622013bd6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36057, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated import errors, model/config bugs, pipeline behavior, docs/notebook problems, and save/offload regressions. None of the soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a duplicate set; it is mostly broad topical similarity across unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42994 is the closest representative of the small save/quantization/offload subset because it is the broadest generalized saving-failure report, but it still does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is a missing import utility symbol. Different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config construction vs D-FINE auxiliary-loss behavior; not the same code path." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules with different causes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Completely different import failures: Qwen2_5_VLImageProcessor vs layer_type_validation." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model loading/config recognition vs PIL image processor dependency handling; different issues." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length semantics and CPU/CUDA result divergence are not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and embedding-resize propagation are different behaviors." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered buffer and differing CPU/CUDA results are unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and loading a specific model are different problems." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline selecting image processors and a notebook syntax error are not duplicates." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and max_cache_length handling are separate cache bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is an AuxRequest import/version-check issue." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model loading and missing text_config unwrapping are different model-config issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image-processor label reduction and text-classification docs are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache logic and ANSI output formatting are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Broken SigLIP2 documentation example vs Gemma4 quantized dtype casting; different artifacts and failures." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are save-related, but one is a general quantized-model saving failure and the other is a disk-offloaded Qwen3-A3B save bug; not the same concrete code path." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-param JSON list handling are distinct config bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and an audio feature extraction issue are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and a FlashAttention regression for Ministral-3 are different problems." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A Janus image-generation test failure and cache max_length behavior are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword conflict; different failure classes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A broad dependency issue and a torch 2.4.1 incompatibility are not duplicates." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Spammy/irrelevant issue title vs fbank feature extraction bug; no relation." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Related save/offload theme, but different model family and likely different serialization path." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but the failing models and triggers differ; not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support issue vs general dependency issue; too broad to be duplicates." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error and empty-list chat template crash 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": 28, + "review_unit_index": 43, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44075", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:43295|issue:44779", + "issue:44279|issue:45405", + "issue:43901|issue:47217", + "issue:41950|issue:45020", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:43381|issue:47000", + "issue:43299|issue:45357", + "issue:44462|issue:45081", + "issue:46082|issue:46399", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:43299|issue:43854", + "issue:43644|issue:47145", + "issue:43650|issue:46209" + ], + "prepared_review_unit_hash": "500b9531d16e102a9b41d36e4439dd1dc7f6b5565de57e39c6cc76b68c8fb799", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, configs, pipelines, loading/saving, and docs. The soft pairs are only superficially similar, so none look like the same underlying bug or change and none should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the cluster mixes unrelated failure modes and model families; any apparent similarity is usually just a shared subsystem (for example, tokenizers or multimodal configs) rather than the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the best single issue artifact here because it has the clearest, most reproducible report and active discussion, but it still does not unify the rest of the cluster into one duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different fixes; not the same underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern multimodal config handling, but they affect different model families and different fields, so the root cause differs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embedding behavior in Gemma/t5gemma is unrelated to Whisper's empty-transcription failure after token alignment." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One is a model-loading regression, the other is a save_pretrained regression; same family, different code paths and bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording for return_all_scores is unrelated to config/model-type detection during AutoModel loading." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression with images is a different issue from Deepseek tokenizer output corruption." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency complaint is not the same as the specific unreleased PEFT version bump problem." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Stale docs for text classification do not match a runtime VL placeholder parsing failure." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline choosing image processors is a different bug from remote_code model breakage." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both touch docs, but they cover different examples and different problems; not a duplicate." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to an undefined request for data." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state and tokenizer thread-safety are distinct concurrency/state bugs." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A partial-batch flag bug is unrelated to a model memory overflow failure." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Loading dtype initialization bug and incorrect checkpoint serialization are different problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and there is no clear shared code path." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused optimizer arguments and a tied-embeddings warning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased dependency pin are different release issues." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor selection is not the same bug as Gemma4 device placement mismatch." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights differs from resize_token_embeddings not updating architecture-specific embeddings." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RTDetr loss infeasibility are different failure modes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "One is a load-time regression, the other is a save_pretrained key regression; not mergeable as one fix." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer selecting tokenizer.json and a Mistral regex patch crash are separate tokenizer bugs." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation for head_dim is unrelated to missing kernel registration decoration." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Reject: one is a config constraint error, the other is stale config.dtype after from_config." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing exported symbol and broad import errors after upgrade are not the same underlying problem." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both mention model loading, but they affect different models and different failure causes." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer corruption and FP8 weight_scale application are different checkpoint-loading bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A vague data request is unrelated to an FP8 inference failure on B200 hardware." + } + ] + }, + "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": 28, + "review_unit_index": 44, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43931|issue:47145", + "issue:44016|issue:44291", + "issue:44242|issue:45200", + "issue:44683|issue:45542", + "issue:45081|issue:45907", + "issue:45588|issue:47000", + "issue:44336|issue:46851", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:43441|issue:45834", + "issue:44623|issue:44749", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44246|issue:47217", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:44186|issue:47000", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:45600|issue:45712" + ], + "prepared_review_unit_hash": "089e5a64abe2cb4f4902bb2f3d37a6cdef26b37a7632297a2946aec0d35c59ef", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36425, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The soft edges are all false positives: they share broad subsystem keywords at best, but not the same concrete bug or fix path. The closest theme is offloading/quantization, but even those reports are distinct.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest active report in the recurring offloading/quantization area and has the strongest discussion/inbound-reference signal, so it is the best representative issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central and reusable representative of the only loose theme here (offloading with quantization), whereas the other issues are more specific one-offs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL shape-mismatch loading failure is a different problem from FP8 frozen checkpoints skipping weight_scale; same broad model-loading area only." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to the init_empty_weights/_is_hf_initialized TypeError." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss in MoE routing is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch 2.9 flex_attention failure is unrelated to the tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and list_repo_files revision forwarding are unrelated code paths." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink-less crash is unrelated to RTDetrLoss infeasible cost-matrix errors." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI code output in loading_report is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantization/offload, but one is offloading behavior and the other is silent FP8 checkpoint corruption; not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding is unrelated to variable-length position_ids failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig None defaults and Llama4Config missing pad_token_id are different config initialization bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to the mistral_common ReasoningEffort import error." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention regression and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and slower filtering after upgrade are unrelated issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed is not the same as optimizer.step being called twice." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model save failure differs from dequantized model load failure with device_map=auto offload." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Slow import timing is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend in torch install is unrelated to Python version support for Transformers 5.1.0." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and DeepSeek tokenizer regression are separate model-specific bugs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm eps precision issue and GlmMoeDsaIndexer torch.split return values are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crash is unrelated to RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing TensorFlow backend in torch-only install is unrelated to torch 2.4.1/transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill is unrelated to CLIPVisionModel hidden_states being None." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and undefined tf backend error are different import failures." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to slow import performance." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config pad_token_id absence and trust_remote_code missing fields are different config-loading bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "CI break from removed auto_mappings references is unrelated to leftover dummy classes in dummy_pt_objects.py." + } + ] + }, + "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": 28, + "review_unit_index": 45, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43526", + "issue:43540", + "issue:43575", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47333" + ], + "soft_pairs": [ + "issue:43575|issue:47145", + "issue:44188|issue:44336", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:44589|issue:45362", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:47176|issue:47177", + "issue:43723|issue:44162", + "issue:45362|issue:47333", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:44871|issue:47145", + "issue:42617|issue:43976", + "issue:45083|issue:46851", + "issue:46291|issue:46399", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:44295|issue:45397", + "issue:43540|issue:46752", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:46614|issue:46665" + ], + "prepared_review_unit_hash": "e348b970aebe496ae4794c60eba038c8dd6ce3e80d887eb47ec3385939f5f2d3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36405, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers issues that only share superficial title similarity. I found no soft pair that looks like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated regressions across model families, tokenizers, loading, compilation, and utilities; the soft pairs are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because there is no single underlying defect in the cluster. The closest theme is generic loading/regression reports, but that is still too broad.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Different bugs: TP OOM on a specific model load vs FP8 frozen checkpoint weight_scale application." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Unrelated: torch.compile attention-kernel divergence vs ANSI output formatting in loading_report." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Different model issues: tokenizer BPE marker handling vs Ministral FlashAttention failure." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but these are different Qwen variants and different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated: missing Float8 storage type vs Qwen3.5 chat crash." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import/export symbol issue vs Python-version compatibility break; not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in a utility vs a wrong docstring; different scopes entirely." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but command-substitution bypass and tar/zip-slip are distinct vulnerabilities." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 functionality break; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Different failures: Qwen3.5 chat crash vs offloaded Qwen3-30B-A3B save error." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown vs unrecognized model/config error; not the same underlying issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch on save vs gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "eos_token_id inconsistency vs FP8 weight_scale loading bug; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py runtime failure vs Python 3.9/3.10 support issue; different problems." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Same broad Qwen family, but different specific bugs and helper functions." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel dependency import failure vs missing decorator on apply_rotary_pos_emb; unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing vision-backend handling; distinct processor issues." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Different code paths: registration/decorator crash vs variable-length position_ids behavior." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access vs image-placeholder handling in VL models; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE, but one is LoRA compatibility across hf versions and the other is model loading regression." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in inference vs incorrect hidden_states field in output; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT fast processor label reduction bug vs modeling_utils sys.modules access; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer read error vs gemma-4 zero3 from_pretrained; not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs empty chat-template IndexError; different layers." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention s_aux=None crash vs Qwen3.5 variable-length position_ids; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency vs eos_token_id mismatch; no shared bug." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash vs rotary-pos-emb registration error; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist capture race vs stale generate warning; different issues." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code emission bug vs GLM-5 RoPE implementation discussion; not a duplicate." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state vs from_pretrained inconsistency inside Python classes; different behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:42915|issue:47312", + "issue:46726|issue:47217", + "issue:43257|issue:45137", + "issue:42886|issue:46132", + "issue:41950|issue:44220", + "issue:36246|issue:43596", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:43295|issue:45292", + "issue:45292|issue:45701", + "issue:44295|issue:44749", + "issue:44451|issue:46752", + "issue:44162|issue:45200", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:44060|issue:44077", + "issue:43352|issue:45250", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375" + ], + "prepared_review_unit_hash": "bb8203b821c309ac4eacd7c34b67378faaf0938a6a3bb8ac2b56f8341e20a5c5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose pile of unrelated issue reports that only overlap at a high level (regressions, processors, tokenizers, distributed loading, or model-specific failures). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44479 is the broadest, clearest regression report in the set: a v5.3.0 video-input regression spanning multiple Qwen VL model variants, making it the most representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 has the best mix of breadth, clarity, and actionable scope among these issues; it describes a concrete regression with multiple affected model families and a likely shared code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Both are model inference failures, but they affect different models and different code paths (torch.compile/SDPA vs CPU/CUDA discrepancy)." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing loss terms, but they are separate model-specific training bugs with different toggles and implementations." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but one is a Qwen3OmniMoe processing error and the other is a SmolVLM padding bug in a different processor path." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output changes and resize_token_embeddings not updating output embeddings are unrelated bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs drift for TextClassificationPipeline is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "A Qwen3Moe FP8 config failure and a kernels-compatibility issue are different problems with no shared concrete failure mode." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor backend-missing handling and VL image-placeholder parsing are separate processor behaviors." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both touch DeepSpeed/accelerate loading, but one is MOE weight conversion and the other is a ZeRO3 deque/indexing failure." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated subsystems and bugs." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and fbank feature extraction are different pipeline/audio-processing issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import/export problem for a Qwen2.5 VL processor is unrelated to a DeepSpeed ZeRO3/BertModel indexing error." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but they affect different models and appear to stem from different processor bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode from huggingface_hub are unrelated import errors." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "These are both import errors, but for different symbols and different packages; no shared underlying fix is evident." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal configs, but one is strict-schema field loss and the other is AutoModelForCausalLM.from_config unwrapping behavior." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "A processor/tokenizer regression is not the same bug as resize_token_embeddings failing to update output embeddings." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization differences across versions are broader and unrelated to the specific embedding-resize bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer access issue is unrelated to version-dependent tokenization slowdown/behavior changes." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT and empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different models and different failures: ESM2 breakage vs Gemma 4 text-only mm_token_type_ids defaulting." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 empty-deque failure and stale auto_mappings references are separate CI/runtime problems." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embedding/weight handling, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows ROCm import/type issues are unrelated to the AMD quark class update problem." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A tied-weights warning bug and a patchtsmixer post_init API constraint are unrelated model/config issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific unsupported Flash Attention 2 warning; the other is a general feature issue, not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "A missing attribute in SAM3 Video output and a SAM3 lite text memory overflow are different failures." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech and missing Qwen multimodal config fields are distinct config-schema 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": 28, + "review_unit_index": 47, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46851", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:44242|issue:44857", + "issue:45397|issue:45656", + "issue:44877|issue:46170", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:43475|issue:43540", + "issue:45685|issue:46431", + "issue:42199|issue:46851", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:46132|issue:47145", + "issue:44361|issue:44749" + ], + "prepared_review_unit_hash": "e1b6da4ce9f0297beba398fecd5b00d3b6d7e34fd317489cdebb08a06cd63bb7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35450, + "estimated_input_tokens": 8863, + "estimated_eval_tokens": 17982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft links mostly connect unrelated bugs across tokenizers, vision/video models, distributed training, config loading, and pipeline utilities. None of the proposed pairs look like the same underlying change or fix.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue stands out because the items are not a single duplicate set; they span many unrelated subsystems and failure modes.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No strong best issue candidate; any representative would be arbitrary given the lack of a shared root cause across the cluster.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Both are loading-related, but one is missing files on processor save and the other is AutoProcessor complaining about a missing vision backend. Different bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "The former is a Qwen3-VL-Moe loading/version issue; the latter is a CPU vs CUDA discrepancy in PPDocLayoutV3. Unrelated code paths." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model loading failure for a specific repo on transformers>=5.1.0; the other is tokenizer error masking when protobuf is absent. Different root causes." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate UnboundLocalError and MLFlow job-status reporting are completely unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache on a second forward pass in GlmMoeDsa is not the same as Gemma 4 requiring mm_token_type_ids to default to zeros." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models and a Windows ROCm import/dependency error are different problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing and a float16/CUDA crash in LwDetrImageLoss are distinct training bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained and deepspeed causing optimizer.step() twice are both distributed-training related, but not the same concrete bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config rejection for granite_speech and a Windows ROCm import error due to torch.distributed are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning in Qwen3.5 fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token handling and ESM2 being broken are different model/tokenizer issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache on second forward pass and an s_aux=None flash_attention crash are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output and Qwen3OmniMoe video-input ValueError are unrelated model bugs." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int in MoE code and missing chat template on a processor are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality error without explicit background class and Qwen3.5 variable-length position_ids handling are different model-specific bugs." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure and kernel compatibility with 0.16 are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are both version-related, but not the same underlying issue." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not released and MaskGenerationPipeline dropping the final partial batch are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a sam3_video vs sam3_tracker config warning are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 embedding-tying warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma roundtrip failure do not indicate the same change or fix." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are different API issues." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior changes and FP8 frozen checkpoint weight_scale omission are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLLukeTokenizer AttributeError and a transformers upgrade slowdown 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": 28, + "review_unit_index": 48, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:43065", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46399", + "issue:46421", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47068", + "issue:47217" + ], + "soft_pairs": [ + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:43994|issue:46726", + "issue:46752|issue:47020", + "issue:44297|issue:44623", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44964|issue:45137", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:43784|issue:46399", + "issue:39692|issue:46726", + "issue:44373|issue:46851", + "issue:44871|issue:46132", + "issue:46463|issue:46877", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:44188|issue:46851", + "issue:45561|issue:47217", + "issue:45375|issue:45478", + "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "d0ceed89a313004bbb9692eab5f3e94c45c73a14d62ca8dc9c1422606345ae6f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct model-, tokenizer-, config-, or runtime-specific bugs rather than true duplicates. I did not find any soft-pair duplicate that is safe to merge with high confidence.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45310 is the clearest concrete bug report in the set, centered on a specific Qwen3.5 MoE from_pretrained failure; the rest are mostly unrelated one-off bugs or broader regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best representative because it names a precise failing path and model family, making it more suitable as the anchor than the broader or vaguer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warnings in different features: tie_word_embeddings config warning vs paged generate num_return_sequences warning." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Different failures: chat-completions API rejection vs Gemma pipeline roundtrip/tokenization issue." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch performance/compile behavior, but they describe different code paths: attention-kernel branching vs cache lazy initialization recompilation." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Unrelated bugs: auxiliary-loss omission in D-FINE vs a host-synchronization issue in deepspeed_sp_compute_loss." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems: auto_docstring crash with future annotations vs cache sequence-length tensor arithmetic bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the reported training slowdown after upgrading Transformers." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Different problems: bad SigLIP2 outputs vs missing-vision-backend handling in AutoProcessor." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Different failures: empty-list chat template crash vs tokenizer constructor type mismatch." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer metadata and the other is processor file saving; not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs optimizer.step being called twice under deepspeed are different issues." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Different models/features: dummy Sam3PixelDecoder layer vs MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to the ESM2 breakage report." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file loss is unrelated to duplicate optimizer stepping in deepspeed." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Both are failures, but one is model loading and the other is a ZeRO3 deque IndexError; different code paths." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are attribute errors, but for different models and different missing fields." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different missing-field contexts: Sam3 vision encoder output vs AutoConfig from_pretrained with trust_remote_code." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Different import/runtime problems affecting different model families and different symbols." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Doc-example errors for SigLIP2 are not the same as AutoProcessor backend-missing behavior." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring issue vs a real variable-length-position_ids bug." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Different concerns: T5 decoder-input validation message vs auto_docstring import-time stdout noise." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error is not the same as Sentence Transformers hanging while loading." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained issue; no concrete shared failure mode." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different bugs: attention-kernel compile branching vs Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "Test-worker race on captured_info.txt is unrelated to VL models failing on user-text image placeholders." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is a config-field drop and the other is a from_pretrained error; not enough evidence of the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Doc-lint stdout at import time is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but the concrete failures differ: from_pretrained error vs a missing VisionConfig field being dropped." + } + ] + }, + "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": 28, + "review_unit_index": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30333", + "issue:33290", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:44038|issue:45310", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:44945|issue:45753", + "issue:42175|issue:44933", + "issue:45561|issue:47059", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:42831|issue:44222", + "issue:44743|issue:47068", + "issue:42898|issue:44568", + "issue:42673|issue:43704", + "issue:43784|issue:43824", + "issue:43976|issue:44933", + "issue:42175|issue:45712", + "issue:44496|issue:45561" + ], + "prepared_review_unit_hash": "54d6db538bb3d9c1fbcb394998c38b792c2ea2e540705e29625415c8917e2fb5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36970, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports; only the Qwen3ForCausalLM VRAM leak pair looks like a true duplicate. The rest are topic-adjacent but point to different models, symbols, or failure modes, so they should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earliest report of the exact Qwen3ForCausalLM VRAM leak, and issue:43704 repeats the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue representative: it matches the duplicate pair exactly and has the fuller original report/discussion, while issue:43704 is a later near-verbatim repeat.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Whisper timestamp decode crash and the other is a Kimi-K2.5 tokenizer codec/regression issue." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Different failures: AutoTokenizer loading in v5 versus continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation cache behavior, but one is about sync_gpus/update_model_kwargs and the other is chunked_prefill cache handling." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "One is about TF32 API settings; the other is an old InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both involve generation/runtime behavior, but one is quantization offloading and the other is incorrect output under pipeline parallelism." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin versus AutoImageProcessor." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "One is about add-new-model-like and tokenizer mapping names; the other is a CLI/huggingface_hub completion API break." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different bugs: embedding dtype regression versus a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are patch/docstring related, but one is a tokenizer regex crash and the other is an auto-docstring annotation crash." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: CUDA float16 loss crash versus docstring diagnostics printed at import time." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different areas: Gemma4Processor tokenizer attribute error versus Gemma pipeline roundtrip failure on a specific character." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is tokenizer roundtrip behavior and the other is a pipeline failure for a different output class." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but different versions and different Qwen3.x MoE from_pretrained failures." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Different bugs: D-FINE auxiliary loss behavior versus auto_docstring import-time output." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different objects (AutoImageProcessor versus HybridCache) and likely different fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both are FP8/Qwen3.5-Moe adjacent, but one is save_pretrained in FP8 and the other is from_pretrained loading failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different generation bugs: sync_gpus/cache update issue versus a failed janus image generation test." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Both affect model output, but one is pipeline parallelism and the other is an infinite loop on a specific image." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "One is backend extras installation behavior; the other is a missing image_utils import." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Different concurrency/config issues: xdist race in testing utils versus CLI completion API breakage." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Completely different bugs: MLflow reporting on failed training jobs versus DeepSpeed Adafactor OOM." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: PEFT version pinning versus auto_docstring stdout noise at import time." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained behavior for MoE." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different code paths: Qwen3.5 recurrent-state reset in modular generation versus a DeepSpeed compute_loss host sync concern." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported symptom: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors from transformers-related packages, but they reference different missing names and different fixes." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "One is Python-version compatibility in Transformers 5.1.0; the other is a missing import from image_utils." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different packaging/backend issues: torch-only install omitting TensorFlow versus leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different problems: unrecognized model/config loading versus a pytest-xdist race in testing utilities." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core grouping looks right, but one justification is not fully grounded: issue:42673 does not show any inbound references, so \"more discussion/inbound attention\" overstates the evidence. The rest is mostly conservative, but I\u2019d still reject on precision grounds." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 50, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085", + "issue:42898|issue:45812", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:42898|issue:44779", + "issue:43479|issue:44869", + "issue:42673|issue:47085", + "issue:46077|issue:46123", + "issue:43479|issue:44079", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:44060|issue:45125", + "issue:44295|issue:45656", + "issue:22355|issue:28282", + "issue:43874|issue:45092", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:44222|issue:44297", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "90526d81f3c485286a4087f0086a7ea86116c5ab3d53694d96dba6b848de10d7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36941, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, training, documentation, and infra bugs. None of the soft pairs look like the same underlying issue. No PRs are present. The strongest representative item is the FA2 long-context performance regression.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits well because the items span unrelated bugs and examples; picking one would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the most representative/high-signal item: a widely discussed performance regression affecting FA2 long-context generation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: sentence-transformers loading hang vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Token addition regression vs tokenizer thread-safety regression; different failure modes and code paths." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline hub call in AutoTokenizer patching vs fast tokenizer thread-safety; unrelated issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config default initialization vs output field misassignment in a video classifier; different subsystems." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs tokenizer thread-safety; different concrete problems." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak with multiple dataloader threads is separate from FA2 long-context performance regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure in v5 vs special-token insertion bug; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they concern different models/examples and different errors." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI break from removed configs vs huggingface_hub CLI completion break; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not a duplicate." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs vs model loading regression for Llama 3.2 vision; different issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 behavior is unrelated to MLflow failed-job reporting." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean-up spaces behavior and the other is Deepseek token IDs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default bug vs Whisper word timestamp decode crash; different code paths." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-thread dataloading is not the same as tokenizer thread-safety." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug vs MaskGenerationPipeline final-batch handling; different pipeline stages." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup semantics vs processor.tokenizer/images regression; different concrete breakages." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer-related regressions: cleanup-space behavior vs Pegasus output mismatch." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting bug is unrelated to Trainer compute_loss signature changes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan for Qwen3.5 MoE; distinct issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access bug vs deepspeed optimizer stepping twice; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper vs remote-code checkpoint/meta-init incompatibility; different bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models vs Gemma 4 mm_token_type_ids defaulting; not the same underlying issue." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash vs docstring annotation AttributeError; different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained moe vs tokenizer save_pretrained class metadata mismatch; unrelated save bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification example empty outputs vs image-classification example dataset loading failure; different scripts and 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": 28, + "review_unit_index": 51, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:44075|issue:46231", + "issue:42796|issue:43723", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:43232|issue:47276", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43475|issue:46305", + "issue:30990|issue:38175", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44327|issue:47059", + "issue:43232|issue:46424" + ], + "prepared_review_unit_hash": "358516e0be252a5cd7435c346a6c95c1d50b437677a07b4aad143f1c916c9f23", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose group of Transformers v5 regression reports, but the soft pairs are not true duplicates: they cover different models, different code paths, or pure documentation/API changes. There is no PR in the cluster.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43122 is the most representative umbrella issue here: it explicitly captures a concrete v4.57.3\u2192v5 tokenization regression, which is the closest shared theme across the cluster. It is still not a duplicate of the others, but it is the best canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest single issue to keep as the cluster representative because it is specific, reproducible, and directly tied to the common v5 behavior-change theme. 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}, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor.save_pretrained file omission do not match." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained bug and processor save_pretrained missing files are different failures." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization and non-persistent buffer corruption are separate issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy class leakage are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit error and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 B200 inference failure and missing chat template error are different subsystems." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids versus RoPE implementation discussion; one is documentation, the other is code behavior." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class mismatch on save and Qwen3.5 MoE from_pretrained failure are distinct loading bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression and FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different causes." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading issue and flash-attention generation failure are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation kwargs handling and a warning-message wording issue are not the same underlying problem." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Beit pretrained loading and huggingface_hub CLI compatibility are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are different validation behaviors." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 dtype casting are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer architecture change and Minimax attention numerical drift are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained behavior and max_shard_size default question are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error and processor.save_pretrained missing files are separate issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing SAM3 attribute and MoonshineStreaming off-by-one are different model bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading stall and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation bookkeeping and Kosmos2.5 OCR index error do not share the same root cause." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue and remote-code meta-init incompatibility are different." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans kth-out-of-bounds and CLI breakage with huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "sync_gpus generation warning/kwargs handling and cache-length behavior are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 52, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44263|issue:44360", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:44964|issue:47059", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:44188|issue:44373", + "issue:43784|issue:45600", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43644|issue:46305", + "issue:42796|issue:43122", + "issue:43986|issue:47217", + "issue:43756|issue:44060", + "issue:42886|issue:43066" + ], + "prepared_review_unit_hash": "f2b90b42f78abdc85ebcbd9abc747bba3982ce7abef2cd991e8a2a19cdd12da4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35884, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose topical cluster of mostly unrelated Transformers issues; none of the soft pairs looks like a true duplicate, and there are no PRs in the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43122 is the broadest, most representative user-facing regression here: tokenization changes across versions. It best captures the recurring tokenizer-regression theme in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best single anchor issue because it is concrete, reproducible, and comparatively general, while most other items are narrower model- or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Different problems: model memory overflow vs a broken documentation example." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model issues, but the failures differ: meta-init incompatibility vs incorrect visual encoder keys on save." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but they target different quantization flows and models; not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Distinct video-processing bugs in different models and code paths." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated: a general dependency issue versus a pad performance regression." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Different subsystems and failures: missing `transformers.onnx` import vs Flash Attention 2 behavior." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both touch AutoProcessor/vision backends, but the concrete failures differ and do not look like the same underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen/MoE problems with different failure modes: accuracy degradation vs from_pretrained error." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and code paths: Qwen2.5-VL vision positions vs Moonshine streaming mask logic." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same SAM3 family, but one is a class/type warning and the other is missing text encoder weights." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same component area, but split return handling and missing ReLU are different bugs, not one duplicate." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different ImportErrors for different symbols and model families." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe load bug are unrelated failures." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure versus an unrelated huggingface_hub CLI regression." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: layernorm epsilon precision mismatch vs remote-code/meta-init incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different training/pathology reports and different code paths; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request handling failure and processor attribute crash are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing `transformers.onnx` import and tokenizer spacing behavior are distinct issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different areas: `transformers env` CLI breakage vs an import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Kernel branching under torch.compile versus a docstring problem; not duplicates." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError and broken auto_mappings reference different failures." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen issues with different symptoms: FP8 accuracy versus an infinite loop on a specific image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behavior (offset mapping vs BOS/EOS insertion)." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Global buffer initialization bug and streaming window off-by-one are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is specific BPE-marker handling and the other is a broader version-to-version tokenization change; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Different VL issues: missing torchvision crash versus image-placeholder placement behavior." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and different failure modes; no common underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading bug and wrong decoder type in v5 are separate 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": 28, + "review_unit_index": 53, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46369", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:42757|issue:45278", + "issue:39379|issue:46172", + "issue:45381|issue:46909", + "issue:27957|issue:30990", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:39401|issue:44521", + "issue:42907|issue:44945", + "issue:44117|issue:44704", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:22355|issue:29159", + "issue:44704|issue:45290", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:43824|issue:44351" + ], + "prepared_review_unit_hash": "c681986ab3137ebfc957f57676a32b245acba451448e706384908664177c308d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35874, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers bug reports across tokenization, multimodal processing, import/export regressions, and model-specific failures. The soft pairs mostly share a subsystem or version context, but not the same concrete underlying bug, so none should be merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45278 is the broadest regression report here, covering multiple import failures after a version upgrade; it is the closest umbrella candidate, though this cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most general, widely applicable user-facing regression among these issues, but it is still only a loose umbrella rather than a clean canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different failure modes: offline cache loading for tokenizers vs quantized model saving." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3 video, but one is a model-type mismatch warning and the other is a memory overflow; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 42757 is a specific missing symbol from huggingface_hub while 45278 is a broad package-wide import regression." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated model code paths: mllama mask handling vs deepseek-v4 tensor transpose logic." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to a broken documentation example for DIA." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Same broad area of model loading/performance, but XLM-R Flash Attention 2 and Sentence Transformers loading stuck are different problems." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error is unrelated to a documentation example issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both touch initialization, but 5.0 custom model init breakage and NaNs in classification heads are different concrete failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Registering position_ids as a buffer and tokenizer_class mismatch in saved config are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading-related, but Sentence Transformers hanging and a MacOS bus error with CLIP are different defects." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model save failure is unrelated to loading a Phi-4 multimodal model." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug is unrelated to a CLI compatibility break with huggingface_hub." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both concern tokenization, but one is a version-to-version behavior change and the other is continue_final_message handling for mistral_common tokenizers." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version support regression and incorrect LLM output under pipeline parallelism do not share the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failure to load a specific tokenizer are different tokenizer bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import is one symbol-level export issue; 45278 is a broader multi-import regression, not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug is unrelated to assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior drift and multimodal assistant_mask generation are not the same underlying issue." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings deprecation and a DSA indexer implementation bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to slow vs fast tokenizer inconsistency." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and apply_chat_template crashes with tool-call messages are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized save failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-video-related, but model-type mismatch and missing fpn_position_embeddings are distinct defects." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe processing issue and position_ids buffer access error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 54, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46762", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:46172|issue:46762", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:22355|issue:29127", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42757|issue:44351", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:43976|issue:45446", + "issue:46231|issue:46877", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:45357|issue:45478", + "issue:42673|issue:45072", + "issue:28348|issue:46640", + "issue:44625|issue:46002", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "476bdfe25b8af70396b7024b6aa0a5219875f81661c7bd34901e87417f34f5cd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34397, + "estimated_input_tokens": 8600, + "estimated_eval_tokens": 17456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster of mostly version-regression issues (imports, tokenization, model save/load, attention, dtype) rather than true duplicates. The broadest representative issue is the v4\u2192v5 import-regression report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it describes multiple import failures after a major version upgrade and is the best representative for this heterogeneous regression set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable single issue to anchor the cluster because it is broad, user-facing, and closer to several adjacent import/load regressions than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and version range, but one is save_pretrained checkpoint corruption and the other is a from_pretrained load error; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe regression and the other is an FP8 save_pretrained issue; not the same bug." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are attention-related numerical complaints, but they involve different models and different reported failures." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and don\u2019t point to one concrete shared defect." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example script returning empty results; the other is a Gemma multimodal input defaulting bug. Different symptoms and code paths." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "An ONNX import error and a LayoutLMv3 error-message-clarity request are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer backend-state are separate tokenizer subsystems with different failures." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16\u2192FP32 dtype drift in evaluate and incorrect pipeline-parallel outputs are distinct execution bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package extra/backend dependency setup and Python 3.14 loading failure are different compatibility problems." + }, + { + "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 missing symbols and causes." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose breakage and kernel-version incompatibility are too different to be one underlying issue." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bugs and empty example-script outputs are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Mllama mask handling and generation kwarg updates after sync_gpus are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "A SigLIP2 reference discrepancy and a Qwen3_5 infinite image-loop are unrelated model-specific failures." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "One is an attention-kernel divergence under torch.compile; the other is a padding performance issue." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support breakage and a PyTorch version check bug are different compatibility checks." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A docstring parameter-name typo and import-time stderr/stdout diagnostics are not the same problem." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "An API request rejection and a VL image-placeholder handling bug are different layers of the stack." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer clean-up behavior changes and phonemizer language-state leakage are unrelated tokenizer issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression and NaNs after checkout/init are different failures." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related after version changes, but one is a specific missing symbol while the other is a broad post-upgrade import-failure report." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained writing wrong visual keys and the other is a from_pretrained load failure." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "A VRAM leak in multi-threaded dataloader use and a CI dtype mismatch are not the same defect." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention-2 support for GPT2LMHeadModel and a generic Flash Attention 2 issue are too broad and unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and classification-head NaNs are different model/config bugs." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "A decoder-type change in v5 and Deepseek tokenization regressions are separate tokenizer 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": 28, + "review_unit_index": 55, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45083", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46231", + "issue:46328", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43937|issue:44485", + "issue:44995|issue:46697", + "issue:45083|issue:45446", + "issue:44038|issue:45478", + "issue:44610|issue:46909", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:44355|issue:46231", + "issue:43066|issue:46710", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43618|issue:46829", + "issue:43827|issue:45446", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:33453|issue:39401", + "issue:45405|issue:45446", + "issue:43824|issue:46981", + "issue:39379|issue:43688", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:45092|issue:46762", + "issue:44117|issue:45588", + "issue:43064|issue:43673", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "483779645f3085afeeb1fdf2a83798aae19d3b8e49f36ded59be9af5c4a16cca", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35049, + "estimated_input_tokens": 8763, + "estimated_eval_tokens": 17782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These candidates are mostly superficial matches by subsystem or model family (tokenizers, AutoProcessor, v5 regressions, generation/training), but they describe different concrete failures and code paths. No soft edge looks like a true duplicate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is a GenerationConfig validation error and the other is a RoPE implementation discussion; different bugs and fix paths." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated models/components: a GlmMoeDsa cache crash versus Swin2SR image padding behavior. No shared code path." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: qwen3_omni_moe feature-length helper bug versus flex_attention PyTorch version check. Not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3/Moe and v5, but the reported failures differ: one is a Qwen3-VL-Moe bug, the other a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor size mismatch for OmDet-Turbo is not the same as a broken DIA documentation example." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different failures: an example classification script returning empty multi-label results versus SigLIP2 numerical/implementation discrepancy." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD optimizer arguments being ignored is a training/optimizer bug; trainer.evaluate() failing after train() is a separate lifecycle issue." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Both are v5-related regressions, but one is tokenizer decoder typing and the other is model accuracy drift after upgrade; different root causes." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and GLM46V image processor patch-counting are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both are AutoProcessor-related, but one is a missing-vision-backend error message and the other is repeated retrying on HTTP 429; different code paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "An example script bug is not the same as a pipeline() error message/doc mismatch." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Different artifacts and failures: VRAM leak in Qwen3ForCausalLM versus tokenizer BPE-marker handling in Ministral-3-8B-Instruct." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field assignment issues, but they affect different model outputs and behaviors; not clearly the same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs is unrelated to a PyTorch version-check bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both touch from_pretrained, but one misses a model weight in UMT5Encoder while the other fails to forward kwargs in AutoProcessor." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "SequenceFeatureExtractor.pad performance issue is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is an offset_mapping bug; different symptoms and fixes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A packaging/version constraint issue is not the same as a runtime import/version check bug." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing model class is unrelated to AutoProcessor retry behavior on 429 responses." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Different models and mechanisms: mllama mask handling versus auxiliary-loss normalization." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5/init-related, but one is an unexpected constructor argument under init_empty_weights and the other is PretrainedConfig type checking." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback logic and flash_attention s_aux handling are different bugs in different parts of the stack." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a training-distributed bug, not a generation cache issue." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are different generation issues with different fixes." + } + ] + }, + "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": 28, + "review_unit_index": 56, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:44263|issue:46762", + "issue:44117|issue:45081", + "issue:42222|issue:47000", + "issue:39379|issue:46897", + "issue:43937|issue:44977", + "issue:42222|issue:43441", + "issue:42222|issue:46752", + "issue:45071|issue:46512", + "issue:43450|issue:43986", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:45632|issue:46981", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44877|issue:46231", + "issue:44704|issue:47110", + "issue:43208|issue:46894", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:43122|issue:46298", + "issue:43937|issue:44496" + ], + "prepared_review_unit_hash": "97244282abf1fb57268791a61bfc2c118e8190718e6ddab973f6ad0b68eb4c9a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35161, + "estimated_input_tokens": 8791, + "estimated_eval_tokens": 17838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No clear duplicate cluster emerges here: the paired issues only share broad subsystems or surface symptoms, but they describe different bugs, models, or code paths. I would not merge any of the soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45561 is the best anchor because it is the most detailed and actionable testing-utils report among the near-matches, but it still should not be treated as a duplicate of the other testing-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45561 is the strongest standalone issue: open, specific, and well-scoped, making it the best representative issue in this set even though the cluster is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Both involve model weights and training behavior, but one is a device-dependent serialization issue and the other is NaNs after checkout/init; different bugs." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention masks/scaling, but they hit different models and different code paths with different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A split/indexing bug in one model is not the same as numerical differences in a different attention implementation." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related crashes, but one is a mapping fallback problem and the other is a Mistral regex/backend attribute error." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "A ViTPose model-loading breakage and an RT-DETR loss infeasibility are unrelated bugs." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and different errors: masked-out handling in mllama versus training-loss double-shift in Florence2." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation failures, but GLM-5 config validation and Qwen3.5 flash-attention behavior are separate issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "One is a ViTPose model breakage; the other is a Ministral-3 FlashAttention failure. No shared concrete code path." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Model loading breakage is unrelated to chat template empty-list handling." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both touch config semantics, but one is type-checking regression and the other is stale dtype state after from_config." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor output shape is different from a torchvision-missing AutoProcessor crash." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "The SAM3 tracker warning and the MobileLLM key error are unrelated loading/config problems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution failure and a small testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness reports, but they concern different models and distinct tokenization regressions." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A PretrainedConfig type-checking regression is unrelated to the huggingface_hub CLI completion API break." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Both are small utility issues, but one is testing_utils-specific and the other is a performance quirk in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "They both mention testing utils, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docs parameter mismatch in set_training are not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to cached_file is a different problem from special_tokens receiving a list instead of a mapping." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss are unrelated model-specific bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different export paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping correctness is different from runtime post-processor updates after special-token edits." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regressions and a noisy logging message are not duplicates." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and unrecognized-model config loading are separate 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": 28, + "review_unit_index": 57, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46172", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:44484|issue:45310", + "issue:42371|issue:42831", + "issue:43097|issue:44493", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:46752|issue:47116", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43208|issue:46897", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:43531|issue:45341", + "issue:43986|issue:45341" + ], + "prepared_review_unit_hash": "105f2d978fd0ee061dcc49bdce533fa6ce49f719f93fd314b8a437868a72d28d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36527, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab bag of unrelated regression reports; I don't see any true duplicates or mergeable PR pairs. All soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs (imports, precision, tokenizer, flash-attention, model-specific failures) and don't form one duplicate thread.", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "No single issue stands out as a safe representative; the cluster is too heterogeneous.", + "best_pr_reason": "No pull requests are present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision-related, but one is TF32 API guidance and the other is an MLA layernorm config bug; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for a missing symbol and a feature-extraction bug are unrelated failures." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical issues, but they concern different attention/layernorm mechanisms and different models." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are load/import regressions, but one is a specific multimodal model load failure and the other is a broad post-upgrade import-error report." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "An optimizer-argument bug is not the same as optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "One is about shard size defaults; the other is a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Both touch numeric behavior, but TF32 policy and FineGrainedFP8 accuracy are different problems." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed config flag and unexpected position-id keys are different v5 compatibility issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is a decoder-type import/API issue and the other is changed tokenization output." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family model loading bugs with different missing components." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split indexing bug is not the same as a RoPE implementation issue." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Optional post_init validation and repeated 429 retries are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch and missing qkv/gate projections are different model-specific failures." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An AutoImageProcessor import error and a PretrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list apply_chat_template crash and streaming pipeline regression are too different to be the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but the reported failures differ: shape mismatch versus from_pretrained loading error." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support failure and degenerate training under flash_attention_3 are different concrete bugs." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in a processor and missing rms_norm_eps in MLA config are different multimodal bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype/precision themed, but one is a warning during compile and the other is an actual Blip2 loading dtype mismatch." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support paths." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A shard-size question is not the same as a model loading error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-shape/path bugs in different model code." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in DSA indexing and a DeepSeek tensor conversion/transposition issue are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and a Florence2 double-shift loss bug are not the same underlying problem." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None bug and a physical-intelligence/fast loading regression are different failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm precision/config and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils issue are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash and testing_utils bug 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": 28, + "review_unit_index": 58, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:45003", + "issue:45103", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981", + "issue:47116", + "issue:47312" + ], + "soft_pairs": [ + "issue:43097|issue:45588", + "issue:45003|issue:45341", + "issue:44246|issue:46981", + "issue:45753|issue:46369", + "issue:43097|issue:46050", + "issue:45440|issue:46172", + "issue:43986|issue:47312", + "issue:44410|issue:45375", + "issue:43097|issue:43873", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:44117|issue:46701", + "issue:43012|issue:46821", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44936|issue:46365", + "issue:43986|issue:44484", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43208|issue:43550", + "issue:44451|issue:47116" + ], + "prepared_review_unit_hash": "5f420ae1e1ae290f0b1dd842ba5f031fa2bea683e43e0818e9e1f6cfb936dc54", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35723, + "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 broadly heterogeneous; the soft pairs mostly share a subsystem or symptom theme, but not the same concrete underlying bug. I would not merge any of the soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue has to anchor the set, 43502 is the strongest standalone bug: it has a clear user-facing reproduction (`local_files_only=True` still makes network requests) and points to a direct, high-impact loading-path defect.", + "canonical_pr_reason": null, + "best_issue_reason": "43502 is the best representative issue because it is concrete, reproducible, and affects a core pretrained-loading path that many users can hit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Both are v5-era regressions, but one is about a removed config flag (`tie_embeddings_and_encoder_decoder`) and the other is a flash-attention crash on `s_aux=None`; different code paths and fixes." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Both mention utilities, but `sys.modules` access in `modeling_utils` and a small `testing_utils.py` bug are not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import-time slowness and repeated 429 retries in `AutoProcessor.from_pretrained` are unrelated problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: Qwen3_5 infinite loop on a specific image vs SAM memory overflow." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving changes, but the root causes differ: removed tying config vs quantized `sinq` model round-trip breakage." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but one is a native-vs-remote implementation divergence and the other is a `comb.to(...).transpose(...)` bug in deepseek-v4; not the same change." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "A missing `torchvision` dependency crash and a kernels 0.16 compatibility issue are separate dependency problems." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family issues, but one is missing attention projections and the other is a missing config field silently dropped by strict loading." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and quantization offloading are different training/runtime bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "A missing image-processor method and a `torch.split` handling bug in a different GLM component are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling and final-partial-batch masking are separate pipeline bugs." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "A tokenizer `AddedToken` keyword conflict and a `TOKENIZER_MAPPING_NAMES`-is-None assumption are distinct import/tokenizer issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both touch Qwen3/VL variants, but they describe different model-specific defects with different symptoms." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback logic and a DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch bfloat16 warning and a TimesFM `window_size` AttributeError do not share the same bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and likely different removals." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states under FSDP2+PEFT and Liger Kernel not being applied with `model_init` are separate training-stack issues." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but padding calculation and `num_frames` semantics are different bugs." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message and an empty-list `apply_chat_template` crash are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A deepseek-v4 tensor operation bug and an accuracy regression after upgrade are not the same concrete issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but `layer_type_validation` and `HybridCache` are different symbols with different causes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing `set_seed()` in tests and a noisy logging message are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "`trainer.evaluate()` after `trainer.train()` failing and importing `Trainer` only after uninstalling `datasets` are different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A video-model import crash without torchvision and a `max_shard_size` default question are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` not forwarding kwargs and an `auto_docstring` crash under future annotations are separate code paths." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "`local_files_only=True` still making HTTP requests and a missing `embed_tokens.weight` in UMT5Encoder loading are distinct loading bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba `torch.compile` SDPA failure are unrelated model-specific problems." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "ScandiBERT loading failure and a streaming pipeline regression in v5 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": 28, + "review_unit_index": 59, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44734", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:44938|issue:46178", + "issue:44380|issue:46421", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45584|issue:46365", + "issue:43352|issue:43976", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:44038|issue:44230", + "issue:44734|issue:47116", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:43352|issue:44380", + "issue:44077|issue:46365", + "issue:43097|issue:46298", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43012|issue:47276", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485" + ], + "prepared_review_unit_hash": "31940c257f338580e7013742d606d7643e1d2c4d63aa46d9e0b728741e9667a6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge duplicate pair looks like the same underlying bug/change. The items span unrelated areas (Python load failures, backend mapping, model-specific bugs, docs/warnings, and training/runtime regressions), so this cluster should not be merged into a single canonical issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different failure modes: Python 3.14 import/load compatibility vs an invalid BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to cache lazy init causing recompilation with chunked prefill." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2/PEFT optimizer state mismatch during training is a different code path from a streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Qwen3.5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compilation warning is not the same as a Bamba model compile failure under SDPA." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes leaking into imports/dir() is a repo hygiene issue, not a noisy logging bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure is unrelated to inability to save Pipeline objects with save_pretrained()." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type mismatch in v5 is different from an isolated reproduction of another issue." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation error messaging is about task support, while the other is about saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch warning on bfloat16 compilation does not match a tie_word_embeddings warning from LoRA fine-tuning." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure after token alignment is unrelated to importing Trainer conflicting with datasets." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a model is not the same as a Python version compatibility/load failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight on UMT5Encoder is unrelated to the default max shard size in save_pretrained()." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() is a documentation mismatch, not the streaming pipeline runtime regression." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe v5 compatibility and FP8 inference support are distinct model/backend problems." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV cache continuation tensor indexing in transformers serve is a different service path from streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignoring GPT2 attention scaling is unrelated to AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 model breakage is not the same as the deepseek-v4 transpose bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Model support for Flash Attention 2.0 and GPT2 attention scaling under SDPA/FlashAttention are separate issues." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init API restriction is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder is a functional API change, not a noisy logging message." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning one label are unrelated bugs." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration are different import errors." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError in caching_allocator_warmup are unrelated errors." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored is unrelated to degenerate zero loss in single-label classification with num_labels=1." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging under pip install '.[torch]' is unrelated to Trainer import failing because of datasets." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "A PyTorch warning about bfloat16 compilation does not match a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for moe models is different from a Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related test flakiness in SAM HQ is unrelated to a Hugging Face Hub CLI completion attribute error." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2/PEFT optimizer state corruption is a training-distribution bug, not an attention-scaling backend issue." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch is a model implementation bug, not a GLM-5 RoPE implementation discussion." + } + ] + }, + "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": 28, + "review_unit_index": 60, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42831", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44261", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45593", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332" + ], + "soft_pairs": [ + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:43618|issue:44380", + "issue:44625|issue:46365", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:42994|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:44355|issue:46877", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46512", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43992|issue:47317", + "issue:44075|issue:46365", + "issue:43867|issue:46202", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "00c1bdd801f6a40a8f2878fd9627790a725403b8460d68d6ac47f01e23f7c32d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most soft links are broad text-similarity matches across unrelated Transformers bugs (imports, configs, generation, saving, training, CLI, etc.). I found no pairs that clearly represent the same underlying issue or fix, so all soft edges should be rejected.", + "confidence": 0.32, + "canonical_issue_reason": "issue:36683 is the most concrete, actionable bug report in the set and an open item with substantial discussion; it is also one of the few nodes that appears in multiple soft-similarity matches, making it the best available representative even though the cluster is noisy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 has a clear failure mode, explicit error, and enough discussion to serve as the most useful anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision/accuracy complaints, but they concern different model paths and different root causes; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is a chat/completions request validation issue; the other is a Qwen2.5-VL processor batching crash. Different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages; likely unrelated dependency breakages." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP output behavior, but one is missing attentions assignment and the other is hidden_states being None. Similar subsystem, not clearly the same defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for a missing helper and a local_files_only network-request bug are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is about embedding resize propagation and the other about attention-mask semantics; different changes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading failure and a state_dict-sorting load error are distinct loading problems." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different CLIP/GPT2 attention issues and different backends; no shared underlying bug is evident." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A Qwen3.5 config propagation bug and a Trainer import dependency conflict are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Pipeline save failure and AMD quark class update issue are different functionality." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both involve saving, but one is Pipeline.save_pretrained and the other is disk-offloaded Qwen3-VL saving; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and saving Pipeline objects are not the same failure mode." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen config bugs with no concrete shared root cause." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on SAM3 output are unrelated attribute errors." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support gating and D-FINE auxiliary-loss behavior are unrelated issues." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Both mention model/config behavior, but one is a missing config field and the other is an optimizer argument bug." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python import errors and auto_docstring stdout noise are unrelated import-time behaviors." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-compatibility complaints, but they target different Python versions and likely different breakages." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Model loading from sorted state_dict and incorrect saved checkpoint contents are different save/load regressions." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "One is attention-mask construction; the other is stale config.dtype after from_config. Different bugs." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 loading failure and a huggingface_hub CLI completion breakage are unrelated dependency issues." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing config attribute and special_tokens being a list instead of dict are different object-shape bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "A CLIP output-field regression and a Qwen3.5 save_pretrained regression do not share a code path." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing configuration attributes in different model families; no common fix is apparent." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generation UnboundLocalError and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs propagation and variable-length position_ids handling are separate training/inference issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decorator issue for cache updates and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 IndentationError in DebertaV2Model are different parser/import problems." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "Missing embed_tokens.weight during from_pretrained and a PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict load ordering and Gemma pipeline roundtrip failure are different serialization problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a typo in cache strategies are completely 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": 28, + "review_unit_index": 61, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44360", + "issue:44387", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46617", + "issue:46664", + "issue:47000", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:44393|issue:47337", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43867|issue:45375", + "issue:43010|issue:43976", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:43502|issue:44062", + "issue:43525|issue:47317", + "issue:45125|issue:45375", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:42898|issue:46664", + "issue:43723|issue:44556", + "issue:45071|issue:47317", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:43824|issue:46617" + ], + "prepared_review_unit_hash": "f2f474bf04f9aba7a7a36e17bdcf885d52e3fd38a20db0194bffa2f29472f466", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35894, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone issue reports. The only credible duplicate-like pairs are the Qwen3.5-MoE from_pretrained regression and the import-time slowdown report; the rest are too broad or only share a subsystem, not the same concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45125 is the most concrete root-cause report here: it names the exact missing tensor-parallel plan on Qwen3_5MoeForConditionalGeneration and cleanly anchors the broader follow-up report 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "45125 is the strongest global triage target because it is specific, actionable, and tied to a clear code-path failure rather than a vague symptom; 41669 is also concrete, but this one is more precise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-specific from_pretrained failures; same broad symptom, not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder-mask bug and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both touch bbox/detection, but the models, failure modes, and code paths differ." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Only a loose bbox-output similarity; one is a model-output issue, the other is a flaky test." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tensor-parallel loading OOM are different concrete failures." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown; 41669 points at the likely root cause and 44246 reports the user-visible symptom." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model-output field regression vs an init/post_init policy issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different serialization/config problems in different models; no shared code-path shown." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad decoration and Python-version compatibility are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are CI/test flakiness reports, but the failing mechanism is different." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific cache bug; the other is a broad complaint about many models." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Reload/state_dict sorting and visual-encoder key saving are distinct bugs." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import dependency error is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but FP8 save_pretrained and missing _tp_plan are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different model/implementation issues with no shared concrete failure path." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but for different symbols with no evidence of the same underlying breakage." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-MoE from_pretrained regression; 45478 is the broader report and 45125 gives the specific missing-field cause." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-loading/network policy issue vs AddedToken argument collision are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4 config attribute error and PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE config loading, but they concern different missing fields and different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI flakes in different test areas; no shared underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flake vs multimodal model loading failure are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing bug and trust_remote_code cache FileNotFoundError are different problems." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but tokenizer loading and checkpoint reload breakage are not the same concrete issue." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change and video processor frame semantics are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline request bug and GLM-5 RoPE discussion are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Top-level import error for a model class and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:45375", + "accept": false, + "reason": "Import export failure and vision-config serialization bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The accepted duplicate-like pairs are well supported by the titles, and the rejected pairs do not overreach beyond what the packet shows." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 62, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:45850|issue:47110", + "issue:43874|issue:46617", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:46143|issue:46144", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:42757|issue:43576", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44038|issue:45125", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43525|issue:47110" + ], + "prepared_review_unit_hash": "8ec26be0abc40211ffd08082804003e57b4f19e4cc197d241e883349d9103acb", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37741, + "estimated_input_tokens": 9436, + "estimated_eval_tokens": 19128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster; the issues span unrelated regressions, imports, docs, model-loading, and CLI behavior. I used issue 43576 as the closest umbrella representative because it is broad and has inbound references, but none of the soft pairs look like mergeable duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43576 is the broadest, most central-looking report in the set and has inbound references, so it is the best available representative even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "43576 is the least-specific and most referential issue here, making it the best fit for a cluster representative; however, it should not be treated as a true duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI/env-command failure vs changed behavior in AttentionInterface.register; different subsystems and different bugs." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Generic v5 breakage complaint vs a special_tokens key/type error; too broad and not the same code path." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing method in GLM46V image processor vs trust_remote_code cache FileNotFoundError; unrelated failures." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training vs tokenizer loading regression; different functionality." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs slower filtering after upgrade; no shared underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hangs vs documentation confusion about forward arguments; not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but one is about no_grad decoration on cache updates and the other about sync_gpus/_update_model_kwargs ordering; not the same concrete bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "num_frames semantics in a video processor vs missing vision backend error in AutoProcessor; different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only still making requests vs FP8 save_pretrained/moe behavior; unrelated code paths." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they describe different model-loading failures and likely different fixes." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() vs an unrelated issue titled 'racoon'; no overlap." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Runtime UnboundLocalError in generate() vs documentation confusion; not a duplicate." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression vs a specific Llama 3.2 90B Vision Instruct loading breakage; different model/loading failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Saving FP8 moe weights vs inference support for Qwen3-VL/Qwen3.5 moe; different goals and code paths." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Import errors for different symbols (AutoImageProcessor vs PreTrainedModel); unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "kwargs propagation through RoFormer methods vs attention implementation not using the attention interface; related area, but not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage vs unrelated 'racoon' issue; no shared bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking regression; different problems." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken transformers env command vs PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI vs missing Qwen2_5_VLForConditionalGeneration import; different failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import regression vs transformers env command breakage; different packages and bugs." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion vs ImportError for layer_type_validation; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Broad Qwen3-VL-Moe breakage vs missing _tp_plan for tensor parallelism; same family, but not the same underlying bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs docs mentioning return_all_scores; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error vs trust_remote_code cache FileNotFoundError; different code paths." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import error vs loading a trust_remote_code model from cache; not the same failure." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs a DSA indexer/ReLU discussion; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support vs asking for a weight conversion script; different requests." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field dropped by @strict vs special_tokens list/keys error; different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a generic 'v5 breaks too many models' complaint; too broad to be the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation vs unrelated 'racoon' issue; no overlap." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful connection between the two titles; unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config pad_token_id missing vs special_tokens list/key error; different model/config 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": 28, + "review_unit_index": 63, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43352|issue:44961", + "issue:43673|issue:44492", + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44485|issue:46664", + "issue:45381|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44466|issue:44556", + "issue:44393|issue:45071", + "issue:43572|issue:45850", + "issue:44077|issue:44861", + "issue:43576|issue:44556", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44492|issue:45850", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44295|issue:45230", + "issue:42890|issue:44908", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44704|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:41669|issue:44351", + "issue:44655|issue:44861", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172" + ], + "prepared_review_unit_hash": "89ff4ab13502a85d7d45037495ae5ae46906456abe4ded651fb2093dd6d97e07", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38628, + "estimated_input_tokens": 9657, + "estimated_eval_tokens": 19570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of similarly worded but unrelated Transformers issues. The overlap is driven by shared keywords like v5, import/loading, cache, tokenizer, and model families, not the same underlying bug or change. No soft edge looks safe to merge, and there are no PRs here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention support vs an unrelated placeholder issue; no shared bug path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache missing in chunked_prefill is unrelated to a typo in cache strategy docs/name." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel not applied in model_init and FP8 inference on B200 are different problems." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict loading failure vs special_tokens being a list; different code paths." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading issue vs TensorBoard/TensorFlow backend mismatch; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files vs a generic bug report; no concrete match." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM num_frames inconsistency; different models and failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior vs unsafe sys.modules access; related theme only, not same defect." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both mention import/lazy loading, but one is import-star performance and the other a cache/missing-cache bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4 pad_token_id AttributeError is not the same as a broad 'v5 breaks too many models' regression report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3/VL reports, but one is bbox output error and the other an infinite loop on a specific image." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Serialization of lm_head.weight differs from a checkpoint reload regression; save/load bugs are distinct here." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as a generic v5 breakage umbrella issue." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy change vs _get_tied_weight_keys crashing on list; different issues." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage is unrelated to checkpoint reload failure." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings warning is unrelated to a cache-strategy typo." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 regressions vs a CLI test failure from a huggingface_hub API change; not same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import/loading, but one is intermittent slowness and the other says lazy loading is broken; too broad to merge." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache strategy typo vs broad v5 breakage report; no concrete overlap." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker warning is unrelated to Liger Kernel application." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance issue vs failure to import Qwen3_5ForCausalLM; same area, different bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to a generic bug report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression is unrelated to a Qwen3-VL hallucination/error." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo is unrelated to SequenceFeatureExtractor.pad performance conversion behavior." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is unrelated to a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage and scheduler kwargs are different subsystems." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env breakage and shell command allowlist bypass are distinct issues, one is a security bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking breakage; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown vs cannot import HybridCache; similar import theme only." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is unrelated to tied-weight key extraction crashing." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support issue is unrelated to missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward doc confusion is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version incompatibility and shell allowlist bypass are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating issue and comb.to(...).transpose(...) bug are different concrete failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 64, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43576|issue:44273", + "issue:45468|issue:46894", + "issue:43298|issue:46095", + "issue:43519|issue:44485", + "issue:43976|issue:47177", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:44861|issue:47110", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:42913|issue:43066", + "issue:43606|issue:45468", + "issue:43519|issue:44623", + "issue:45850|issue:46218", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44230|issue:44623", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:28348|issue:43352", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515" + ], + "prepared_review_unit_hash": "b959f8d14c25ec875b02699b270abc1150cf0095419ec23d83de7e3f8bb07042", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40777, + "estimated_input_tokens": 10195, + "estimated_eval_tokens": 20646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issue reports with a few superficial thematic overlaps (tokenizer v5, import errors, flash-attention, processors), but no soft pair clearly describes the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the most concrete and actionable report: it names a specific model family, version threshold, and failure mode for from_pretrained, making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single issue to anchor the cluster because it is specific, reproducible, and scoped to a clear regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processors and different defects: timestamp calculation vs video padding calculation." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "One is model_init not applying Liger Kernel; the other is flash_attention_3 training degeneration. Different code paths." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to a shell-command allowlist bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report does not establish the same underlying from_pretrained/Qwen3.5 MoE error." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy loading are different subsystems and failure modes." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 positional encoding and CohereASR training-loss shift bug are different model bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeekV4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp bug and RoPE implementation bug are different model components." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python support regression is unrelated to a tar/zip slip RCE." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated features." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation issue is unrelated to archive extraction RCE." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 model loading breakage are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5ForCausalLM import are different failures." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star slowdown and VRAM leak are distinct issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific algorithm bugs with no shared code path evident." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage and a security archive write issue are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad version regression and shell operator allowlist bypass are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE logic." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and VRAM leak are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights helper crash and special_tokens dict/list error are different attribute failures." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to archive extraction RCE." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and timestamp calculation are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but the described failures are not concretely the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug and missing save_pretrained files are different issues." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General v5 breakage and missing module import are not the same underlying problem." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in a DSA indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different crash sites: tied weight key handling vs CLI completion compatibility." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak and a testing_utils bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Missing Flash Attention 2.0 support and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different causes." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2LMHeadModel support request is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight helper crash and chat template tool-call crash are different code paths." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated issue titled Unemployment are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No meaningful relation between the two issues." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No meaningful relation between the two issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing files on save_pretrained are different concerns." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Bart generate() UnboundLocalError and slow from_pretrained checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow cleanup/reporting on failure and checkpoint loading slowness 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": 28, + "review_unit_index": 65, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "dd9fe5df7779b094972424ec371f26e138598de00649b02ea5608b5a2d4663c8", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011341, + "estimated_input_tokens": 252836, + "estimated_eval_tokens": 505928 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 15, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not duplicate reports of one bug; they span unrelated models, docs, config typing, and training/inference issues. The strongest candidate for a representative issue is the high-activity, broad bug report #43240, but there is no coherent canonical duplicate cluster here.", + "confidence": 0.87, + "canonical_issue_reason": "#43240 is the broadest and most actionable issue in the set (clear bug report, inbound references, concrete code-path impact). That said, the surrounding issues are largely unrelated, so it is only a pragmatic representative, not a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "#43240 has the clearest bug framing and highest apparent downstream interest, so it is the best single issue to represent the cluster if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown in from_pretrained is unrelated to tensor-parallel training failures; different code paths and symptoms." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Model loading performance is not the same as documentation confusion about forward arguments." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to fp8 inference support for Qwen VL/MoE models." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different architecture-specific issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in a config class is not the same as tokenizer regex warning regressions." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value in Mask2Former and missing kwargs in loss calculation are distinct bugs in different parts of the training stack." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs plumbing and RoFormer attention interface implementation are unrelated code-path problems." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss argument handling does not match tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and failure modes; no evidence they are the same underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A segmentation-model ignore_value bug is unrelated to a documentation/typo issue in quantization naming." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config type-hint correction and a quantization typo are separate documentation/metadata fixes." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss computation and an incorrect config type hint are different issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm vs RMSNorm is not the same as a type-hint bug in ModernBERTConfig." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT config typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 28, + "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": "8262141b0f891f226146a14a60fadcbfda145badf48c444ac6ae7e923703bcbb", + "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 three issues are about unrelated feature requests: truncation direction in tokenization, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. The cluster does not look like a duplicate set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: token truncation strategy vs Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "No shared underlying bug or feature: truncation-from-beginning option vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated feature requests in different components: LR plateau scheduling vs audio token timing offsets." + } + ] + }, + "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": 28, + "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": "26b9ec8fa72cadfe71797ae701aac514c90ad14daa49285b56df779c09ec70c8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "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 appear to be about different problems: TAPAS tokenization mismatch, a private-model download/auth error message, and a generic BERT model loading failure. I do not see a single underlying bug tying them together.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the three reports describe distinct symptoms and likely different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the broadest and most user-facing model-load report, so it is the best representative if one must be chosen, but it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "TAPAS tokenization behavior is a different problem from a generic \"can't load bert-base-uncased\" model-loading failure; no same underlying bug is evident." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One issue is specifically about private-model download/auth error messaging, while the other is a generic public model load failure; they do not look like the same bug or fix." + } + ] + }, + "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": 28, + "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-19631-2", + "nodes": [ + "issue:19631", + "issue:22372" + ], + "soft_pairs": [ + "issue:19631|issue:22372" + ], + "prepared_review_unit_hash": "598d462a2adcd9e6b5fcd226a0f8d8679b886c2280b951501b1970e816512c59", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both feature requests to add different restoration/super-resolution models, but they are not the same underlying request: one asks for EDSR/MDSR and the other for Restormer. The soft similarity is only at the broad \u201cadd a model\u201d level, so they should not be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #19631 is a reasonable cluster representative because it is older and has more discussion, but it is not a duplicate of #22372.", + "canonical_pr_reason": null, + "best_issue_reason": "#19631 is the better issue representative for this cluster due to higher discussion activity and earlier creation date, though it addresses a different model request than #22372.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Reject: EDSR/MDSR and Restormer are different model-family requests with different expected implementations and use cases. They share only a broad \u201cadd model\u201d theme, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 28, + "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": "4136318d1e038f26fda077a7b3db8ee8da3ea7b24bd1c18f6c14a13e2020a4f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for Flash Attention 2 support across more architectures, while the other asks for GGUF support across more architectures. They share the same community-contribution framing, but the requested changes are different feature areas and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the two issues describe separate enhancement requests with different targets (Flash Attention 2 vs GGUF), so they should not be merged as one underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication; both are distinct feature requests and neither is a duplicate of the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: the titles and bodies point to different enhancements and different implementation areas, 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": 6, + "component_count": 28, + "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-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "issue:27088|issue:38435", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "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:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "160ea7fae98d3c76a6257efd59821dbea6a5d4d11faa11bc465e830b97e69f99", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18658, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18658, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly language-specific i18n translation requests plus several near-duplicate generic/template or spam-like issues. The similarities look driven by shared issue templates rather than the same underlying translation task, so I would not merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #38435 is the clearest concrete example in the set: it names a specific language (Romanian) and looks like a normal translation request, unlike the placeholder/gibberish items.", + "canonical_pr_reason": null, + "best_issue_reason": "#38435 is the best representative issue because it is specific, intelligible, and complete enough to stand in for the cluster\u2019s translation-request pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same broad i18n-docs template, but different issue instances with no evidence they request the same language/change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Title/body similarity is template-level only; no sign these are the same concrete translation task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Shared placeholder/template wording, but not the same underlying language-specific request." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Looks like another template-like or malformed translation request, not clearly the same task as Turkish." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian are distinct translation requests, so these are not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder issue; similarity is only from the template." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish), so they are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "No evidence these refer to the same concrete translation change; titles are only superficially similar." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian docs translations are distinct tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Template overlap only; no shared concrete bug/change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not the same underlying task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Same template family, but no evidence of the same language or change." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Placeholder/template issue is not the same as the concrete Romanian translation request." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Likely malformed/template content, but not clearly the same translation request as Romanian." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Gibberish/foreign-language text suggests a different issue instance, not the same Romanian request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look like templated i18n requests, but there is no evidence they target the same language or edit." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical-looking template text is not enough to treat them as the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Template similarity only; no concrete shared translation task is visible." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different issue instances with template-like content; not enough to conclude duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Malformed/non-English title does not establish the same underlying request as the placeholder issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template text, but no concrete evidence they are the same translation request." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Looks like similar templated translation noise rather than the same task." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No shared explicit target or code-path; only template resemblance." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different issue content; similarity is not strong enough to merge as duplicates." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Template-level similarity only; not the same concrete underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "No evidence of identical translation task; titles are only superficially alike." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Malformed title/content does not indicate the same issue as the generic template one." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both look noisy and i18n-related, but they do not clearly describe the same change." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Shared templated wording is not enough to conclude the same underlying translation task." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No concrete shared language/change; only broad template similarity." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different issue instances with only template-level overlap." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both titles are garbled, but there is no reliable evidence they refer to the same actual request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Two different non-English/garbled titles; not enough to treat as the same change." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "No clear shared underlying translation task beyond noisy text similarity." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Distinct malformed titles with no concrete evidence of duplication." + } + ] + }, + "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": 28, + "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-36718-22", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:42954|issue:45177", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "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:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "7b939a86c7d20a80d1020b8bfc94d40e505d0bfe362f7333c6d754b36ea159c9", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31686, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31686, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 + }, + "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: it\u2019s a loose collection of unrelated model-request issues that all share the generic pattern \u201cadd support for X.\u201d The soft links look title-driven, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue:41115 is the most generic representative title, but it is still just one specific model request and should not be treated as a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:41115 is the broadest representative request in the set, but the cluster is too heterogeneous to collapse onto it as a true duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint tasks, but one is a matcher and the other adds a detector+matcher; scope and change are different." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs. MiniCPM3 model architecture request; unrelated model families and code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models entirely: EuroBert config support vs. DEIMv2 model addition." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS are different model requests with no shared underlying fix." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model families; this is just the generic 'add a model' pattern." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config support vs. XiaoMi MiMo; unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different model additions, not the same code change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR model support vs. LFM2.5 Audio support; different modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition vs. weight-sparse transformer request; different underlying work." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model support and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target different model families and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models and different feature requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support vs. OpenAI weight-sparse transformer support; not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT vs. LLMDet; different architectures and support paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions, not a duplicate request." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture support are different models and different changes." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet vs. Qwen3-ASR; unrelated model families." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are different requests with no shared code path." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet support vs. ModernVBERT models; different model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer support are different model/code changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 model addition and Qwen3-TTS support are different underlying requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs. Qwen3-ASR support; different models and code paths." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS are unrelated support requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS support are different feature requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs. BERT-like models with RoPE; same broad area, but not the same underlying change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "RoPE-enabled BERT-like models and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and Mirko Privitera are not the same underlying issue." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are unrelated model additions." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet support and XiaoMi MiMo support are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and XiaoMi MiMo are separate requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different models with different implementation paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but they are different capabilities and not one duplicate change." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 support are different TTS models, not the same request." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs. weight-sparse transformer support; different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support and LFM2.5 Audio 1.5B are both audio-related, but they are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model/architecture requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR model support vs. weight-sparse transformer support are not the same change." + }, + { + "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": "Audio model support vs. Granite SWA+sink option; different underlying changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request and EUPE are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support and Voxtral TTS support are separate model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different speech models and not a single duplicate change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet and Voxtral TTS are different models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different tasks and models." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct model requests from different authors and models." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are not the same underlying issue." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated requests." + } + ] + }, + "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": 28, + "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": "83238dde7d7a7be304b57c0edd5690a78dee95f1aa1ecc13ee01f770db818742", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a documentation request about adding Pruna as an optimization framework, while the other is a technical vision RoPE refactor. They target different areas and different kinds of work.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46443 is the better canonical issue because it is the substantive engineering change; #38740 is a separate documentation request and not the same underlying task.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the best issue to represent the cluster since it describes a concrete code refactor, whereas #38740 is a standalone docs enhancement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different scope and intent: #38740 is a docs-only framework addition request, while #46443 is a vision model RoPE refactor. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 28, + "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": "c9ed6288649abe9a5e25c3425504fc6b35bac4e8823e94cdf493331bd9ed521f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1478, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1478, + "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 issues are unrelated: one is about block decoding behavior, the other about DeepSeek v3.2 model support. There is no evidence they describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues cover different problem domains and do not share targets, files, or a common fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative for the other; they are not duplicates and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Set Block Decoding", + "right": "DeepSeek v3.2 support", + "accept": false, + "reason": "Different topics and likely different code paths; block decoding behavior is not the same change as adding support for a specific model version." + } + ] + }, + "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": 28, + "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": "21a3c35445efb76345282dc982ca8be1db23baf7d0f68dc1291baccd9448d10b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different feature requests in different code paths: one adds a `from_pretrained()` flag for FLCE/Liger fused logits loss, the other requests TiledMLP integration for lower memory usage. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue stands out because the topics are distinct; if forced, #41306 is the more concrete and narrowly scoped request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: #41306 is about exposing a `from_pretrained()` flag for fused logits loss behavior, while #41826 is about integrating TiledMLP for memory reduction. They do not share a concrete bug or implementation path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 28, + "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": "25825ecc59e597a3a711b5b7c57c2991c8cf41f3e5719a09a36270c4dc1e357d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (custom Trainer behavior), but they describe different problems: unused-column removal customizability vs FLOPS estimation for custom trainers.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the broader, more central Trainer customizability concern; 43600 is a narrower FLOPS-estimation use case and not a duplicate of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs/changes: one is about `remove_unused_column` behavior in Trainer, the other is about how FLOPS are estimated for custom trainers. They share the Trainer subsystem but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 28, + "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": "30b343ee1b02f3df49ab7af96b1568f10fb3b239e37c19ce4bd5bdd2969a859f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are related at a high level (both ask for new AutoModel support for Qwen variants), but they target different model families and different heads/tasks: Qwen3-Omni registration for base/conditional generation versus Qwen3.5 sequence classification support. They should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #43684 is the broader, more representative request around adding AutoModel registration support for a Qwen model family.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 best captures the generic AutoModel registration gap; #44405 is a separate, task-specific extension for sequence classification on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. Same broad subsystem, but not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 28, + "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": "7b1006f6692fbe9ca2cd77586dfb3f2c93fdea1f753df9fa521f1b039a9742ee", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three 'huggingface ' issues look like a likely duplicate cluster based on matching titles and sparse metadata, but the evidence is not strong enough to treat them as confirmed identical reports. issue:43835 appears unrelated. I would use issue:43845 as the canonical issue because it is the earliest created among the likely-duplicate huggingface set.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43845 is the earliest created among the likely-duplicate 'huggingface ' issues (43845, 43846, 43859), so it is the best canonical representative for that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best global issue candidate because it is the earliest of the likely-duplicate 'huggingface ' reports and serves as the most natural representative for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "The titles are different and there is no shared target, file, or body detail tying this to the huggingface reports, so it does not look like the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only a generic soft-similarity signal is present; the available metadata does not show the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no corroborating details, so this is not enough to conclude the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "These likely refer to the same topic, but the packet only shows matching titles and sparse metadata, which is not enough to confirm the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the evidence is still too thin to confirm identity; 43859 also differs in body length and discussion activity, so treat as likely related rather than a confirmed duplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Matching titles suggest possible duplication, but there is not enough concrete overlap in body or issue references to safely merge them as the same report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is plausible, but the writeup overstates the evidence. The packet only shows the three 'huggingface ' issues share the same title and sparse metadata; it does not establish that they are identical, and 43859 also differs in body length and discussion activity. Please soften the language from 'identical'/'same report' to 'likely duplicate' or 'appears related', and make the canonical reason explicitly based on earliest created among the likely-duplicate set rather than on confirmed identity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 28, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "5d6813242efd96e59eb428d93a096ecf145f9371ac6d01cd78d8ec171bb36141", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No convincing duplicate cluster here: the items are mostly spam/placeholder issues and a few unrelated generic titles. I would not merge any pair as the same underlying issue.", + "confidence": 0.3, + "canonical_issue_reason": "Issue 47036 is the most substantive and least spam-like title, so it is the best available anchor if a canonical issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47036 is the clearest actionable item in an otherwise low-signal group; the rest look like spam or unrelated generic posts.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both look like spam placeholders, but there is no evidence they describe the same concrete bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both look like spam placeholders, but not enough to establish a shared underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a generic documentation suggestion; they do not appear to be the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus community benchmark tip; unrelated titles with no shared concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an unrelated Google LLC mention; no shared bug/change is evident." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; no concrete duplicate signal." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but identical low-content titles are not enough to safely treat them as the same issue." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; unrelated and not the same bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an unrelated brand-checkout title; no shared issue is apparent." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; no evidence of the same underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated Google LLC mention; not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 28, + "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": "68af0b8157b045884d3730eddf4e10e0a68d35cc4a3cb2b57d9e916550345c17", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and highly similar content, so they appear to be duplicates of the same energy-optimization proposal. Issue 45145 is the better canonical candidate because it already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "issue:45145 has the same title as the other issue and slightly stronger linkage via an inbound reference, making it the best duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best issue to keep as the representative because it appears identical in scope and already has more prior attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and near-identical issue content; these look like duplicate reports of the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdict is grounded in the packet: both issues have the same title, the pair has soft-similarity evidence, and issue 45145 has the inbound reference that makes it a reasonable canonical choice. The summary stays mostly conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 28, + "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": 17, + "component_count": 28, + "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": "23d5f4d95f76e009906944143d9278940ab92b3dce3792fdbe720ea4483698ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated personal-name/date entries and do not appear to report the same underlying problem, so the soft duplicate signal should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates with no shared bug report details, targets, or discussion; these look like unrelated issues rather than duplicates." + } + ] + }, + "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": 28, + "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": "4cc489482009af75a7172fb558f444d341c9ce99ebef2675277cbba85e4e878f", + "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": "Two closed issues with unrelated person/date titles and no bodies, links, or shared context. They do not look like duplicates of the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate; if forced, issue #45764 is only marginally earlier, but both appear to be unrelated noise rather than real report content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in format; the names and dates differ and there is no evidence of the same bug, request, 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": 19, + "component_count": 28, + "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": "a52aab79c9c56fd4077c046bd20d9d1e9900aff4296e347d7e21ee493c088da2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. No duplicate or same-underlying-bug signal is present.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the more specific, self-contained feature request; 46295 is a separate broad training-capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requested changes and different code paths: model-class addition versus FP8 training support. They do not look like the same underlying bug or feature." + } + ] + }, + "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": 28, + "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": "e8b6149cf95446dc64b6f9aa4af6e253bfcea9bb2cd3490310466718c83c46e7", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is only thematically related (financial data) but appears to describe a different dataset listing, not the same underlying request as the example/service issues.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is the best canonical issue for its duplicate pair: it is the earliest of the two identical \"Example: Financial time series prediction with DataForge\" reports and can stand in for that exact report.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest overall issue representative because it is an exact duplicate with the cleanest, most generic title; the other matching pair (45872/45873) is a separate topic, and 45869 is only loosely related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same financial-data theme, but one is a dataset bundle and the other is an example/prediction issue; not the same underlying report." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related domain wording, but the dataset listing and the example issue describe different artifacts and requests." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching metadata strongly indicate the same issue duplicated." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is a prediction example and the other adds a scraping service; these are different issues." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: overlapping keywords, but different concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The reports describe different deliverables despite sharing the DataForge/financial time series theme." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different issue scopes; not the same underlying bug/request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching metadata strongly suggest a duplicate issue pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet: 45870/45871 and 45872/45873 are supported duplicate pairs by identical titles and matching body lengths, while 45869 is only loosely related by theme. The soft-edge rejections are conservative and the one accepted pair is well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "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": "1cd47c0baa8ae20c086fdac312cb2fc10b50e9c1b7d15bde070f87dd46c9e65d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static cache behavior around linear-attention/Qwen3.5, but the reported failures differ enough that I would not merge them without more evidence of a shared root cause.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more generally: `early_initialization` corrupting linear-attention layers and producing shape/runtime failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster because it names the core static-cache/linear-attention bug rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but one reports shape corruption during `early_initialization` while the other reports a `KeyError: 'linear_attention'` in Qwen3.5. These look like related symptoms, not clearly 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": 28, + "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": "b047768e814ab3b6764da1213f5b2cdaa621fa5cd8e602dcc4594358bb09f7df", + "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 are near-exact duplicates: same title, same likely body, and the only meaningful difference is that one is closed and the other remains open. They describe the same Wav2Vec2CTCTokenizer v5 special-token regression.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is open, has inbound references, and appears to be the active tracker for the same bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue candidate overall since it is the active duplicate target for the same concrete tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described regression; these are clearly the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet shows identical titles, equal body lengths, and soft-similarity evidence with issue 46552 open and having inbound references. The canonical-choice reasoning is conservative enough. No mergeability concerns here since this is an issue pair, not PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "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": "7967857c75afd01fea6081a25b73e09125b09f16e324f35a04da3fd3de8dc813", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different training failures: a tensor-shape mismatch versus an out-of-memory condition during later epochs. They may both occur while training detection models, but they do not look like the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46657 is the more concrete bug report, centered on a specific tensor size mismatch; 46692 describes a distinct OOM symptom and should not be merged with it.", + "canonical_pr_reason": null, + "best_issue_reason": "46657 is the better representative issue because it identifies a clear code-path failure rather than a general training resource problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes and likely different root causes: shape mismatch vs memory exhaustion. Shared training context is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 28, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "82b187484b94bef9a9c1c067b30e8ff0c01bd3b17cfb5e0102ba8d2e76f3d7b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about ZeRO-3 zero.Init failing to partition a composite multimodal submodule and causing OOM, while the other is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising a ValueError.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the more precise bug report to keep as the representative issue, but it is not a duplicate of 46823; 46823 is a separate loading/dispatch bug with different conditions and failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different code paths and failure modes: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. They do not appear to be 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": 25, + "component_count": 28, + "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-46906-19", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309", + "issue:47377" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47309", + "issue:47279|issue:47377", + "issue:47309|issue:47377", + "issue:47182|issue:47309", + "issue:47227|issue:47309" + ], + "prepared_review_unit_hash": "07bfeaf95d0def0a0c46591f9fc5885c52133faee088ef9c036f5b9d11edc273", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 59, + "serialized_chars": 31859, + "estimated_input_tokens": 7965, + "estimated_eval_tokens": 16186 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 59, + "serialized_chars": 31859, + "estimated_input_tokens": 7965, + "estimated_eval_tokens": 16186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like a series of same-template daily triage issues, not duplicate reports of one underlying bug. The date in each title indicates a separate integration-failure triage thread, so the soft duplicates should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "No true duplicate cluster is present; the issues are separate dated triage threads. If a representative is needed, it should be the current open thread rather than a closed one.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47377 is the latest open triage issue and has inbound references, so it is the most useful single representative of the series.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template and subsystem, but different dates imply separate daily triage threads, not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Different triage dates; no evidence they report one shared bug beyond the recurring title." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These are date-specific triage issues, not duplicate bug reports." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Separate daily triage thread; the date change indicates a new report." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same recurring triage series, but not the same incident." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Different days of triage; no concrete shared bug is shown." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same pattern, but each issue is a distinct dated triage entry." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Recurring title alone is insufficient to merge these as duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "They appear to be separate daily triage logs, not one bug." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different triage date; no sign of identical root cause." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same subsystem, but not the same concrete issue instance." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No evidence of a single underlying failure being tracked across both." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Distinct dated triage issues; should stay separate." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different days and likely different failure snapshots." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring triage label only; not enough to treat as duplicates." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Separate daily triage threads, not one duplicated report." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "The date indicates a new triage event, not the same bug." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "No concrete shared code-path problem is evidenced here." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Different day, different triage issue." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Recurring title only; not a duplicate incident." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "These appear to be separate integration triage posts." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same broad theme, but not the same underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Different daily triage threads with no shared concrete fix target." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Date-specific triage issues; keep distinct." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "No evidence these are the same incident or bug." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring title pattern, but a different report date." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Separate triage days; not duplicate reports." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Nothing indicates a single underlying issue across both." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Distinct date-based triage entries." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same subsystem labeling, but separate daily threads." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "No concrete evidence of one bug spanning both issues." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Different days of triage, so not duplicates." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "The titles suggest recurring triage, not the same defect." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Separate dated triage issues; the similarity is templated, not substantive." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Different triage dates indicate different reports." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "No shared concrete failure description is available." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "These are daily triage threads, not one bug report." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Different dates and likely different integration snapshots." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Recurring title only; separate issue instances." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Date differs, so this is a distinct triage thread." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "No evidence they track the same root cause." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Different day, different triage issue." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "The shared prefix is templated; the reports are separate." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Not the same underlying bug; just another daily triage post." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Separate dated triage issues with no concrete overlap shown." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Different daily integration-failure triage thread." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "The date difference suggests a new report, not a duplicate." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Same subsystem label only; not enough to merge." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Distinct triage issues on different days." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "These are consecutive daily triage entries, not one duplicate bug." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "No evidence of identical code-path failure." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Different dated triage threads; keep separate." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Recurring title pattern only, not same issue." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Separate daily triage issues, not a single defect." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "No concrete shared bug description is present." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Different report dates imply different incidents." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Same template, but distinct daily triage issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 28, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "00ee23d0375ccc37502679ab0db6badb6362b8640626a528953f42717e731fb5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues have the same title and very similar bodies, so they appear to be duplicate reports for the same requested feature: RWKV7 model support.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 is the earlier report and is a clean representative for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46983 is the best single issue to keep because it is the earliest instance of the same request and there is no evidence of a distinct problem between the two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, highly similar content, and no signals of different scope; these look like duplicate reports of the same feature request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both items are closed issues with the same title, close creation times, similar body sizes, and a strong soft-similarity signal. The duplicate-style verdict is conservative enough, and there is no evidence in the packet of a distinct scope difference." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "9b23c4ebdb5265663e466885b56bb021c0b937d7617a7641c1b719e9d023eabc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issues with very similar AI/cybersecurity article-style titles, but they do not appear to describe the same concrete bug, change, or request. They look more like separate submissions on the same broad topic than duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 47015 is the broader, cleaner title and reads like the more general representative of the topic cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the best issue representative because its title is more general and self-contained, making it the better canonical label for this cluster if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "High topical overlap, but the titles suggest distinct writeups rather than the same underlying issue or change. No shared concrete target, code path, or explicit linkage supports treating them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 28, + "component_count": 28, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "c7a402b541c9c8e0010ea7d63b965cd5a865e6c57e14b99e334ccd0d6da60577", + "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": "The two issues are effectively duplicates: identical titles, matching body length, and near-simultaneous creation point to the same underlying bug report.", + "confidence": 0.99, + "canonical_issue_reason": "issue:47138 is the better canonical issue because it was created slightly earlier and has more inbound references, while the content is identical to issue:47139.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47138 is the best issue candidate since it is the earliest and most referenced of the two identical reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Accept: these look like the same issue report. The titles are identical and the available metadata suggests the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the two issues have identical titles, identical body length, near-simultaneous creation, and a soft-similarity score of 1.0. Using issue:47138 as canonical is also supported by its slightly earlier timestamp and higher inbound references. The soft-edge verdict is appropriately conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-73", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46395", + "pull_request:46509", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + 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different changes." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47336", + "accept": false, + "reason": "One is generation docs, the other is model offloading/save_pretrained behavior; unrelated." + }, + { + "left": "pull_request:47304", + "right": "pull_request:47367", + "accept": false, + "reason": "Unrelated docs topics: MPS graph cache versus pipeline device placement." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors feature work versus generation docs; no shared code path." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Both are new model support PRs, but for distinct models and modalities; not duplicates." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47301", + "accept": false, + "reason": "Model support versus docs-only generation feature notes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model additions with separate architectures and files." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Both are large model additions, but for different models; 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not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Model addition and Quark config changes are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", + "accept": false, + "reason": "Exporter compatibility fixes versus image loading/model failures on MI450; different code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Exporter fixes versus AMD Quark config changes; no shared underlying bug." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Exporter fixes and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "New model addition versus Neuron experiment scripts; different artifacts and goals." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47298", + "accept": false, + "reason": "OpenVINO exporter work and MI450 image-loading fixes are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "Different exporter/backend work versus Neuron experiments; not the same change." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Exporter fixes versus model addition; no common underlying bug or change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "Different features entirely: exporter infrastructure versus new model support." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Exporter fixes and paged-attention test updates are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47163", + "accept": false, + "reason": "Different areas and different concrete fixes; not duplicates." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47298", + "accept": false, + "reason": "Model support versus MI450 failure fixes; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47298", + "accept": false, + "reason": "Both are test-oriented, but they address different subsystems and failures." + } + ] + }, + "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": 32, + "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": "3d711e92f89b64ae92aef7386cd0be474023b1d557697958c7f5774a0c35d201", + "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 pull requests are unrelated: one adds covariate forecasting support to TimesFM, while the other adds image-classification support for DINOv3ViT. They do not appear to fix the same bug or implement the same change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and unrelated code paths, so there is no duplicate representative within this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the more focused and self-contained change, but it is not a duplicate of #40755; it is simply the cleaner representative if one PR must be surfaced.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes in different model families: TimesFM covariate forecasting vs DINOv3 image-classification support. They are not the same concrete bug or feature and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 32, + "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": 32, + "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": "e896fadfb977e144ac1e6897fb1439d3dd3d53c37c1afd8cf0619c496761e1e8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions maintenance updates, but they target different actions and different failure modes: #42975 is a Node 24 compatibility sweep for checkout/cache/upload-artifact, while #42976 upgrades docker/build-push-action v5\u2192v6 in Docker image workflows. They are related in theme, not the same change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the broader and more specific umbrella change, updating multiple workflow actions for Node 24 compatibility across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster because it covers the wider cross-workflow GitHub Actions compatibility update rather than a narrower single-action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they modify different actions and different job paths; one addresses Node 24 compatibility for checkout/cache/upload-artifact, the other bumps docker/build-push-action. They would not plausibly merge into a single duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "88d73d7e67f1946b266b81f7561287630454334700ca60154e87644549d79d0d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are independent model-addition PRs with overlapping registry/docs files, but they implement different models (ViT NEPA, Molmo, CTSM, Step3p7). The soft similarities are broad subsystem overlap, not duplicate changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR exists in this set; if one must be chosen as the representative PR, 46562 is the most substantial and reviewed model-addition patch, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the best representative of the cluster only in the sense of being the broadest and most mature PR, but it should not be merged with the others because it targets a different model and code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared auto-registration and docs paths are expected for new model PRs, not evidence of the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and implementations: ViT NEPA vs CTSM. Overlap is limited to generic Transformers registry/docs files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions with distinct configs, processors, and modeling code; only broad infrastructure files overlap." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model additions with different modeling and processing stacks. Shared auto/docs edits do not indicate the same code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 32, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "d8b57c99cd545d15a5de67d1198d6aab33e5ff28003810e4abd826b8470bbaac", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs in this cluster are unrelated despite superficial similarity. The only strong duplicate relationship is the YOLOS pair, where both PRs address the same device-mismatch issue in the same file and target the same issue.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best representative because it contains the more complete YOLOS fix: it keeps the split-module adjustment and also moves the mid-position embeddings to the model device, directly addressing the same device-mismatch bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest standalone PR in the cluster for duplicate triage because it clearly matches the YOLOS issue target and appears to subsume the narrower YOLOS change in 46886.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-oriented fixes, but they touch different models and different test failures; not the same underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/tests vs FP8 dequant/model-loading changes are unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test changes and watermarking/generation fixes are unrelated." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tests and YOLOS device placement are different bugs in different subsystems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Different model test fixes with no shared concrete bug; only broad test-failure similarity." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test patches do not match the FP8 dequant/runtime fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different model tests vs generation config/runtime fix; not mergeable as one bug fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Model test updates and YOLOS runtime device mismatch are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/loading changes and Phimoe CI integration fixes address different failure modes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These fix different framework areas: FP8 dequantization vs generation/watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared underlying bug; FP8 kernel/loading changes are unrelated to YOLOS device-map handling." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation and Phimoe CI/device-memory test setup are different issues." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking config validation and YOLOS device mismatch are unrelated." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe integration CI adjustments do not fix the YOLOS device-mismatch code path." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device-mismatch issue, share the same model file, and the later PR 46922 includes the earlier split-module fix plus the actual device placement correction." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are well grounded in the packet. The YOLOS pair is the only clearly supported duplicate, and the rejection of the other soft pairs stays conservative given the lack of shared files or explicit issue targets. The summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "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": "61058319d3504b8fd580fd4f05133df351bf08f2ef26bdd82bdebe6874e12d6b", + "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 pull requests are unrelated \"don't merge\"/test or workflow experiments, not duplicates of the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true canonical duplicate here; the cluster mixes unrelated changes to setup/test scaffolding and CI/workflow behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the broadest of the three and touches multiple CI/testing files, but it still does not represent the same fix as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 adds pytest-random-order and tweaks setup/test files, while 46747 changes the security-gate workflow trigger from pull_request_target to pull_request." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only superficial overlap in test-related files; 43488 is about dependency/version/test setup, while 43532 is about CI comment/scheduling workflow behavior and testing utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both involve CI/workflow files, but they modify different workflows for 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": 8, + "component_count": 32, + "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": "e5ee07b21eefdd4d69514a7f559efc563808b55d83c576c22d637cf9e499d7bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related segmentation-pipeline feature PRs, but they target different concrete capabilities and model paths: concept segmentation vs visual segmentation. They share docs and some registration plumbing, but they are not duplicates and should not be merged as one change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation with different pipeline code and backend/model coverage.", + "best_issue_reason": null, + "best_pr_reason": "#43613 is the broader standalone PR in this cluster, covering more model integrations and a larger pipeline surface for visual segmentation.", + "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. Shared docs/registry updates are incidental, not evidence of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 32, + "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": "8c5b82eda24f4060a59e054c151c64800aaa9bd0bed1c7e16e55e9ed3e18e374", + "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": "These are two separate Trainer extensibility PRs in the same file, but they fix different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-based column filtering for custom trainers. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: 43651 adds a hook for loss scaling during gradient accumulation, while 43663 adds a hook for deriving signature columns / filtering inputs. Shared file and trainer extensibility theme are too broad to treat as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 32, + "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": "315a3494aa3c87d6fbb1b651b3a60c1c560cf12d0cc40b7dbae82472864c7ad6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs touch the same file and both mention a TypeAdapter-related error, but they address different runtime/type-annotation failure modes. They are related follow-ups, not the same underlying change, so they should not be deduplicated together.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader, earlier CLI TypeAdapter fix and is explicitly tied to issue 43576. It looks like the main representative for the cluster, while 43842 is a narrower follow-up for a different import/annotation edge case.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the best representative because it has the broader scope, more discussion, and an explicit issue link; 43842 is narrower and targets a separate pydantic-missing case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but different concrete bugs: 43656 adjusts CLI annotations/imports for a TypeAdapter NameError in the command, while 43842 fixes a separate NameError when pydantic is absent. They could coexist in one tree, but they are not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 32, + "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": 12, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44018|pull_request:44059", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + 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"summary": "This cluster is mostly a noisy family of standardized output-tracing refactors across many different Transformer models. The only clear duplicate-looking edges are within the GPT-Neo and GPT-J refactor chains; most other pairs merely share the same broad refactor theme or issue target.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #43979 is the shared tracking issue that the refactor PRs converge on; it is the only clear issue anchor for the cluster.", + "canonical_pr_reason": "PR #44722 is the best canonical PR: it is the latest and broadest representative of the output-tracing refactor work, explicitly targets the shared issue, and covers the GPT-J path while also consolidating the related CodeGen cleanup.", + "best_issue_reason": "Best issue candidate is #43979 because it is the shared upstream problem all of the genuine refactor PRs are organized around.", + "best_pr_reason": "Best PR candidate is #44722 because it most completely represents the repeated GPT-J output-tracing change and appears to supersede the narrower GPT-J-only variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; same tracking issue is not enough to make these the same code change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet refactor vs DeBERTa refactor; same umbrella theme, but different code paths and models." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same code path; 44066 just bundles extra CodeGen changes." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are different model implementations; this is only thematic overlap." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; same issue target, but not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor and EfficientNet refactor are unrelated model-specific changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated code paths; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; same pattern, different model internals." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; different models and different output-tracing implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing migration in the same model/file family; 44068 looks like the later, fuller iteration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different models; they are related only by the refactor initiative." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different code paths; this is not the same concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; same issue family but different model-specific work." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different models; no evidence of the same underlying bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; only the general output-tracing theme overlaps." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model families with separate refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo refactor vs Flaubert refactor; different models and code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert do not share the same concrete implementation change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same refactor style, different model internals." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different implementations; not a duplicate change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families; only the refactor motif overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are unrelated models; shared output tracing theme is not enough." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different models; not the same underlying bug/change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are unrelated model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are different concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; same refactor pattern, different model internals." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different models and not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different models; only the standardized-output theme is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are separate model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are unrelated model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are different models; same output-tracing initiative only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; 44722 is the broader later PR that still includes the GPT-J path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file; 44722 is a superset that adds CodeGen but still covers the same GPT-J change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet are different models; shared issue target alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and ViTS are distinct model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; same refactor motif only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. It keeps the broad cluster characterization conservative, uses the shared explicit issue #43979 appropriately, and the accepted PR pairs are all within the same concrete model/file families with plausible mergeability into a single bugfix PR. I did not see an overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "d65a2f03af8b35951dd1591b1bf9de4f94ecb9a531391e1b3bf73cadbc47798f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all model-specific PRs for migrating output tracing to standardized capture decorators, but they affect different architectures and code paths. They are related in theme, not true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate of the others; they each target a different model implementation. If one must serve as the cluster representative, 44129 is the most complete/anchored because it has an explicit tracking issue and a clear, self-contained output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest representative in this set because it has an explicit issue target, a clear model-specific refactor, and enough context to stand alone. It is still not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but one is for VisualBert and the other for TextNet; different model code paths, so they should not be merged as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same broad refactor pattern, but MPNet vs VisualBert are separate model implementations with distinct changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are similar standardized-output refactors, but they target different models and are not the same underlying bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; matching decorator/output-capture cleanup is too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output tracing, but they modify different models and different concrete forward paths, so they are 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": 13, + "component_count": 32, + "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: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": "4c2b3e9a17a821fc075ee63a66160867be825632b9e10bb3f81655bbda59015a", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a common refactor theme around `can_return_tuple`/output tracing, but they target different model implementations and code paths. They are not duplicates of the same fix/change, so the cluster should stay split.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the closest representative of the theme because it updates a paired model family (`depth_anything` and `prompt_depth_anything`), but it is still model-specific rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; only the refactor pattern matches, not the underlying code change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch unrelated models and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Same broad refactor theme, but different model implementation and behavior surface." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated model code paths; not the same concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Shared refactor language only; these are distinct model-specific changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and files; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Similar refactor style, but separate model code and tests." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are tracing refactors, but for different model families and execution paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder wrapper code; not one mergeable duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same subsystem theme only; distinct model-specific implementation." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and output contracts; not the same code-path problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Only the refactor pattern matches; the concrete changes are unrelated." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch different model stacks and cannot plausibly be merged as one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; no shared underlying bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are refactors, but in unrelated models with separate behavior changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model code paths; same theme is too broad to duplicate-match." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model implementations, not a single underlying bug or fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and call sites; not the same change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model stacks; only the output-tracing refactor pattern overlaps." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Not the same concrete code-path problem." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Falcon/Mamba and CodeGen are unrelated implementations; not duplicate fixes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model targets and code paths; broad refactor similarity is insufficient." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Same refactor motif, but the underlying model logic is unrelated." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "No shared concrete bug; just similar output-tracing cleanup." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "These are model-specific refactors in different components, not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper families and different files; not one mergeable PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Same broad tracing refactor, but distinct model code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Unrelated model implementations despite similar output-handling changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and behavior; not the same bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "No shared concrete code-path issue, only a common refactor theme." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers; same subsystem label is too broad for duplication." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "These are separate model-specific changes, not one underlying fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different implementations and call chains; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths; no plausible single merged PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Similar refactor wording, but unrelated model logic." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct model families; same abstract pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "No shared concrete bug or change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and files; not the same underlying fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Only a thematic similarity in output tracing." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model implementations with unrelated behavior changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "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": "c4cffc2a1556c6f2e52d7cda7598a5828d8c82e03a2470865644740591d4940f", + "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": "The two PRs add different model integrations: PenguinVL and Voxtral TTS. They overlap only in generic Transformers plumbing and docs, not in the underlying feature or code path, so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45401 is the more focused PR and is explicitly tied to issue 45027, but it is still a distinct Voxtral TTS implementation rather than a duplicate of 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions with different concrete implementations (PenguinVL vs Voxtral TTS); shared auto-registration/docs files are generic scaffolding, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 32, + "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": "efe724baccd4f9ef2beb7c19106fd32b2cec0c47489b13a56d55f92bd04ab93a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related in the broader fusion/kernels area, but they target different layers: #44979 introduces a standalone Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and adds integration/example code. They are not the same concrete change and should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more complete end-user-facing change: it spans integration points, configuration, and an example, whereas #44979 is foundational API work. If one PR must represent this topic, #45363 is the better umbrella candidate.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best single PR for the cluster topic because it demonstrates the actual fusion workflow and touches the runtime integration path, not just the underlying API scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related theme, but not the same bug/change. #44979 adds a new Module Fusion API abstraction; #45363 implements KernelConfig-based n-to-1 fusion integration and an example. They do not fix the same code path 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": 16, + "component_count": 32, + "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": "e1a31e5369d02bf88b00919c601000de9f846936fcaf02cdd687c6fb29db1f11", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral regex AttributeError in the same code path and target the same issue; 45317 is the more complete variant because it adds test coverage.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45081 is the shared tracker explicitly targeted by both PRs, so it is the correct canonical issue for this cluster.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it applies the same code fix as 45086 but also includes a test update, making it the more complete change set.", + "best_issue_reason": "45081 is the best issue because it is the explicit upstream bug report both PRs are resolving.", + "best_pr_reason": "45317 is the best PR because it fixes the same underlying AttributeError and adds validation coverage, so it is the strongest representative of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same file, same code-path bug, same issue target, and the diff shows the same fix with 45317 adding tests; these are duplicate/overlapping implementations of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "7cce7f1eca76f13a8853153df2805f035c853236bfed2a6770f63c24af0d72a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open NemotronH-related PRs overlap on shared model files, but they target different changes: one is an inheritance/refactor and conversion-mapping update, the other is a broader split into NemotronH dense/sparse model packages with docs/tests. They are related, but not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, more complete NemotronH implementation change, adding the dense/sparse variants plus docs, auto-mapping, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest overall candidate for the cluster since it covers the main user-facing model restructuring and supporting documentation/testing, whereas #45115 is a narrower refactor around inheritance and conversion mapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH files, but #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 adds separate NemotronH dense/sparse model packages, docs, auto registrations, and tests. Different concrete changes, 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": 18, + "component_count": 32, + "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": "73085ea9a1fddc4d6fd8c93c78ff2e9bc2badc3242d45a82a63753be522fc31e", + "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": "Two open PRs with overlapping typing-related files, but they target different changes: PR 45415 is a broad type-checking enablement sweep, while PR 45425 adds specific typing protocols and annotations for model/PEFT-related code paths. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, concrete typing change set; PR 45415 is a broad repository-wide typing enablement pass with many unrelated file edits. Neither appears to duplicate the other.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better standalone representative because it has a narrower and more specific code-change scope. PR 45415 is too broad to serve as the cluster\u2019s clean exemplar.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different underlying work: 45415 enables type checking across many files and adjusts pyproject ignores, while 45425 adds typing protocols/aliases and targeted annotations for model/PEFT utilities. Shared files are incidental overlap, 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": 19, + "component_count": 32, + "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": "fa1aa413edf2bbce7f710504fbbda8d9f74b87d54032863baa727732579fee6b", + "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 both touch expert parallelism, but they target different failure modes: one fixes EP + DeepSpeed ZeRO-3 loading under accelerate, while the other fixes EP + FSDP2 rank-0 broadcast overwriting experts. They are related by subsystem, not by the same underlying bug or mergeable change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better cluster representative because it addresses a more concrete EP runtime corruption bug and spans the relevant loading/broadcast path, whereas #45548 is a narrower accelerate/ZeRO-3 config-loading fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest representative of the cluster due to its broader, more specific expert-parallel loading corruption fix; #45548 is a separate loading-path issue and would not subsume it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are about EP, but #45548 fixes accelerate/ZeRO-3 loading and config serialization, while #45662 fixes FSDP2/rank-0 broadcast overwriting experts. Different code paths and different bugs, 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": 20, + "component_count": 32, + "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": "40a28d6619d73e2b496910e12bfa743a213e90d95b728d2030ee6c2ff0960591", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same xdist/captured_info collision bug in testing debug logs, with 45645 being the more complete end-to-end fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file handling change plus the CI workflow update needed to collect multiple captured_info files, making it the most complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it subsumes the same bug fix as 45639 and also preserves log visibility in CI when multiple worker-specific files are produced.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "They address the same underlying xdist collision in captured_info output and could plausibly be merged into one PR; 45645 is essentially a superset of 45639 with the workflow change needed for the new file layout." + } + ] + }, + "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": 32, + "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": 22, + "component_count": 32, + "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": "1fca2e9d1f47363fe63e8f070259f7c8b32a3a4351d3812146058bcdfa6a5c0a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests overlap on distributed/MoE files, but they do not look like the same underlying change. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a broader distributed branch base touching many unrelated distributed/FSDP/MoE areas. The shared files are consistent with rebasing or building on the same codebase, not duplication.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader umbrella change and the better representative of the cluster if one must be chosen; it spans the foundational distributed branch work rather than a single EP integration feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the best representative because it is the more comprehensive distributed base branch and encompasses the shared infrastructure touched by the smaller PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames alone are not enough here: #46126 is a targeted EP/trainer integration, while #46269 is a broad distributed base branch. They do not appear to fix the same concrete code-path problem or be mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 32, + "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:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "bb62479b48f4e2d5227101bb48b805a28a1545d5deddc57fd35c315cabd1af54", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly independent workflow-maintenance PRs. The only tight cluster is the pr-ci-security-gate.yml changes, but they are different hardening edits rather than the same concrete fix, so I do not treat them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the best representative because it makes the main security-gate behavior change in pr-ci-security-gate.yml by replacing the TODO with real diff-based checks; the others are smaller, separate follow-up hardening tweaks.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 has the broadest and most central change scope for the cluster theme, so it is the most suitable canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated behavior changes: self-comment CI message piping vs pr-ci security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files; one updates self-comment CI command input handling, the other changes PR CI security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different change targets; not the same underlying bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated edits; no shared concrete code-path problem." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different fixes; one changes self-comment CI, the other build-ci-docker-images command handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated changes: ssh-runner hardening vs benchmark_v2 trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files; ssh-runner security updates are not the same as anti-slop permission adjustment." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and distinct behavior changes; no same concrete bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated security changes; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and separate hardening areas; ssh-runner vs PR CI security gate." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behavior changes in separate CI jobs." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and distinct maintenance changes; not the same bug or change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated updates; anti-slop permissions vs build-ci shell handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files; anti-slop permission cleanup is not the same as pr-ci security-gate logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated CI behavior changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and separate fixes; assign-reviewers checkout ref vs build-ci command input handling." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows with no shared concrete bug or code path." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different trigger/command handling changes; not duplicates." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "benchmark_v2 trigger expansion and pr-ci security-gate checks are unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes; build-ci docker tagging logic vs PR CI security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated behavior changes; no same underlying bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different security-gate changes: one adds diff-based checks, the other adjusts job permissions/approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different fixes: local security-check implementation vs switching to a reviewed reusable workflow call and adding a note." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different security hardening changes: diff-based checks vs removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but permissions/approval gating is a different change from the reusable-workflow review note and call-site update." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but permissions handling and secrets handling are separate hardening changes, not one concrete fix." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but a reusable-workflow note/call-site update is distinct from changing secrets inheritance." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated CI maintenance changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and separate security/operational concerns." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated fixes; no duplicate relationship." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes; not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 32, + "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": 25, + "component_count": 32, + "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:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "767a7e69ac031b63bc84c8e526b0ae2842fbc6014e3c7a6e9200465b836ea062", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one error in `sliding_window_mask_function`\u2019s right window (`<` to `<=`) for MoonshineStreaming; 47162 is the broader, more complete fix and also covers Gemma4 plus tests.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it fixes the same MoonshineStreaming bug, adds the related Gemma4 copy of the same off-by-one fix, and includes test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest representative of the fix: it addresses the same concrete mask boundary bug, extends it to another affected model, and includes a test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying off-by-one right-window boundary bug in MoonshineStreaming\u2019s sliding window mask; 47162 is a superset of the same fix with extra model/test changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 32, + "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": "68f1b1ce5293bd42bf0b2b776d1fa7944e35cf447c36201143b48a71e6936171", + "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 PRs are unrelated tokenizer fixes for different model families and different code paths, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a strong cluster representative here: 46574 fixes CodeLlama decode-time space stripping, while 46580 fixes DeepSeek-Coder/DeepSeek-LLM loading under the wrong tokenizer class.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: one changes CodeLlama tokenizer decoding behavior, the other changes AutoTokenizer checkpoint-class routing for DeepSeek checkpoints. They are not mergeable into one coherent 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": 32, + "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-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "3333c7eaf94f9ed93b415b182e5880bbaedb0984de343628a6bd59999c95da82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5820, + "estimated_input_tokens": 1455, + "estimated_eval_tokens": 3166 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5820, + "estimated_input_tokens": 1455, + "estimated_eval_tokens": 3166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch padding-mask logic in the attention/masking stack, but they fix different bugs: #46773 addresses masking being skipped for batch size 1 in linear-attention model forwards, while #47087 addresses continued-forward / cache-continuation recurrent masking in shared masking utilities and several models. They are related thematically but not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47087 is the better representative of the cluster because it fixes the core shared masking utility and has an explicit issue link; PR #46773 is a separate model-specific batch-size-1 bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #47087 is the strongest standalone PR here: it has explicit issue targeting, centralized masking-utility changes, and a clearly scoped recurrent-mask bug fix. PR #46773 is narrower and addresses a different failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding masks, but #46773 fixes batch-size-1 masking in linear-attention models, while #47087 fixes masking on continued forwards/cache continuation in recurrent attention. Different code paths and failure modes." + } + ] + }, + "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": 32, + "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-47074-3", + "nodes": [ + "pull_request:47074", + "pull_request:47076", + "pull_request:47195" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47195" + ], + "prepared_review_unit_hash": "984f477777b0705af8a2f670548155be9c680a6e1835666b17d0e852cafba5b5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three pull requests are only loosely similar at a high level and do not look like the same underlying change: one normalizes AnyToAnyPipeline keys, one validates Gemma4 audio placeholders, and one fixes generation candidate length capping. I would not cluster any pair as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the broadest and most self-contained of the three, but it is still unrelated to the Gemma4 processor fix and the generation-length fix; there is no strong canonical PR for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different code paths and behaviors: pipeline input key normalization vs Gemma4 processor placeholder validation. Same broad multimodal area, but not the same bug or a mergeable single fix." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated subsystems and problems: multimodal pipeline input mapping vs generation candidate decoding length cap. No shared concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 32, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "47ac2e43e02505b41d648ec5d2069a06a2af2c7cbe8819cf8f9650e8aa39102f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one re-enables a VITS forward test, while the other adjusts an RT-DETR v2 weight-conversion script for current model keys. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 47129 is the more substantive standalone code fix: it updates the RT-DETR v2 converter to match current model key mappings. PR 47105 is mainly a test re-enable/expectation update, not the core implementation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different models and different code paths: VITS test changes versus RT-DETR v2 converter mapping updates. They are not the same bug or mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 32, + "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-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310", + "pull_request:47380" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47380", + "pull_request:47124|pull_request:47281", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47380", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47280|pull_request:47380", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47380", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282", + "pull_request:47310|pull_request:47380" + ], + "prepared_review_unit_hash": "66cf086bb4813a7196d04c181f9c18444004f14216ef30abf6d02f3e8f0761af", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28946, + "estimated_input_tokens": 7237, + "estimated_eval_tokens": 14730 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28946, + "estimated_input_tokens": 7237, + "estimated_eval_tokens": 14730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of unrelated serge-generated integration-test fixes across different models. Only the two MiniMax-M3-VL load_error PRs and the two Mamba2 OOM PRs look like true same-bug duplicates; the rest are different models, different failure modes, or broader multi-fix bundles.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broadest umbrella-style change in the set and the closest thing to a representative cluster member, but the cluster is heterogeneous rather than a single duplicate fix.", + "best_issue_reason": null, + "best_pr_reason": "47224 is the most central representative PR because it explicitly targets the serge integration-test sweep and contains a multi-file fix bundle; still, it should not be treated as the same bug as most other PRs here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different code paths; one is an EdgeTam kwarg cleanup, the other is a GLM46V modular refactor." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Unrelated failures: EdgeTam import_or_config vs MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model and fix area; only the broad serge-test context overlaps." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 bundles multiple unrelated fixes; it is not the same single EdgeTam bug/change as 47122." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model and failure type; no shared concrete bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error fix: both add offload-folder handling for model loading." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and different load failures; not the same bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL loading fix vs GLM46V modular/model rewrite; unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different model and failure mode: MiniMax load_error vs Falcon-Mamba output mismatch." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Both are output-mismatch-ish test fixes, but for different models and different underlying behaviors." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Falcon-Mamba output mismatch is unrelated to Mamba2 OOM in generation." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and problems; Falcon-Mamba output mismatch vs Mamba2 OOM." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model families and code paths; no common concrete bug." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Same failure label but different models; DeepSeek-V3.2 load_error is not MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and symptoms; DeepSeek load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and unrelated changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL load fix vs GLM46V modular/model change; not the same bug." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model and different failure type; no shared underlying change." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model and issue; MiniMax-M3-VL load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "GLM46V modular rewrite and Mamba2 OOM are unrelated." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same model and same OOM theme in Mamba2 integration tests; both adjust the test to reduce memory pressure." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Mamba2 OOM mitigation vs Gemma3 generation cache behavior; unrelated bugs." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure classes; no common code-path problem." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Gemma3 cache-default fix vs Mamba2 OOM test mitigation; 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": "pull_request", + "component_index": 31, + "component_count": 32, + "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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "392e25ac77e73eaad8ab81e3cdf3572b9c501046ba4839af8b2cfd02e743a218", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same chat CLI area, but they address overlapping yet distinct URL-routing fixes rather than the same exact change. One normalizes the stored base URL when it ends in /v1; the other routes a specific management call to the service root.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47303 is the better cluster representative because it states the broader routing intent more clearly and updates the management-call path directly, making it the more general chat-CLI URL fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #47303 is the strongest standalone candidate: it directly targets service-root routing for chat management calls and includes the relevant helper/path adjustment in the call site.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Reject as a duplicate: both touch chat CLI management URLs, but they fix different code paths and different bug shapes. #47140 normalizes the base URL at interface construction for /v1 bases, while #47303 reroutes a specific management request to the service root. They are related follow-ups, not the same 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": 32, + "component_count": 32, + "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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "015fba5ecaf61511064116758e8c856bda136b53ab103ae2f857dfaf39626d69", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one fixes loss scaling with label smoothing during gradient accumulation, and the other adds/validates min_tokens_to_keep for TopHLogitsWarper. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the stronger canonical PR candidate because it has an explicit issue link, a clear bug description, and a focused code-path fix with tests. PR 47262 is a separate feature/validation change in generation code.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 best represents the cluster because it addresses a concrete training bug with a specific regression target and a well-scoped fix. PR 47262 is not the same underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different subsystems and different bugs: trainer label-smoothing/gradient-accumulation loss scaling versus generation warper min_tokens_to_keep handling. They do not appear mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/manifest.json b/snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f3c2e23fac973154583dde4d7367efa4394b8405 --- /dev/null +++ b/snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260717t120048z", + "artifacts": { + "hybrid": "snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-17T12:11:09Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260717T120048Z", + "variant": "hybrid" +} diff --git a/snapshots/20260717T120048Z/manifest.json b/snapshots/20260717T120048Z/manifest.json index 78a9ce14dc5399d67591a1507116f4fe024ef849..a150c0d62c953565e0598f2dd21436eda45a595b 100644 --- a/snapshots/20260717T120048Z/manifest.json +++ b/snapshots/20260717T120048Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1607 }, "extracted_at": "2026-07-17T12:00:48Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260717t120048z", + "runs": { + "hybrid-model-20260717t120048z": { + "analysis_id": "hybrid-model-20260717t120048z", + "artifacts": { + "hybrid": "snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260717T120048Z/analysis-runs/hybrid-model-20260717t120048z/manifest.json", + "model": null, + "published_at": "2026-07-17T12:11:09Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260717T120048Z", "watermark": {