diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index eafb5cae111d576818d269912879cc0250043c1d..c305e7c323fb9da1c8b856a64e3b998237bc9d9e 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,53 +1,45 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260716T060036Z", - "generated_at": "2026-07-16T06:14:05Z", + "snapshot_id": "20260716T120054Z", + "generated_at": "2026-07-16T12:10:29Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-43451-18", - "summary": "Cluster of 2 issues and 16 PRs centered on issue #47333.", + "cluster_id": "cluster-43451-12", + "summary": "Cluster of 12 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.6, - "canonical_issue_number": 47333, - "canonical_pr_number": 47336, - "issue_numbers": [ - 47332, - 47333 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], "pr_numbers": [ 43451, - 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"shared_file_areas": [] - }, - { - "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", + "filename": "src/transformers/vision_utils.py", "left_ranges": [ [ - 464, - 472 + 32, + 61 ] ], "right_ranges": [ [ - 464, - 474 + 32, + 61 ] ] }, { - "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "filename": "tests/exporters/test_export.py", "left_ranges": [ [ - 210, - 218 + 13, + 21 + ], + [ + 26, + 32 + ], + [ + 37, + 43 + ], + [ + 49, + 132 + ], + [ + 239, + 279 + ], + [ + 307, + 341 + ], + [ + 354, + 461 + ], + [ + 493, + 517 + ], + [ + 532, + 539 + ], + [ + 564, + 570 + ], + [ + 573, + 582 + ], + [ + 599, + 605 + ], + [ + 608, + 617 + ], + [ + 621, + 656 + ], + [ + 659, + 677 + ], + [ + 701, + 708 + ], + [ + 711, + 717 + ], + [ + 720, + 726 + ], + [ + 732, + 738 + ], + [ + 755, + 761 + ], + [ + 764, + 773 + ], + [ + 778, + 813 + ], + [ + 816, + 834 ] ], "right_ranges": [ [ - 210, - 220 + 181, + 188 ] ] - } - ] - }, - { - "left_pr_number": 47150, - "right_pr_number": 47224, - "code_similarity": 0.442, - "size_similarity": 0.128, - "file_overlap": 0.2, - "area_overlap": 1.0, - "patch_similarity": 0.04, - "shared_filenames": [ - "src/transformers/models/whisper/generation_whisper.py" - ], - "shared_file_areas": [ + }, { - "filename": "src/transformers/models/whisper/generation_whisper.py", + "filename": "tests/models/kimi_k25/test_modeling_kimi_k25.py", "left_ranges": [ [ - 1937, - 1943 + 127, + 132 ] ], "right_ranges": [ [ - 1937, - 1943 + 127, + 132 ] ] } @@ -5634,35 +5203,6 @@ } ] }, - { - "cluster_id": "cluster-47291-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47322, - "issue_numbers": [], - "pr_numbers": [ - 47291, - 47322 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47291, - "right_pr_number": 47322, - "code_similarity": 0.092, - "size_similarity": 0.438, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.029, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -5940,14 +5480,6 @@ } ], "duplicate_issues": [ - { - "cluster_id": "cluster-43451-18", - "canonical_issue_number": 47333, - "duplicate_issue_numbers": [ - 47332 - ], - "reason": "Issues in cluster-43451-18 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-44779-5", "canonical_issue_number": 45488, @@ -5994,27 +5526,23 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-18", - "canonical_pr_number": 47336, + "cluster_id": "cluster-43451-12", + "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 43451, - 46376, + 46196, 46509, 46658, 46836, - 47096, 47143, 47163, 47181, - 47216, - 47243, + 47210, 47301, - 47306, - 47346, + 47304, 47350 ], - "target_issue_number": 47333, - "reason": "PRs in cluster-43451-18 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-43451-12 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -6114,6 +5642,15 @@ "target_issue_number": 46693, "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." }, + { + "cluster_id": "cluster-46821-3", + "canonical_pr_number": 46834, + "duplicate_pr_numbers": [ + 47363 + ], + "target_issue_number": 46821, + "reason": "PRs in cluster-46821-3 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -6135,14 +5672,13 @@ "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." }, { - "cluster_id": "cluster-47122-3", - "canonical_pr_number": 47150, + "cluster_id": "cluster-47003-2", + "canonical_pr_number": 47096, "duplicate_pr_numbers": [ - 47122, - 47224 + 47003 ], "target_issue_number": null, - "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47003-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47123-2", @@ -6161,27 +5697,18 @@ ], "target_issue_number": 47138, "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47291-2", - "canonical_pr_number": 47322, - "duplicate_pr_numbers": [ - 47291 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47291-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-43451-18", - "issue_number": 47333, - "reason": "Issue #47333 is the strongest global issue candidate because it is open, belongs to a cluster with 18 artifacts, and carries 3 discussion comments plus 6 inbound references.", - "score": 292.0 + "cluster_id": "cluster-46894-6", + "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 }, "best_pr": { - "cluster_id": "cluster-43451-18", - "pr_number": 47336, - "reason": "PR #47336 is the strongest global PR candidate because it is open, belongs to a cluster with 18 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 308.982 + "cluster_id": "cluster-43451-12", + "pr_number": 43451, + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 12 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1193.678 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index bbddd3f3305f8ca8e8114e294090560bf8ed3bfe..09b833934e83de15690affc2e4a383a30c5082e1 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": "20260716T060036Z", - "generated_at": "2026-07-16T06:14:05Z", + "snapshot_id": "20260716T120054Z", + "generated_at": "2026-07-16T12:10:29Z", "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": [ @@ -130,7 +130,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -480,8 +480,8 @@ "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": [ @@ -574,7 +574,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -822,8 +822,8 @@ "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": [ @@ -923,7 +923,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -1291,12 +1291,12 @@ "issue:43950|issue:45902", "issue:43054|issue:43493" ], - "prepared_review_unit_hash": "849e51da1f5fd7d550bf8f294dce72e76c4e45151cc6fd744a4cd08d71611521", + "prepared_review_unit_hash": "9cb4588b8d14b971ff90d44a7a525656d20fba3464d2caf27ccb37a2b73cd072", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -1304,213 +1304,213 @@ "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": "This set is mostly heterogeneous, with a few clear duplicate clusters: non-persistent buffer corruption in v5, Gemma4 quantized embedders dtype casting, Qwen3 offloading save failures, and a cache.get_seq_length contract regression. Most other soft pairs are related only at a subsystem level, not the same underlying bug.", + "summary": "Most items are unrelated bug reports, but there are a few clear duplicate-style groups: non-persistent buffer regression, Qwen3 offloading save failures, Gemma4 quantized embedder dtype casting, cache seq_length return-type bugs, and a Mamba2 recurrence regression.", "confidence": 0.76, - "canonical_issue_reason": "Issue #43950 is the best canonical issue: it states the broad root regression around non-persistent buffers being corrupted in transformers 5.x, which matches the strongest duplicate cluster here and is phrased as the underlying bug rather than one model-specific symptom.", + "canonical_issue_reason": "Issue #43950 is the clearest canonical for the non-persistent-buffer regression: it is explicit, specific, and matches the closely related follow-ups #44534 and #45902.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the best overall representative because it describes a clear, cross-cutting regression with a broad impact surface and is the most central/root-cause-style report among the items.", + "best_issue_reason": "#43950 is the strongest representative issue overall: it describes a concrete v5 regression with a clear failure mode and directly captures the shared bug behind the closest duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different problems: GPT perplexity vs a GLM5 issue; same broad LLM space but no shared code-path or symptom." + "reason": "Different failures and model families; both mention bad evaluation outcomes, but not the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve remote/custom model loading, but one is a cache-path collision and the other is wrong module reloading after save/load; not the same bug." + "reason": "Both involve remote-code loading, but one is a cache-path collision and the other loads the wrong custom module after save/load; different root causes." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Unrelated failures: FineGrainedFP8Config vs flash-attn2 fallback gating." + "reason": "Different quantization/attention issues with no shared concrete failure mode." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a specific Mistral3 bug and the other is a broader translation-model v5 regression; too broad to treat as the same issue." + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head bug while the other is a broader translation-model regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated: DSA indexer/ReLU discussion vs docs mentioning a removed command." + "reason": "DSA indexer discussion vs docs about the removed run command; unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a docs regression are not the same underlying bug." + "reason": "A typo in cache strategies is not the same as stale docs about the removed run command." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weight initialization." + "reason": "Quantization/offloading behavior vs tied-weights regression; different code paths." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU IterableDataset crashing and a custom compute_loss signature mismatch are distinct training issues." + "reason": "Multi-GPU IterableDataset crash and CustomTrainer compute_loss signature mismatch are separate training issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weight regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures with no shared code-path evidence." + "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Same decoder/input-validation error-message bug family; 46463 looks like a T5-specific instance of the broader XOR validation regression." + "accept": false, + "reason": "Both concern validation errors, but the titles point to different specific bugs and code paths." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization issue vs NVFP4 runtime error; no shared bug." + "reason": "Different tokenizer/model failures; no clear shared underlying bug." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint-loading failure for NemotronH is unrelated to tied weights." + "reason": "NemotronH checkpoint loading and translation-model tied weights are distinct problems." }, { "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Both are training/model issues, but they are clearly unrelated failures." + "reason": "Training crash with IterableDataset vs FP8 quantization failure; unrelated." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models with different symptoms and likely different fixes." + "reason": "Both are tokenizer issues, but one is DeepSeek-Coder v1 incorrect output and the other is a CodeLlama space-stripping regression." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example errors and SigLIP2 embedding quality regression are different problems." + "reason": "SigLIP2 doc-example errors and poor text embedding quality are different issues." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer corruption regression in v5; both describe the same underlying bug." + "reason": "Same non-persistent-buffer regression in v5; both describe junk-filled non-persistent buffers." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer callback signature mismatch and DeepSpeed ZeRO-3 loading crash are unrelated." + "reason": "Trainer compute_loss signature mismatch vs ZeRO-3 loading failure; unrelated." }, { "left": "issue:46032", "right": "issue:47246", - "accept": false, - "reason": "Both are Mamba2-related, but one is a use_cache correctness bug and the other is a NemotronH slow-path recurrence issue; not enough evidence they are the same concrete bug." + "accept": true, + "reason": "Both describe the same Mamba2 recurrence/use_cache bug; the NemotronH issue explicitly says the Mamba2 fix was not propagated." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same regression: non-persistent buffers are being filled/corrupted in transformers v5." + "reason": "Same v5 non-persistent-buffer corruption regression." }, { "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 crash." + "reason": "Both mention multi-GPU, but one is Qwen2-VL training and the other is an IterableDataset crash." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different bitsandbytes/storage incompatibilities." + "reason": "Different bitsandbytes/float8 compatibility failures." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is the fix/report variant of the same issue." + "reason": "#46932 is a direct follow-up to the same Gemma4 quantized vision/audio embedder dtype-casting bug." }, { "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 gap in a prior fix." + "reason": "General tokenizer regression vs a specific DeepSeek-Coder v1 tokenizer bug; not the same concrete issue." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and version-dependent tokenization are unrelated." + "reason": "SigLIP2 embedding quality issue vs broad tokenizer-version change; unrelated." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but zero probabilities and degraded text embeddings are different symptoms without clear same root cause." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too different to merge." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Same disk-offloaded save failure for Qwen3 models; only the specific model differs." + "reason": "Same offloading save failure for disk-offloaded Qwen3 models; only the model variant differs." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and RLHF NaN explosion are different failure modes." + "reason": "Autocast dtype mismatch vs RLHF NaN explosion from 3D position_ids and SDPA fallback; different failures." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache.get_seq_length contract regression: it returns a tensor instead of a plain int, which breaks downstream slicing/arithmetic." + "reason": "Same get_seq_length contract regression: one returns a shape-(1,) tensor, the other a device tensor that breaks slice arithmetic." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Related buffer-initialization theme, but 45902 is a model-specific materialization bug and not clearly the same issue as the general non-persistent-buffer corruption regression." + "accept": true, + "reason": "Same non-persistent-buffer corruption regression; #45902 is a specific manifestation via uninitialized inv_freq after to_empty()." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both touch SigLIP2, but one is embedding quality and the other is an HF-vs-JAX implementation discrepancy; related, not clearly duplicate." + "reason": "Both are SigLIP2-related, but one is text-embedding quality and the other is HF-vs-JAX implementation discrepancy; not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are well-supported by the issue titles and do not overclaim beyond the available evidence." + "feedback": "The summary is well grounded in the packet, and the soft-edge decisions are conservative overall. The accepted pairs all have clear title-level evidence of shared bug families, while the rejected pairs mostly involve different models, symptoms, or code paths." }, "evaluator_used": true, "retried": false, @@ -1526,8 +1526,8 @@ "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": [ @@ -1618,7 +1618,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -1848,8 +1848,8 @@ "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": [ @@ -1939,7 +1939,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -2163,8 +2163,8 @@ "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": [ @@ -2256,7 +2256,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -2492,8 +2492,8 @@ "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": [ @@ -2584,7 +2584,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -2811,8 +2811,8 @@ "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": [ @@ -2901,7 +2901,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -3210,12 +3210,12 @@ "issue:44462|issue:46489", "issue:46285|issue:46402" ], - "prepared_review_unit_hash": "95a66cebe1d26a4f54e43a85b0a8e6a1aca233080e1767ebe96cf345f9b949c4", + "prepared_review_unit_hash": "bf624d18f0055eda4c80bb3fd79446ed790de21dd14cf160e1c4f96f4d7248c8", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -3232,186 +3232,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly superficial similarity matches across unrelated bugs, model families, or doc-only changes. I would reject all soft edges; there is no single coherent duplicate cluster here.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "Mostly a mixed bag of unrelated Transformers regressions with a broad theme of v5 loading/tokenizer/model-compatibility breakages. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43611 is the broadest and most representative cluster item: a clear Transformers v5 model-loading regression with wide downstream impact, and it aligns with many of the other v5 compatibility reports in the set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43611 is the best single representative issue because it describes a concrete, broadly impactful loading regression rather than a niche model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are documentation complaints, but one is about `return_all_scores` and the other about removed pipeline task names; different fixes and no shared underlying bug." + "reason": "One is a pipeline docs mismatch; the other is a separate docs issue about removed v5 tasks. Same documentation area, different problem." }, { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "Unrelated problems: perplexity on gpt-oss-20b vs Metal quantization batch corruption. Different models, symptoms, and code paths." + "reason": "Different model families and failure modes: perplexity regression vs Metal quantization batched generation corruption." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 inference issue vs `ModelOutput` key assignment bug; different subsystems and failure modes." + "reason": "Different bugs: SigLIP2 inference quality issue vs ModelOutput key assignment logic." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer initialization conflict in T5 vs `gguf_file` handling for from_pretrained APIs. Not the same underlying bug." + "reason": "Tokenizer attribute conflict on T5 vs gguf_file handling in from_pretrained; not the same code path." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Serialization of `extra_state` versus config unwrapping for composite Qwen multimodal models; unrelated load/save paths." + "reason": "Both are loading/saving related, but one is extra_state serialization and the other is composite Qwen config unwrapping; distinct bugs." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Torch export failure with `torch_compilable_check` vs Perceiver interpolation on non-default resolution. No shared concrete bug." + "reason": "Export failure in torch.export versus a Perceiver interpolation/load bug; unrelated symptoms and fixes." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized model save/load regression vs Mistral-common `continue_final_message` behavior; different code paths." + "reason": "Quantized save/load corruption is different from mistral_common continue_final_message behavior." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of an older issue vs a PagedAttentionCache crash in Qwen3.5. No evidence they are the same bug." + "reason": "An isolated repro of an older issue vs a cache crash on Qwen3.5; not the same underlying defect." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Isolated reproduction vs tokenizer continuation behavior; unrelated." + "reason": "These concern different tokenizer/runtime behaviors and do not share a concrete failing code path." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but one is a model tokenizer load failure and the other is a Mistral regex patch crash. Different concrete defects." + "reason": "Both are tokenizer-loading failures, but one is EMBEDDIA/est-roberta and the other is Mistral regex patching with a backend_tokenizer attribute error." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked LM predictions vs tokenizer loading for EMBEDDIA/est-roberta; distinct model behavior and likely different fixes." + "reason": "CamemBERT masked LM predictions vs tokenizer load failure; different subsystems and symptoms." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline `return_language` regression vs MXFP4 quantization fallback on git-oss-20b; unrelated." + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback on gpt-oss-20b." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4, but one is a device-mapping mismatch and the other is a 4-bit quantization dtype cast bug. Different code paths." + "reason": "Both mention multimodal models, but one is a device-map forward mismatch and the other is unsafe dtype casting in 4-bit embedders." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "`extra_state` save/load handling vs TimesFM `window_size` attribute error; no common underlying change." + "reason": "Extra_state serialization and TimesFM window_size AttributeError are separate loading/runtime issues." }, { "left": "issue:44756", "right": "issue:47333", "accept": false, - "reason": "Strix Halo mmap OOM workaround vs inability to save a disk-offloaded Qwen3-30B-A3B model; different storage/runtime issues." + "reason": "OOM mitigation for mmap on Strix Halo is unrelated to disk-offloaded model save failure." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Sequence-classification zero-loss bug vs ASR double-shift training loss bug; same broad pattern, but not the same concrete code-path problem." + "reason": "Same loss-shift pattern category, but these are different model implementations and likely need separate fixes." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel index error vs compiled flex_attention incompatibility with torch 2.9+. Different failure surfaces." + "reason": "Zero3/BertModel indexing failure is unrelated to compiled flex_attention breaking on newer torch." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory inefficiency vs Strix Halo mmap OOM. Both mention memory, but they are different issues and fixes." + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as Strix Halo mmap OOM avoidance." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different tokenizer/model load failures for different repositories; no shared concrete bug." + "reason": "Tokenizer load failure for a specific model vs a separate transformers>=5.1.0 load failure on another repository." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Repository-specific tokenizer load issue vs Mistral regex patch crash. Superficially similar but not the same defect." + "reason": "Different tokenizer bugs: missing model load for cjvt/sleng-bert versus Mistral regex patch backend attribute error." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "`_is_hf_initialized` flag regression vs fp16 ONNX attention dtype mismatch; unrelated." + "reason": "_is_hf_initialized regression is a Transformers v5 internal flag issue; Canine ONNX export dtype mismatch is unrelated." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Both mention loss computation bugs, but one is single-label classification and the other is Florence2 training double-shift. Not mergeable as one fix." + "reason": "Same general double-shift pattern, but this is Florence2 rather than the other model-specific issue and is not clearly one bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-tokens conflict vs Qwen3Moe FineGrainedFP8Config failure; unrelated model/tokenizer problems." + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated loader issues." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL loading issues, but one is a v5 dev breakage for MoE models and the other is a specific weight-shape mismatch. Different root causes." + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL-30B-A3B weight-shape mismatch are related to the same model family but are different concrete failures." }, { "left": "issue:43746", "right": "issue:47331", "accept": false, - "reason": "PEFT adapter checkpoint loading vs Metal quantized batch generate corruption; unrelated." + "reason": "Local checkpoint loading with PEFT adapters is not the same as Metal quantization batched generation corruption." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about `base_model_prefix` model loading and the other about non-persistent buffer initialization. Different bugs." + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; different fixes." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling vs Mistral3 `lm_head` weight tying. Different components and fixes." + "reason": "Tokenizer BPE marker handling is a tokenizer issue; lm_head weight tying in Mistral3 is a model-head loading bug." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer behavior, but one is AutoTokenizer ignoring `tokenizer.json` and the other is DeepSeek-Coder tokenizer output regression. Not the same issue." + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder tokenizer output corruption are distinct tokenizer paths and fixes." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency vs Sam3 text encoder weights not loading. Different model families and different loading problems." + "reason": "CLIP structure inconsistency and Sam3Model text encoder weights not loaded are separate model-architecture regressions." } ] }, @@ -3430,8 +3430,8 @@ "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": [ @@ -3522,7 +3522,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -3828,12 +3828,12 @@ "issue:45216|issue:45357", "issue:44220|issue:44683" ], - "prepared_review_unit_hash": "a9db92def2d3063194f0eba3e4b23349c25d8b541625a4408cace63a6bd01c69", + "prepared_review_unit_hash": "eb4fefbaa6bc31c5f67a70b654e39c4f187d83a61ef4012c04573216379983a6", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -3850,192 +3850,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across loading, multimodal preprocessing, generation, quantization, and training. The only pair that looks plausibly like the same underlying bug is the Qwen3.5 save_pretrained regression (45216/45357).", - "confidence": 0.73, - "canonical_issue_reason": "issue:45216 is the best anchor because it describes the broad Qwen3.5 save_pretrained regression, and issue:45357 looks like a later, narrower follow-up about the same serialization bug affecting visual encoder keys.", + "summary": "This set is mostly a heterogeneous grab-bag of unrelated closed issues across training, tokenizers, multimodal loading, generation, serialization, and runtime compatibility. The only clear duplicate-looking pair is the Qwen3.5 `save_pretrained` regression reports; the rest are different bugs and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45216 is the best canonical issue because it is the earlier, broader report of the Qwen3.5 `save_pretrained` checkpoint corruption; issue:45357 reads like a later, narrower follow-up on the same serialization bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the most suitable global representative: it is concrete, model-specific, and has a clear duplicate-like follow-up, while the rest of the cluster is too heterogeneous to serve as a single canonical bug.", + "best_issue_reason": "issue:45216 is the strongest representative of the only true duplicate pair and has the clearest, broadest bug description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Different models and failure modes: Whisper inference failure vs YOLO multi-GPU device-map failure." + "reason": "Different models and failure modes: Whisper runtime failure vs YOLO multi-GPU device-map failure." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Different subsystems: FP8 config handling vs template compilation error." + "reason": "Unrelated bugs: FineGrainedFP8Config on Qwen3Moe vs a template-node compilation error." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different code paths: MIMI batching/padding-mask mismatch vs DAC STE/from_latents mismatch." + "reason": "Both are multimodal/model bugs, but the concrete code paths differ: padding-mask batching vs DAC latent conversion/STE." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Both are load-time problems, but one is a model load failure and the other is a Mistral tokenizer regex patch crash." + "reason": "Different loading failures in different subsystems: a model load regression vs Mistral regex patching/backend tokenizer access." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and TrainerState token counting are unrelated trainer behaviors." + "reason": "Training early-stopping metric lookup and TrainerState token counting are unrelated." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different bug surfaces: Qwen3.5 hidden-states output vs Qwen2.5-VL rope/position-id scaling." + "reason": "Different Qwen3.5 bugs: hidden-state output regression vs Qwen2.5-VL rope-position scaling." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is a missing tie in a specific model class and the other is device-dependent serialization behavior." + "reason": "Both mention tied weights, but one is a missing tie in a specific model class while the other is device-dependent serialization behavior." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different FP8/init problems: FineGrainedFP8Config failure vs unexpected _is_hf_initialized argument in init_empty_weights." + "reason": "Separate initialization/compatibility problems: FP8 config failure vs `_is_hf_initialized` argument handling." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer constructor conflict vs a key error while loading a different model." + "reason": "Tokenizer method-name conflict and a MobileLLM key error are different load-time bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different model families and distinct failures: nonsensical outputs vs processor/model image-size mismatch." + "reason": "Different model-specific issues: SigLIP2 bad outputs vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument collision is unrelated to the physical-intelligence/fast loading regression." + "reason": "AddedToken keyword collision is unrelated to loading `physical-intelligence/fast`." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different targets: generic model loading failure vs a specific Mistral tokenizer regex-patch crash." + "reason": "Different models and failures: ScandiBERT loading vs Mistral regex patch crash." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Different Gemma generations and different root causes: variable name collision vs unsafe dtype cast in multimodal embedders." + "reason": "Different Gemma family bugs: variable-name collision in forward vs unsafe dtype casting in quantized multimodal embedders." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Missing gradient_checkpointing support flag is not the same as a PEFT/DeepSpeed checkpointing error." + "reason": "A missing model capability flag is not the same bug as PEFT + DeepSpeed ZeRO-3 checkpointing failures." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet processor input-size mismatch." + "reason": "Torch export failure on `torch_compilable_check` is unrelated to processor/model input-size mismatch." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is a different bug from the StaticCache return-type contract issue." + "reason": "Chunked-generation inconsistency with compiled forward is a different path from `StaticCache.get_seq_length()` returning the wrong type." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer loading conflict and CUDA assert from auto device mapping are unrelated." + "reason": "Tokenizer-loading conflict and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal models and different failure types: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." + "reason": "Both are Qwen/LLaVA multimodal issues, but one is a segmentation fault on model load and the other is a video-input processing ValueError." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both involve FP8-ish terms, but one is a config issue and the other is a missing Float8 storage object." + "reason": "FP8 config failure and missing Float8 storage support are different compatibility problems." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related model family, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug." + "reason": "Both are Qwen vision/video regressions, but one is a broader video-input regression and the other is a specific still-image temporal position bug." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to granite_speech config strictness." + "reason": "Qwen3-MoE sliding-window behavior and Granite speech config loading are unrelated." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is a different problem from the cache length return type." + "reason": "Generation performance overhead is not the same as an incorrect cache-length return type." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Transformers v5 _is_hf_initialized breakage and TimesFM window_size AttributeError are unrelated." + "reason": "Transformers v5 `_is_hf_initialized` breakage and TimesFM `window_size` attribute errors are different issues." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version compatibility is not the same as noisy transformer loading output." + "reason": "Torch-version incompatibility is unrelated to noisy transformer loading output." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading cjvt/sleng-bert." + "reason": "Missing `all_tied_weights_keys` on Molmo and loading failure for `cjvt/sleng-bert` are different bugs." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen VL variants, but one is iterable-dataset multi-image handling and the other is still-image temporal position-id scaling." + "reason": "IterableDataset multi-image finetuning failure is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are different bugs." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding-window behavior are not the same code-path problem." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained serialization regression; the later report just narrows it to incorrect visual encoder keys." + "reason": "Both report the same Qwen3.5 `save_pretrained` serialization regression; 45357 is a later report of incorrect visual-encoder keys in the same bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Audio feature extraction issue and compiled `flex_attention` failure on newer Torch versions are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst output is well grounded in the packet and stays conservative in the soft-edge verdicts. The only accepted pair, issue:45216 and issue:45357, is supported by the titles as the same Qwen3.5 `save_pretrained` serialization regression with a narrower follow-up on visual encoder keys. The rest of the pairwise rejections are appropriately cautious and do not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:45216 vs issue:45357, is well supported by their shared Qwen3.5 save_pretrained serialization theme and the later/narrower wording of 45357. The remaining verdicts are framed as different bugs or code paths without overstating evidence from the titles alone." }, "evaluator_used": true, "retried": false, @@ -4138,12 +4138,12 @@ "issue:43611|issue:43646", "issue:43377|issue:45491" ], - "prepared_review_unit_hash": "fbd7ead646887ba455f2219f738e8a409a331f7bc710571dea7c99011e6db35a", + "prepared_review_unit_hash": "5eb7d9a4d852acb99478326b0f7133da557c6490e9689cd3d503b6413b23efb8", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -4160,204 +4160,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of Transformers v5 regression reports, with a smaller tokenizer subgroup. The strongest duplicate-like center is the `_is_hf_initialized` loading regression, while most other soft links are only broad semantic similarity and should stay separate.", - "confidence": 0.57, - "canonical_issue_reason": "issue:44291 is the clearest, most central report of the v5 `_is_hf_initialized` regression, and it aligns with several nearby loading failures that appear to stem from the same initialization change.", + "summary": "Most pairs are broad thematically similar regressions but not the same concrete bug. The only clear duplicate is the `_is_hf_initialized` loading regression reported in the bitsandbytes/init-empty-weights issues.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44291 is the clearest, most specific report of the shared `_is_hf_initialized` regression, with an explicit failure mode and version range; issue:43872 is a broader manifestation of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the best overall representative because it names the shared root symptom directly and is broad enough to anchor the related v5 loading/init reports.", + "best_issue_reason": "issue:44291 is the strongest representative issue because it pinpoints the exact loading-path TypeError and is easiest to act on.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying v5 init regression: `_is_hf_initialized` leaks into downstream constructors and breaks both bitsandbytes and init-empty-weights loading." + "reason": "Same underlying `_is_hf_initialized` / `init_empty_weights` loading incompatibility; one is a broader bitsandbytes report, the other the concrete TypeError reproduction." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but they describe different failure modes in model loading vs buffer initialization." + "reason": "Both involve Transformers v5 regressions, but one is model-loading/base_model_prefix and the other is non-persistent buffer contents; different bugs." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading correctness and tokenizer conversion performance are different bugs." + "reason": "Both are tokenizer regressions, but one is tokenizer loading failure and the other is convert_tokens_to_ids performance; not the same code-path bug." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both involve multimodal dtype issues, but the reported code paths and symptoms differ." + "reason": "Both are multimodal dtype issues, but they affect different models/components and different failure modes." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noise during load and tokenizer selection/loading are unrelated." + "reason": "Unnecessary loading noise vs tokenizer loading failure; unrelated symptoms and fixes." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space round-trip are different concrete behaviors." + "reason": "Different tokenizer regressions for different models: Granite wrong IDs vs CodeLlama space round-trip loss." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling vs PEFT adapter checkpoint loading; unrelated bugs." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode checkpointing restriction and missing gradient-checkpointing flag are different issues." + "reason": "Eval-mode gradient checkpointing issue vs missing supports_gradient_checkpointing flag; distinct problems." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training issues, but multi-GPU training and iterable-dataset multi-image failure are not the same bug." + "reason": "Both Qwen2-VL training issues, but one is multi-GPU training and the other is iterable dataset/multiple-image failure; not the same concrete bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are v5 init/load regressions, but the reported failure mechanisms differ and are not clearly the same code path." + "reason": "Both mention Transformers v5 loading breakage, but one is `_is_hf_initialized` while the other is Float8 storage resolution; different failures." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity on a language model and Whisper batch decode behavior are unrelated." + "reason": "Perplexity regression on GPT-OSS vs Whisper batch_decode skip_special_tokens; unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "`_is_hf_initialized` flag handling and mmap OOM on Strix Halo are unrelated." + "reason": "_is_hf_initialized compatibility vs mmap/OOM on Strix Halo; not the same bug." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model runtime failure and float8 storage lookup failure are different problems." + "reason": "Whisper runtime failure vs Float8 storage lookup error; different underlying issues." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights metadata and tokenizer ID regression are unrelated." + "reason": "Missing all_tied_weights_keys attribute vs tokenizer loading regression; unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Different model families and different regressions." + "reason": "Tokenizer BPE-marker issue vs model accuracy regression after upgrade; too different." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with embeds/past KV and Qwen2.5-VL iterable-dataset training are unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL iterable dataset/multi-image finetuning; different code paths." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are different bugs." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window MoE behavior and `_is_hf_initialized` loading failure are unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs `_is_hf_initialized` loading incompatibility; distinct bugs." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model-loading failures with different missing attributes." + "reason": "GGUF loading failure vs missing pad_token_id on Llama4Config; different model/config regressions." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor updates and add_special_tokens BOS/EOS behavior are related only broadly, not the same bug." + "reason": "Runtime post-processor update behavior vs add_special_tokens BOS/EOS handling; similar area but not the same concrete defect." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping crash and Mistral regex patch crash are unrelated." + "reason": "Qwen3 auto device-map cuda assert vs Mistral regex patch crash; unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both concern TensorFlow packaging, but one is missing TF in the torch extra and the other is an undefined backend caused by a different dependency mix." + "reason": "Packaging/backend dependency issue vs tensorboard-without-TF backend error; both backend-related but not the same bug." }, { "left": "issue:44462", "right": "issue:45812", - "accept": true, - "reason": "Likely same tokenizer-loading bug: ignoring repo tokenizer.json can produce the wrong token IDs reported for Granite models." + "accept": false, + "reason": "Both involve AutoTokenizer/tokenizer resolution, but one is ignoring tokenizer.json and the other is wrong Granite token IDs; not enough to treat as the same bug." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Removed pipeline-task docs and a broken DIA example are documentation issues, but not the same one." + "reason": "Docs about removed pipeline tasks vs a broken DIA example; both documentation issues, but different content." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are different model-specific bugs." + "reason": "PaddleOCR-VL loading failure vs TimesFM window_size AttributeError; different models and failures." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow packaging and PaddleOCR-VL loading are unrelated." + "reason": "TensorFlow backend packaging vs model loading in vLLM; unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping and non-persistent buffer corruption are different regressions." + "reason": "ModelOutput key handling vs non-persistent buffer junk; different internals." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Auto device-map offload failure and Qwen3 MoE memory usage are different issues." + "reason": "Device_map auto/offload loading failure vs Qwen3 MoE training memory inefficiency; not the same issue." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "GGUF/v5 loading regression vs CLIPTokenizer model_max_length bug; unrelated." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 model-loading regressions, but the titles point to different breakages and not one concrete shared code path." + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI padding-mask batching bug and Gemma3 sliding-window NaNs are different multimodal/audio failures." + "reason": "Batch-vs-single MIMI encoder mismatch due to padding masks vs Gemma3 NaN embeddings from sliding-window all-padding windows; different models and fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The `_is_hf_initialized` cluster is correctly identified as the clearest center, and the other pair judgments are framed narrowly rather than over-claiming exact duplicates." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted 43872/44291 pair is well supported by the shared `_is_hf_initialized` unexpected-argument failure mode, and the remaining pairs are reasonably left unmerged because the titles point to different bugs or code paths rather than the same concrete defect." }, "evaluator_used": true, "retried": false, @@ -4460,12 +4460,12 @@ "issue:41553|issue:43582", "issue:40990|issue:42947" ], - "prepared_review_unit_hash": "4f07cd722c5ddbc1fef80520ff15f7d91ddd4bfcb4528f09212d596476c3abcc", + "prepared_review_unit_hash": "ea92322fe33d5d297d255a14d5b5a00661aad33039fe4916e3930e55f44859cb", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -4482,204 +4482,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly about Transformers model/runtime regressions, but the soft-linked pairs mostly point to different models, subsystems, or failure modes rather than the same underlying bug. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the best representative because it has the broadest user-facing impact in this set, high discussion/inbound reference activity, and a concrete runtime behavior regression around offloading/quantization.", + "summary": "This set is a broad mix of unrelated bug reports across different models and subsystems. I don\u2019t see any pair that clearly describes the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "If forced to pick one issue as the cluster anchor, issue:43873 is the most central by activity and inbound references, and it\u2019s the only open, broadly scoped issue in the set. It is not a duplicate of the others, though.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster: it is substantive, active, and describes a clear reproducible bug rather than a narrow or mostly cosmetic report.", + "best_issue_reason": "issue:43873 is the best representative issue because it has the strongest discussion/inbound-reference signal and spans a broad inference/offloading topic. It is the most plausible anchor for triage, even if not a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and bugs: missing temporal attention/shared weights in Video-LLaVA vs text-encoder weights not loaded in Sam3Model." + "reason": "Different models and failures: Video-LLaVA architecture/weight-sharing issue vs Sam3 text encoder loading regression." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different code paths: torch.export failure with torch_compilable_check vs dtype mismatch in bfloat16 inference." + "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel inference." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Unrelated defects: non-persistent buffers filled with junk vs ModelOutput key assignment when a previous value was None." + "reason": "Non-persistent buffer initialization bug is unrelated to ModelOutput key assignment when a previous key was None." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different model families and failures: Qwen2.5-VL position-id scaling vs Kosmos2.5 OCR long-input index error." + "reason": "Qwen2.5-VL rope/position-id scaling bug is unrelated to Kosmos2.5 long OCR input index overflow." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but one fails with multiple images during finetuning and the other has wrong video position ids; not the same bug." + "reason": "Different VL training/input bugs: iterable dataset with multiple images vs video input vision_position_ids regression." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a HF-vs-JAX implementation discrepancy and the other is a bad AutoModel/pipeline result; too indirect to merge." + "reason": "SigLIP2 HF/JAX implementation discrepancy is not the same as nonsensical AutoModel/pipeline outputs for the same checkpoint." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different problems: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key regression." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 visual encoder key serialization in save_pretrained." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Related Qwen2.5-VL positional-id area, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same defect." + "reason": "Both touch Qwen2.5-VL video/position ids, but one is about still-image temporal scaling and the other about video vision_position_ids; not the same concrete bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Weight tying in model loading/generation vs inconsistent serialization depending on device; similar theme, different bug." + "reason": "AyaVision lm_head tying/loading issue is distinct from v5 serialization differences depending on device for lm_head.weight." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different failures: unexpected init_empty_weights argument vs strict config blocking granite_speech loading." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to strict config blocking granite_speech config loading." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training/loss issues: flash_attention_3 degeneration vs num_labels=1 single-label classification zero-loss behavior." + "reason": "FlashAttention-3 training degeneration in sequence classification is a different failure from zero-loss behavior with num_labels=1 across models." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both involve vision-language inputs, but one is multi-image finetuning and the other is image-placeholder handling in user text." + "reason": "Multiple-images-per-prompt finetuning failure is different from VL image-placeholder-in-user-text parsing failures." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization runtime bug vs tokenization changing across versions; different subsystems." + "reason": "Quantized offloading problems are unrelated to version-dependent tokenization changes." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope index computation." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id logic." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling vs video position-id regression; different layers of the stack." + "reason": "Tokenizer BPE-marker handling for Ministral-3 is unrelated to Qwen2.5-VL video position-id regressions." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch in a model run vs torch.export failure from torch_compilable_check." + "reason": "CPU offload device mismatch for bark-small is not the same code-path as torch.export failures with torch_compilable_check." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different model regressions: Qwen video-input issue vs Gemma4 PLE device mismatch." + "reason": "Qwen VL video-input regression and Gemma4 PLE device mismatch are different model families and different failure modes." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs TimesFM2.5 window_size AttributeError." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Completely different symptoms and models: high perplexity on gpt-oss-20b vs Whisper empty-transcription failure." + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech checkpoint loading issue." + "reason": "Audio processor sampling-rate default bug is unrelated to PEFT adapters failing to load local checkpoints." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset bug vs progressive generation with inputs_embeds/past_key_values; unrelated." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are separate inference issues." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug vs Qwen3 auto device mapping cudaErrorAssert; different failure modes." + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-mapping cudaErrorAssert." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/NER crash vs export failure with torch_compilable_check; not the same issue." + "reason": "LayoutLMv2Tokenizer padding/NER crash is unrelated to export-time torch_compilable_check failures." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and runtime paths: Qwen3 device-mapping assert vs Gemma4 forward device mismatch." + "reason": "cudaErrorAssert on Qwen3 device mapping is distinct from Gemma4 PLE device mismatch during forward." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both are runtime mismatches, but one is CPU offload/device placement and the other is DAC latent/STE mismatch." + "reason": "CPU offload mismatch for bark-small is unrelated to DAC.from_latents vs forward-pass mismatch with missing STE." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying bug vs Bamba-9B-v2 torch.compile+SDPA failure; different code paths." + "reason": "AyaVision lm_head tying/loading issue is unrelated to Bamba torch.compile + SDPA failure." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch and TimesFM2.5 window_size AttributeError are unrelated." + "reason": "Gemma4 forward device mismatch is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs missing supports_gradient_checkpointing flag; unrelated." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution issue vs Qwen3Moe FineGrainedFP8Config failure; different models/features." + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker bug vs FP8 inference failure on B200; different problem class." + "reason": "Ministral tokenizer BPE marker handling is unrelated to FP8 inference failure on B200." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b vs gradient checkpointing ineffectiveness with PEFT LoRA." + "reason": "Perplexity anomaly on gpt-oss-20b is unrelated to PEFT LoRA gradient checkpointing ineffectiveness." } ] }, @@ -4784,12 +4784,12 @@ "issue:46612|issue:46858", "issue:43550|issue:43720" ], - "prepared_review_unit_hash": "f04fad86a552bcf10e0331ace073bf6fc2fb17244ec8dd88bf14b98456bbe77b", + "prepared_review_unit_hash": "8f1bc4bd546a6df841caff5e769c3428111bc54263159ea51e8c8f5d65387a90", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -4806,186 +4806,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: it mixes tokenizer regressions, quantization/loading issues, vision-model bugs, and training-loop edge cases. I do not see any soft pair that is confidently the same underlying bug, so all soft edges should be rejected. The broadest representative issue is the v5 AutoTokenizer regression affecting multiple model families.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45920 is the broadest and most central bug report here: a concrete v5 AutoTokenizer regression affecting multiple model families and directly about wrong token IDs.", + "summary": "The cluster is heterogeneous: it mixes tokenizer regressions, loading/offload/quantization bugs, generation/cache issues, and model-specific training/runtime failures. The soft edges are mostly superficial semantic similarities rather than true duplicates, so all candidate merges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45920 is the strongest representative of the tokenizer-regression subcluster: it is broad across multiple model families and captures the clearest shared failure mode among the closest text-processing issues.", "canonical_pr_reason": null, - "best_issue_reason": "It best represents the recurring tokenizer-regression theme in this set and has the widest stated impact/inbound references among the tokenizer-related issues.", + "best_issue_reason": "issue:43873 is the best overall issue in the cluster because it is open, high-activity, and broad enough to represent the offloading/quantization thread that appears in a few nearby issues, even though the cluster as a whole is not a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is about missing BOS/EOS insertion and the other is about wrong token IDs across several models; different failure modes." + "reason": "Both are tokenizer regressions, but 44568 is a model-specific BOS/EOS omission while 45920 is a broader wrong-token-ID regression across several models; different concrete bugs." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "One is a MIMI encoder padding-mask/batched output bug; the other is a video processor shape issue. Different components and symptoms." + "reason": "Both mention batched inputs, but one is MIMI encoder padding-mask behavior and the other is OmDet-Turbo processor output shape; unrelated code paths." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision weight tying vs bfloat16 dtype mismatch in inference are unrelated code paths." + "reason": "AyaVision weight-tying/generation failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different failures, not one underlying bug." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both concern loading behavior, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization. Not the same bug." + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffers being filled with junk are distinct loading/runtime issues." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is a device_map dequantized load failure and the other is a general offloading regression; too broad to merge." + "reason": "Both are in the offloading/quantization area, but 43317 is a specific dequantized-model load failure and 43873 is a broader open report; not the same concrete bug." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are different model/load paths." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are unrelated model-loading problems." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss kwarg breakage and a 3d_parallel.py launch failure are unrelated." + "reason": "CustomTrainer.compute_loss API breakage and failure to run 3d_parallel.py do not point to the same underlying issue." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask discrepancy and Perceiver non-default-resolution failure are different model families and bugs." + "reason": "MIMI batched-padding-mask output differences and Perceiver non-default-resolution failure are different model-specific bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segmentation fault are distinct loading/runtime failures." + "reason": "Both are runtime failures while loading models, but the Qwen3 device-map assert and Llava Next segfault are separate model/path-specific crashes." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and Qwen multimodal text_config unwrapping are separate config-loading problems." + "reason": "Missing pad_token_idx in StableLmConfig and not unwrapping text_config in composite Qwen configs are different config-handling bugs." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Moonshine streaming mask off-by-one and tokenizer conversion slowdown are unrelated." + "reason": "MoonshineStreaming off-by-one masking and slow convert_tokens_to_ids performance are unrelated problems." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Compute-loss signature breakage and Qwen3Moe FP8 failure are different bugs." + "reason": "Trainer compute_loss signature breakage and Qwen3Moe fine-grained FP8 failure are unrelated." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next load crash and sinq save/load breakage concern different model/loading mechanisms." + "reason": "Llava Next loading segfault and sinq quantized model save/load breakage are different model persistence/runtime issues." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Granite speech strict-config loading and EMBEDDIA tokenizer loading are unrelated." + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are not the same bug." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "CUDA assert during device-mapped loading and flash-attention generation failure are separate Qwen issues with different code paths." + "reason": "Qwen3 device-map A800 crash and Qwen3.5 flash-attention generation issue are both model-family regressions, but they affect different code paths." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are both memory-related but not the same underlying defect." + "reason": "Int4 quantization OOM from reserved memory growth and T5's apex FusedRMSNorm memory leak are unrelated memory issues." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a tokenizer-version-change regression are not the same bug." + "reason": "High perplexity on a specific benchmark and a tokenization-version regression are not the same failure mode." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device-mapping CUDA assert and 3d_parallel.py launch failure are unrelated." + "reason": "The Qwen3 device-map crash and the 3d_parallel.py script failure are different issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug and tokenization behavior change are different subsystems." + "reason": "Batched video processor shape errors and tokenization changes are unrelated." }, { "left": "issue:46897", "right": "issue:47317", "accept": false, - "reason": "Both are training-loss bugs, but there is no evidence they share the same model, shift logic, or code path." + "reason": "Both are training-loss bugs, but they involve different models and likely different loss computations; not enough evidence for a shared root cause." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save_pretrained regressions, but one is lm_head serialization and the other is visual encoder key saving; different artifacts." + "reason": "lm_head serialization inconsistency and incorrect visual-encoder keys in save_pretrained are both save/load regressions, but they affect different state entries and model components." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offloading and disabling mmap for Strix Halo OOM are unrelated memory/load concerns." + "reason": "Quantization/offloading behavior and mmap-induced OOM on Strix Halo are different memory-management problems." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric lookup are distinct training-loop issues." + "reason": "Checkpoint-resume iterator exhaustion and early-stopping metric selection are separate trainer-control-flow issues." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes on NER/batched truncation and bf16 dtype mismatches are unrelated." + "reason": "LayoutLMv2Tokenizer padding/truncation crash and dtype mismatch in bfloat16 inference are unrelated." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram-on-Int failure in MoE and TimesFM window_size AttributeError are different backend/model bugs." + "reason": "MPS histogram on Int and TimesFM window_size AttributeError are unrelated runtime errors." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Sam3 dummy Conv2d in pixel decoder and Sam3 text encoder weights not loaded are separate parts of the model." + "reason": "Sam3 PixelDecoder dummy Conv2d and missing text-encoder weights are different parts of the model, not the same bug." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "ScandiBERT loading failure and XLMRobertaTokenizer Unigram init type mismatch are not shown to be the same root cause." + "reason": "Model loading failure for ScandiBERT and XLMRobertaTokenizer's Unigram initializer error are different tokenizer/model-loading issues." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression and tokenization-version-change bug are too different in scope and symptom." + "reason": "The v4.57.5 processor.tokenizer regression with image passing is not the same as a general tokenization change regression." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Beam-search cache reorder skipping and static-cache prefill slice-arithmetic failure are different generation/cache bugs." + "reason": "Beam-search cache reorder being skipped and cache.get_seq_length returning a device tensor are both generation/cache bugs, but they are different code paths and symptoms." }, { "left": "issue:43550", @@ -5094,12 +5094,12 @@ "issue:29159|issue:36032", "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "e596078c2b00bede8e36677f10a4c4fe66a4b21b74925fd2333199687e8c769a", + "prepared_review_unit_hash": "413b970c3c7fce4ba02805e9d28267bd957011ea6f3c9ab7d235819dbc4cb318", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -5116,174 +5116,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster looks heterogeneous: most soft pairs share only broad subsystem similarity (tokenizers, loading, device maps, multimodal serving) rather than the same concrete bug, so I rejected all soft edges and found no clear canonical issue/PR.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: all soft pairs are at most superficially similar (same subsystem or symptom class), but none look like the same concrete bug/change. No duplicate merges are warranted.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear canonical representative because the cluster spans unrelated bugs across different models, loaders, tokenizers, generation paths, and training behaviors.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "There is no global best issue for deduplication: the pairings are mostly broad-similarity matches rather than the same underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both involve model initialization/from_pretrained behavior, but one is a broad Transformers 5.0 regression and the other is a Python-class usage inconsistency; no concrete shared code-path is evident." + "reason": "Both involve loading/custom model init, but they describe different failure modes and code paths." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype-loading and Trainer resume/max_steps are unrelated bugs in different subsystems." + "reason": "One is a model dtype bug; the other is Trainer checkpoint resume/max_steps logic." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crashes on NER/padding versus processor image-size mismatch; different components and failure modes." + "reason": "Different models and failures: tokenizer padding/truncation crash vs image processor size mismatch." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different model-specific runtime failures: torch.compile+SDPA versus CPU offload device mismatch." + "reason": "Unrelated bugs: SDPA/torch.compile behavior in Bamba vs CPU offload device mismatch in Bark." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but they affect different models and likely different root causes." + "reason": "Both are load failures, but for different models and likely different root causes." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are different issues." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both touch multimodal model behavior, but one is weight tying in generation and the other is save_pretrained key persistence; not the same bug." + "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 visual encoder key saving." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized model offload failure are different loading/device-map problems." + "reason": "Both touch quantization/offload, but the model/configuration and failure mechanics differ." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern vision input sizing, but OmDet-Turbo's processor/model size mismatch is not the same as Perceiver's non-default-resolution interpolation failure." + "reason": "Both are vision input-size complaints, but they affect different models and different preprocessing paths." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve large-model parallelism, but the reported failures and code paths differ substantially." + "reason": "Different model families and different distributed-inference problems." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different forward-pass bugs." + "reason": "Gemma multimodal forward variable collision vs Gemma4 PLE device mismatch are distinct bugs." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve-time multimodal crashes, but one is a string/tensor handling issue and the other is a missing processor attribute; not the same root cause." + "reason": "Both hit serve/multimodal paths, but one is a ``.to`` crash and the other is a missing ``_tokenizer`` attribute." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Both mention compiled/cache paths, but one is inconsistent chunked generation output and the other is a backend-specific seq-length tensor arithmetic bug." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Unrelated model bugs: sliding_window behavior in Qwen3-MoE versus missing pad_token_idx in StableLmConfig." + "reason": "Sliding window handling in Qwen3-MoE is unrelated to StableLmConfig missing ``pad_token_idx``." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different subsystems: model quantization config vs pipeline import dependency validation." }, { "left": "issue:43441", "right": "issue:47337", "accept": false, - "reason": "FlashAttention model failure and a flaky bbox-range test are unrelated." + "reason": "FlashAttention model failure is unrelated to a flaky bbox-range test." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache handling, but the concrete failures differ: KV-cache continuation indexing versus static-cache seq-length device tensors." + "reason": "Both involve cache/generation, but one is serve KV-cache indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." }, { "left": "issue:45479", "right": "issue:47317", "accept": false, - "reason": "Both are training-loss reports, but the model families and described bug patterns are too different to treat as duplicates." + "reason": "Both concern training loss, but there is no evidence they share the same loss computation bug." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer classes and different crash contexts; only a broad tokenizer theme is shared." + "reason": "Tokenizer AttributeError issues, but for different tokenizer classes and tasks." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Compiled-forward issues in different generation paths; no clear single bug." + "reason": "Both mention compiled generation/cache, but the reported symptoms and triggers are different." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT MLM prediction drift and Qwen3.5 recurrent-state reset are unrelated." + "reason": "CamemBERT MLM prediction error and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "One is a cache-path collision, the other is permissions propagation in save_pretrained; different file-handling bugs." + "reason": "Filesystem/path collision during trust_remote_code loading is unrelated to read-only permission propagation in save_pretrained." }, { "left": "issue:43716", "right": "issue:46821", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:46894", "right": "issue:47317", "accept": false, - "reason": "Both are training-loss issues, but only one is explicitly a double-shift bug; the other lacks enough evidence to be the same defect." + "reason": "Both are training-loss bugs, but the models and specific failure patterns differ." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated." + "reason": "Early stopping metric lookup and void segmentation map processing are different bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Config API discrepancy and rotary_pct reload regression are different configuration bugs." + "reason": "Configuration API discrepancy in Gemma3TextConfig is not the same as GPTNeoX rotary_pct reload regression." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and T5 tokenizer load-time attribute conflict are not the same issue." + "reason": "Both tokenizer-related, but one is slow/fast inconsistency and the other is a T5Tokenizer load-time attribute conflict." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are load failures, but they affect different models/tokenizer layers and do not look like the same concrete bug." + "reason": "Both are tokenizer/load failures, but they affect different models and failure points." } ] }, @@ -5387,12 +5393,12 @@ "issue:43644|issue:46665", "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "282e9778d689160762d59ba2e4a58a7b9e30de56e4701ab4a342510f1a8aa997", + "prepared_review_unit_hash": "3cacabe054a6f67f0777fff4535e890585a43ff01107d67ebeef5d4fc1485b9b", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -5409,186 +5415,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly topical lookalikes, but none look like the same underlying bug or change closely enough to merge. This cluster is a loose collection of unrelated issues across models, tokenizers, loading, offloading, and docs.", + "summary": "This cluster is heterogeneous: most items are isolated model-loading, tokenizer, offload, or docs bugs that only share broad Transformers/Qwen themes. None of the soft pairs look like the same concrete bug, so I would not merge any of them as duplicates.", "confidence": 0.93, - "canonical_issue_reason": "No true duplicate cluster emerges from these issues. If a single representative is needed, issue:43873 is the strongest general bug report because it has the most discussion and references and describes a concrete, reusable offloading/quantization failure.", + "canonical_issue_reason": "No clear canonical issue stands out; the items span unrelated subsystems and the soft pairs do not identify a single underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best issue representative: it is high-signal, well-discussed, and describes a specific runtime regression with broader impact than the other items.", + "best_issue_reason": "No strong global best issue exists for this cluster. If forced, issue 45759 is the closest to a broad config/load bug, but it still does not represent the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different components and symptoms: image segmentation-map processing vs Bark voice_preset handling." + "reason": "Different processors and failures: segmentation-map handling vs Bark voice_preset loading." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "Both involve loading/tokenization, but one is gguf auto-loading and the other is a Unigram init bug in XLM-Roberta." + "reason": "Both are tokenizer/loading bugs, but they hit different models and different failure points." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "One is a broad tokenization regression report; the other is a specific FP8 frozen-checkpoint weight_scale omission." + "reason": "Tokenizer output changes vs FP8 checkpoint scale loading; unrelated code paths." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Both are loading failures, but one is Qwen3Moe FP8 config handling and the other is a Llava Next segfault." + "reason": "Different models and errors: Qwen3Moe FP8 config vs Llava Next segfault." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error with a CLIP model is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Mac CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading regression vs an apex FusedRMSNorm memory leak in T5; different code paths." + "reason": "Quantization/offload bug and T5 apex RMSNorm leak are separate issues." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT image label reduction bug is unrelated to a missing all_tied_weights_keys attribute in Molmo." + "reason": "Image label reduction bug vs missing tied-weights attribute; no shared bug." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen multimodal failures: video input processing vs weight_only loading error." + "reason": "Different Qwen multimodal failures with different APIs and likely different root causes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is not the same as composite config unwrapping for AutoModelForCausalLM.from_config." + "reason": "Qwen3 sliding-window handling is distinct from from_config text_config unwrapping." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies and removed docs pipeline tasks are unrelated documentation issues." + "reason": "A typo in cache strategies and removed docs pipeline tasks are unrelated." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile/SDPA model failure vs tokenizer special-token registration bug." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Both mention loading behavior, but one is non-persistent buffers in v5 and the other is from_pretrained inside user-defined Python classes." + "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior in Python classes." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "A800 device-mapping cudaErrorAssert is unrelated to GraniteSpeech PEFT local-checkpoint loading." + "reason": "Auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Qwen3 MOE weight conversion during accelerate/deepspeed loading is a different failure from PEFT+ZeRO-3 checkpointing errors." + "reason": "Both involve DeepSpeed/accelerate, but the bugs are different: MoE weight conversion vs checkpointing error." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is not the same as BitNet packed-weight unpacking during accelerate loading." + "reason": "Both touch accelerate/offload, but one is CPU offload device mismatch and the other packed-weight unpacking." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to undefined variables in multimodal token counting." + "reason": "Trailing-slash import warning is unrelated to missing video-token helper variables." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is a different bug from Qwen3.5 streaming chat/completions failure." + "reason": "Different failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming API crash." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "Trainer token counter update bug is unrelated to generation with inputs_embeds/past_key_values." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are different model-specific bugs." + "reason": "Qwen3-MoE sliding-window issue vs TimesFM window_size AttributeError; different models and paths." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset handling and Qwen3 auto device-mapping crashes are unrelated." + "reason": "BarkProcessor preset handling is unrelated to Qwen3 auto device mapping asserts." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window Qwen3-MoE bug is unrelated to FP8 storage-object lookup failures." + "reason": "Sliding-window logic bug is unrelated to FP8 storage lookup failures." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and tokenizer special-token registration are different subsystems." + "reason": "CPU offload device mismatch and tokenizer special-token registration are different bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric-gathering label truncation is unrelated to SAM3 text/bbox behavior." + "reason": "Metric gathering label truncation is unrelated to SAM3 text/box behavior." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite-config unwrapping for Qwen3.5/3.6 is unrelated to CPU-offload incompatibility in rotary embedding." + "reason": "Config unwrapping in from_config is distinct from CPU-offload compatibility in rotary embedding forward." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they affect different models and appear to have different root causes." + "reason": "Different model/tokenizer loading regressions with no shared concrete failure." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is different from static-cache slice arithmetic on non-CUDA backends." + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual-encoder keys on save_pretrained is unrelated to missing text-encoder weight loading." + "reason": "Both are multimodal model loading/saving issues, but they affect different models and different parameter sets." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent-buffer corruption in v5 is a different defect from inconsistent from_pretrained behavior inside classes." + "reason": "Non-persistent buffer corruption is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." } ] }, @@ -5688,12 +5694,12 @@ "issue:44464|issue:47050", "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "a76c14175cfb1387166c173baafe9f8b830e83bdb4fb33c6bf70db8f79d5c4b8", + "prepared_review_unit_hash": "70d8f770befd7fcc23e0935294e16edf9a6a126c698c34019d91d4875b5b1efe", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -5701,183 +5707,183 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35328, - "estimated_input_tokens": 8832, - "estimated_eval_tokens": 17920 + "serialized_chars": 35330, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues spanning tokenization, vision processors, generation, training, and offloading. Only two pairs look like true duplicates: the Qwen2_5_VL batched `apply_chat_template` crash, and the HF_HUB_OFFLINE / `_patch_mistral_regex` tokenizer cache failure.", - "confidence": 0.73, - "canonical_issue_reason": "issue:42886 is the strongest representative of the one clear duplicate thread here: it\u2019s a concrete, user-facing offline tokenizer failure and is directly matched by issue:44843\u2019s root-cause report in `_patch_mistral_regex`.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash pair; the other soft-similar issues share broad subsystems but not the same concrete bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the only true duplicate pair, with a direct and concise statement of the apply_chat_template batched-input/padding=False crash.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most central standalone issue in the set by activity and breadth (many comments and inbound refs) while still being a concrete product bug rather than a niche follow-up.", + "best_issue_reason": "issue:44545 is the best overall issue to anchor this cluster because it is the clearest duplicate target and most directly states the shared failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45923", "right": "issue:47333", "accept": false, - "reason": "Different problems: missing gradient-checkpointing support flag vs inability to save a disk-offloaded Qwen3-30B-A3B model." + "reason": "Different features and failure modes: missing supports_gradient_checkpointing vs disk-offloaded model save failure." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "One is a model-loading failure on a specific repo; the other is a PIL image-processor dependency regression. Different code paths." + "reason": "Unrelated bugs in different code paths: model loading failure vs PIL backend requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "`AddedToken()` keyword duplication is a tokenizer API bug, while loading `vesteinn/ScandiBERT` is a model-specific load failure." + "reason": "AddedToken argument conflict and model load failure are not the same underlying issue." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver non-default resolution failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Different problem classes: image resolution handling vs bfloat16 dtype mismatch." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 is a config-plumbing bug; the other is a general classification-loss edge case across models." + "reason": "One is config propagation, the other is loss computation/label semantics; not the same bug." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking and `trainer.evaluate()` after `trainer.train()` are different trainer behaviors." + "reason": "Different trainer failures with different triggers and code paths." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc/example issues do not match the OmDet-Turbo processor/model input-size mismatch." + "reason": "Both are model/processor issues, but one is a documentation/example mismatch and the other is an input-size expectation bug." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and T5 apex RMSNorm memory leak are unrelated." + "reason": "Completely different subsystems: device-mapping CUDA assert vs a T5 RMSNorm memory leak." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as ZeRO-3 gradient growth during training." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the ZeRO-3 gradient growth regression." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same underlying offline tokenizer failure in `_patch_mistral_regex` / `model_info()`; both describe HF_HUB_OFFLINE breakage on tokenizer loading." + "accept": false, + "reason": "Both involve offline tokenization, but one is a broad cache-load failure and the other is a specific mistral_regex/model_info regression." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about `tie_word_embeddings` in LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." + "reason": "Tie-word-embeddings warning on fine-tuning is unrelated to incorrect visual encoder keys on save/load." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT adapter loading from local checkpoints and sinq quantized save/load corruption are different serialization bugs." + "reason": "Different persistence problems: local PEFT checkpoint loading vs quantized model save/load corruption." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing in eval mode and T5 apex RMSNorm memory leak are not the same issue." + "reason": "Different bug families with no shared concrete code path." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Near-identical title and symptom: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; the titles are near-identical." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "SmolVLM video padding miscalculation and FA2 long-context performance regression are unrelated." + "reason": "Video padding calculation bug vs long-context FA2 performance regression are different issues." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processor updates and DiaConfig losing custom token IDs after save/load are different tokenizer/config problems." + "reason": "Runtime special-token/post-processor update bug is distinct from DiaConfig token-ID loss after save/load." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT adapter checkpoint loading and offloading-with-quantization behavior are not the same bug." + "reason": "Local checkpoint loading with adapters is unrelated to offloading not working with quantization." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation map processing and `GenerationMixin` import failure are unrelated." + "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs/example mismatch is not the same as an implementation discrepancy versus JAX." + "reason": "Same model family, but one is a docs example problem and the other is an implementation discrepancy vs JAX." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "A backend post-processor update bug is not the same as BigBirdTokenizer mask-token registration causing empty decode output." + "reason": "Both touch special tokens, but one is runtime post-processor syncing and the other is a BigBirdTokenizer decode/CI issue." }, { "left": "issue:43673", "right": "issue:47337", "accept": false, - "reason": "GenerationMixin cache/chunked_prefill and a flaky bbox-range IndexError are unrelated." + "reason": "GenerationMixin cache/chunked_prefill and bbox-range flakiness are unrelated." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 bad outputs and CamemBERT masked-LM regression are different model-specific issues." + "reason": "Different models and failure modes: SigLIP2 inference oddities vs CamemBERT masked LM prediction regression." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch Mistral-regex-related tokenizer logic, but one is a crash in `_patch_mistral_regex` while the other is a Kimi-K2.5 regression about codec handling/warnings; not clearly the same bug." + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash and the other is a tokenizer codec/regression issue; not the same concrete bug." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer `use_cache` incorrect results and T5 decoder-input error messaging are unrelated." + "reason": "Incorrect use_cache results and an error-message validation issue are not the same bug." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Canine ONNX fp16 dtype mismatch are different execution paths." + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to CanineModel fp16 ONNX dtype mismatch." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight-only load error and Qwen2.5-VL video `vision_position_ids` bug are separate model behaviors." + "reason": "Different Qwen-VL issues: weight_only loading failure vs wrong vision_position_ids for video input." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the central-issue choice for 43873 is supported by its relatively high discussion activity and inbound references, and the duplicate calls are conservative. The accepted pairs (42886/44843 and 44514/44545) are plausible same-bug duplicates from the titles, while the rest are appropriately rejected as different problems. No soft-edge verdict overstates the evidence." + "feedback": "The assessment is grounded in the packet and stays conservative. The single accepted duplicate pair (issue:44514 / issue:44545) is strongly supported by near-identical titles, and the remaining soft-edge rejections do not overclaim duplicate status based on the available evidence." }, "evaluator_used": true, "retried": false, @@ -5893,8 +5899,8 @@ "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": [ @@ -5983,7 +5989,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -6287,12 +6293,12 @@ "issue:43644|issue:43749", "issue:43716|issue:44008" ], - "prepared_review_unit_hash": "2a95cbce18c0a5c639ec740f5b475b4fc3b254dcf70a0954d3ad41da4df3df86", + "prepared_review_unit_hash": "43c847926fb36e1c069d4bbed8508fe9c243fa2e57afcec885ee62fd01c2b2f4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -6300,183 +6306,177 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36028, - "estimated_input_tokens": 9007, - "estimated_eval_tokens": 18270 + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly a heterogeneous set of unrelated Transformers bugs; the soft pairs share broad surface area but not the same underlying failure mode, so none should be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue cleanly fits the whole set. If forced to pick the broadest umbrella, issue 45020 is the closest match because it targets general recent-v5 remote_code breakage, but the cluster is too diverse to treat it as a true canonical duplicate.", + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports that share only broad themes like model loading, dtype/device mismatches, and v5 regressions. None of the soft pairs look like the same underlying bug, so they should stay separate.", + "confidence": 0.31, + "canonical_issue_reason": "Issue #45020 is the broadest, most representative report of the set because it captures a general class of recent remote-code regressions; the rest are more model- or subsystem-specific.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most broadly representative of the set\u2019s recurring v5/remote_code regression theme, but it is still not a good true duplicate target for the other issues.", + "best_issue_reason": "#45020 is the best single issue representative for this cluster\u2019s overall v5/remote-code regression theme, even though the cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different bugs: sparse-layer construction with zero sparse layers vs RoPE layer dropping in Smollm3." + "reason": "Different models and different failures: sparse-layer config bug vs RoPE layer count mismatch." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal failures, but one is a video-input ValueError and the other is an audio-mask variable collision." + "reason": "Unrelated code paths and models: Qwen3OmniMoe video input validation vs Gemma3n variable collision." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both involve tokenizer loading, but they are distinct failures with different tokenizers and causes." + "reason": "Both are tokenizer-loading failures, but they involve different tokenizer classes and distinct root causes." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "One is a forward-pass name collision; the other is a cache-length return-type bug affecting arithmetic." + "reason": "Gemma3n forward-name collision is unrelated to static-cache sequence-length arithmetic." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Bark voice_preset handling and a GenerationMixin import error are unrelated issues." + "reason": "BarkProcessor voice_preset issue is unrelated to a GenerationMixin import error." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both concern config/model loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions being unset is unrelated to RTDetrV2 output drift in v5." + "reason": "Different regressions: missing attentions assignment vs changed outputs in RTDetrV2." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache return-type mismatch and Gemma4 quantized dtype casting are different code paths." + "reason": "Static cache length return-type bug is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation example errors and Kosmos2.5 long-OCR index errors are not the same bug." + "reason": "Docs example errors for SigLIP2 are not the same as a Kosmos2.5 long-ocr index error." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "44561 names a specific removed API; 45020 is a broad umbrella for remote_code breakages, so they are not clearly the same underlying issue." + "reason": "#44561 is a specific API-removal breakage; #45020 is a broader remote_code regression report." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding are unrelated to AutoTokenizer failing to load a specific tokenizer class." + "reason": "Different tokenizer failures on different models and inputs; not the same bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions: Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction errors." + "reason": "Both are v4/v5 behavior regressions, but they affect different models and distinct inference paths." }, { "left": "issue:46752", "right": "issue:47337", "accept": false, - "reason": "Empty apply_chat_template input and bbox range flaky-test failures are unrelated." + "reason": "Empty apply_chat_template crash is unrelated to the bbox-range flaky test." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next load segfault and MPS histogram-on-Int error are unrelated failures." + "reason": "Segfault in Llava Next loading is unrelated to an MPS histogram/int backend error." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "A mask/indexing shape error is not the same as trainer.evaluate failing after training." + "reason": "Mask-shape IndexError is not the same as trainer.evaluate() failing after train." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer-loading failure and kernels-v0.15 import failure share no concrete code path." + "reason": "Tokenizer loading and kernels version/revision dependency failure are different problems." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long-input indexing are different bugs." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long OCR input indexing." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "One is tokenizer post-processor state not updating; the other is Whisper decode ignoring skip_special_tokens." + "reason": "Post-processor update logic and batch_decode skip_special_tokens behavior are different tokenizer/processor paths." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different underlying problems." + "reason": "Device mismatch with CPU offload is a different issue from bf16 dtype mismatches under inference." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen video-template mismatch and T5 decoder-input validation are unrelated." + "reason": "Video chat-template feature/token mismatch is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation messaging and degenerate zero-loss classification are different bugs." + "reason": "Input validation XOR bug and single-label zero-loss bug are different model-wide issues." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA failure is not the same as general bfloat16 dtype mismatch." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated." + "reason": "torch.compile + SDPA failure is unrelated to dtype mismatch issues." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention loading are different issues." + "reason": "BLIP2 dtype propagation bug is unrelated to Video-LLaVA\u2019s missing temporal attention/shared weights problem." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen3.5-family failures: weight_only load error versus flash-attention generation bug." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are separate code paths." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are separate regressions." + "reason": "Non-persistent buffer initialization bug is unrelated to broken FSDP CPU RAM efficient loading." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 dtype mismatch and Gemma3n forward variable collision do not share the same bug." + "reason": "Mistral-3 preprocessor/model dtype mismatch is not the same as Gemma3n attribute collision." } ] }, @@ -6577,12 +6577,12 @@ "issue:43262|issue:43819", "issue:45003|issue:46285" ], - "prepared_review_unit_hash": "079fc63f95a0321545a4dd2e071cfe4008f08a61efa0c076e4a8b46bd9966ad1", + "prepared_review_unit_hash": "f30a3be1548f4f7c66191e5f92e12b0b1972620189beb3add18fa1e730830f2e", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -6599,114 +6599,114 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerges here: the proposed pairs are mostly superficial similarities across unrelated bugs, so all soft edges should be rejected.", + "summary": "No soft pair looks like the same underlying bug or change. The overlaps are mostly broad subsystem/model-family similarity (tokenizers, loading, vision, warnings), but each pair targets a different concrete failure mode or surface area, so none should be deduplicated.", "confidence": 0.96, - "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated tokenizer, model-loading, preprocessing, warning-message, and dtype bugs.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out because there is no coherent underlying duplicate theme to anchor the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Both mention pipeline/transformers behavior, but one is an error-message bug about removed translation support and the other is a model inference quality issue; different code paths and symptoms." + "reason": "Both involve pipeline/model behavior, but one is an incorrect v5 translation-support message and the other is a model output regression for SigLIP2; different bugs." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "Both are warnings, but they concern different generation features and different branches; not the same underlying bug." + "reason": "Both are warning-message issues in generation, but they concern different warnings and code paths (`num_return_sequences` vs `synced_gpus`)." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale model.config.dtype after from_config are unrelated dtype/loading issues." + "reason": "Both mention dtype-ish behavior, but one is an Apple Silicon allocator warmup TypeError and the other is stale `config.dtype` after `from_config`." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "The second is a broad slow/fast tokenizer inconsistency report, but the first is a specific added-token spacing bug; not enough evidence they are the same defect." + "reason": "The first is a specific added-token spacing bug; the second is a broader slow-vs-fast tokenizer inconsistency and is not clearly the same defect." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Different models and different failures: Qwen3-VL weight-shape mismatch vs Qwen3.5 tensor-parallel plan omissions causing OOM/shape errors." + "reason": "Both mention loading/shape errors for Qwen models, but one is a model-specific weight mismatch and the other is a TP-plan omission causing OOM/shape issues." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video/vision position handling, but they target different models and distinct logic failures; too broad to merge." + "reason": "Both are video-input issues, but they affect different Qwen models and likely different preprocessing/position-id code paths." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Completely different subsystems: metric gathering vs Mamba2 cache handling." + "reason": "Completely different subsystems: metric gathering with tuple labels vs Mamba cache correctness." }, { "left": "issue:47276", "right": "issue:47337", "accept": false, - "reason": "A stale synced_gpus warning is unrelated to a flaky bbox coordinate IndexError." + "reason": "A generation warning-message bug is unrelated to a flaky bbox-coordinate test failure." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor resolution mismatch and dtype mismatches are separate problems with no shared code-path." + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are unrelated failures." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling; different breakages." + "reason": "Both concern loading flows, but one is FSDP CPU RAM efficient loading and the other is `init_empty_weights` passing an unexpected argument." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both mention custom model initialization, but one is a v5 Jupyter regression and the other is from_pretrained behavior inside Python classes; not the same bug." + "reason": "Both involve model initialization contexts, but Jupyter custom-model registration and `from_pretrained` inside Python classes are different problems." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking and dtype mismatch inference issues are unrelated." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatches in inference." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer compute_loss are entirely separate areas." + "reason": "A Bark processor preset bug is unrelated to a `CustomTrainer.compute_loss` signature mismatch." }, { "left": "issue:47254", "right": "issue:47333", "accept": false, - "reason": "Gradient-checkpointing/ZeRO-3 checkpoint errors are unrelated to disk-offloaded model saving." + "reason": "PEFT/ZeRO-3 checkpointing failure and disk-offload save failure are different code paths and failure modes." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend installation metadata and a Mistral regex patch crash are unrelated." + "reason": "Packaging/backend dependency selection is unrelated to a Mistral tokenizer regex patch crash." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Masked LM prediction regressions and tokenization changes are different symptoms with no shared concrete bug." + "reason": "CamemBERT MLM regressions are not the same as a general tokenization change across versions." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-preprocessing bugs, but one over-pads divisible sizes while the other miscounts patches for a specific resolution heuristic." + "reason": "Both are image-preprocessing bugs, but one over-pads divisible images while the other miscounts patches for a specific resolution heuristic." }, { "left": "issue:47254", @@ -6718,55 +6718,55 @@ "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype-casting and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "A model dtype propagation bug and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:44964", "right": "issue:47337", "accept": false, - "reason": "A model-loading failure and a flaky bbox-coordinate test are unrelated." + "reason": "A model-loading regression for Phi-4 multimodal is unrelated to a flaky bbox coordinate test." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A key error on one model and a broad remote_code regression are not the same concrete bug." + "reason": "A specific MobileLLM load failure and a broad remote_code regression are not the same concrete bug." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only error and the other is a rope-index scaling bug; different code paths." + "reason": "Qwen3VL `weight_only=True` loading error is distinct from Qwen2.5-VL rope-index scaling for still images." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an error-message correctness issue and the other is stale docs after pipeline removal; related topic, but not the same underlying defect." + "reason": "Both are about v5 pipeline removal fallout, but one is an error-message issue and the other is stale documentation; not the same bug/change." }, { "left": "issue:42915", "right": "issue:47333", "accept": false, - "reason": "FineGrainedFP8Config failure and disk-offloaded save failure are unrelated." + "reason": "FineGrainedFP8Config failure and disk-offload save failure are unrelated Qwen3 issues." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "One is a memory blow-up in Gemma4 position embeddings; the other is dtype casting for quantized embedders." + "reason": "A huge one-hot position embedding optimization issue is unrelated to dtype casting for quantized embedders." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and DAC latent/forward mismatch are separate audio bugs." + "reason": "Audio chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access and CLIP text-model structural inconsistency are unrelated code paths." + "reason": "Unsafe `sys.modules` access and CLIP text-model structure inconsistency are different code changes/problems." } ] }, @@ -6785,8 +6785,8 @@ "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": [ @@ -6873,7 +6873,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -7164,12 +7164,12 @@ "issue:43454|issue:43577", "issue:33357|issue:34567" ], - "prepared_review_unit_hash": "2f8c5c9e894a3e0f605bf11353b668842361ef75f15ea4ed855a8c3dffbd46ef", + "prepared_review_unit_hash": "346d08d0846eb3cc445f5907a343a15f6e50c701504106e3b9475ebb5fea0985", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -7186,181 +7186,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicates stand out from the soft pairs; most are distinct bug reports across tokenizer, loading, quantization, and video-processing paths. The closest subgroup is video-input regressions, but the candidate pairs still point to different concrete failures. No PRs were present.", - "confidence": 0.68, - "canonical_issue_reason": "issue:44479 is the broadest, most representative issue in the set: it describes a concrete v5.3.0 video-input regression affecting multiple Qwen VL/MoE model families, which makes it a stronger anchor than narrower single-path reports.", + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad subsystem keywords (tokenizers, loading, video, quantization, memory). The only soft edge that looks plausibly like the same underlying regression is the pair about video-input failures in Qwen/VLM processors.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43329 is the best canonical issue: it is the most root-cause-oriented and broadly scoped video/multimodal bug, explicitly pointing to the broken video branch and multiple VLM processors.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best overall issue candidate because it is specific, user-facing, and spans several affected models while still describing one concrete regression path.", + "best_issue_reason": "issue:43329 is the strongest representative of the only credible duplicate theme in this cluster; it describes the underlying code-path defect rather than a downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "Different problems: CPU offload compatibility in a Qwen rotary embedding vs dtype mismatch during Canine ONNX export." + "reason": "Different models and different failures: CPU-offload rotary embedding vs ONNX fp16 dtype mismatch." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs/example errors for SigLIP2 vs a quantization fallback bug in GPT-OSS loading; unrelated failures." + "reason": "Docs-example mismatch/quantization failure versus MXFP4 loading fallback; not the same bug." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Both involve video paths, but one is an undefined-variable bug in multimodal token counting while the other is a broader video-input regression across Qwen VL models." + "accept": true, + "reason": "Both describe the same video-input regression family in VLM processors; 43329 is the root-cause code-path defect and 44479 is the broader user-facing regression." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated: FineGrainedFP8 loading failure for Qwen3 MoE vs inability to load AutoImageProcessor from URL." + "reason": "FP8 fine-grained config failure and AutoImageProcessor URL loading failure are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is a token-counting helper bug and the other is batched video processor shape handling; not the same code-path defect." + "reason": "Both are video-related, but one is undefined helper usage in token counting while the other is a batched-shape bug in video processors." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different loading bugs affecting different models and mechanisms; no shared concrete root cause." + "reason": "Different models and different loading/config errors; no shared concrete bug." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Init-empty-weights argument handling vs incorrect torchvision dependency checks in PIL image processors are separate issues." + "reason": "init_empty_weights/_is_hf_initialized and PIL backend torchvision requirement are unrelated." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer state bookkeeping bug vs perplexity/quality regression; not the same bug." + "reason": "Trainer accounting bug and high perplexity on a model are not the same issue." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "MoE weight-conversion issue with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch; different load failures." + "reason": "Both involve Qwen family loading, but one is deepspeed/accelerate weight conversion and the other is a VL weight-shape mismatch." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "General int4 memory regression vs SAM3Video OOM; same broad symptom class but not one concrete bug." + "reason": "Quantization memory-reservation regression and Sam3Video OOM are different problems." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs trainer token counter not updating; unrelated subsystems." + "reason": "Tokenizer slow/fast inconsistency and trainer token-count update are unrelated." }, { "left": "issue:44589", "right": "issue:47333", "accept": false, - "reason": "Float8 storage lookup error vs disk-offload save failure; distinct quantization/offload problems." + "reason": "Float8 storage lookup failure and disk-offload save failure do not share the same code path." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both are quantization/loading issues, but MXFP4 fallback-to-bf16 and missing weight_scale on FP8 frozen checkpoints are different failure modes." + "reason": "Both concern quantization, but MXFP4 fallback and missing weight_scale are different concrete bugs." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve error handling, but one is tokenizer protobuf decode masking and the other is a bare except in tensor conversion." + "reason": "Both mention hidden errors, but they affect different components and failure modes." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer implementation bugs: Mistral regex patch crash vs Unigram constructor receiving the wrong type." + "reason": "Mistral regex patch crash and XLMRoberta Unigram init error are distinct tokenizer bugs." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Low-information issue vs isolated reproduction report; not a duplicate bug." + "reason": "Low-signal title versus an isolated reproduction of a different issue; no concrete match." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model-loading failure for a specific model vs CLIPTokenizer max_length constant bug; unrelated." + "reason": "Model-load failure for a specific repo and CLIPTokenizer max-length bug are unrelated." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both touch cache behavior, but lazy-init recompilation and max_cache_length honoring are separate cache issues." + "reason": "Both are cache-related, but one is recompilation from lazy init and the other is cache_length config handling." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id vs importing pipelines failing on kernels v0.15; different code paths." + "reason": "Missing pad_token_id on Llama4Config and kernels/version requirement for pipelines are unrelated." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version compatibility issue vs kernels import requirement change; not the same underlying bug." + "reason": "Torch version incompatibility and kernels import requirements are different issues." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Video processing ValueError in Qwen3OmniMoe vs a DiffusionGemma pipeline failure; different models and failure surfaces." + "reason": "Both touch multimodal inputs, but they involve different models and different failing code paths." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "Missing PyTorch dependency import error vs Bart generate decoder attention mask bug; unrelated." + "reason": "PyTorch missing import error and Bart generate UnboundLocalError are unrelated." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo to avoid OOM; different memory/loading issues." + "reason": "FSDP RAM-efficient loading breakage and Strix Halo mmap OOM are different memory/loading problems." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing backend dependency import error vs Llama 3.2 Vision model loading regression; different causes." + "reason": "Generic model-loading symptom only; one is missing torch, the other is a specific Llama 3.2 Vision loading regression." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token behavior bug vs a Kimi-K2.5 codec-handling regression; not the same defect." + "reason": "Both are tokenizer regressions, but on different tokenizers and different root causes." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight-tying bug causing garbage generation vs dtype not propagating to Blip2 submodules; distinct model-loading issues." + "reason": "Weight tying/generation corruption and dtype not propagating are unrelated model bugs." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP loading vs trainer token counter update bug; unrelated." + "reason": "MacOS bus error in CLIP loading and trainer token accounting are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it treats most pairs conservatively as unrelated, and the single accepted soft edge (issue:43329 vs issue:44479) is a plausible same-family video/VLM regression based on the titles alone. The canonical choice is also justified by the broader, root-cause-style wording of issue:43329. No mergeability problems apply here since there are no PR pairs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7457,12 +7460,12 @@ "issue:34567|issue:36331", "issue:43531|issue:44821" ], - "prepared_review_unit_hash": "e16061aad59c4da59ccfa4a8ce69a24513ef9f7b7cffc4fb8f37ebfbf1af5dce", + "prepared_review_unit_hash": "93a7af006b4c2936a4bafaea2946f9fdaf1af79e37936c846aad76293c7e81b7", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -7479,193 +7482,196 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not form a real duplicate set. The items are mostly unrelated issues across model loading, tokenizers, video/vision regressions, trainer behavior, dtype handling, and distributed training. All soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a credible canonical representative because the cluster is heterogeneous rather than a same-bug duplicate group.", + "summary": "Mostly a heterogeneous set of unrelated Transformer issues. The only strong duplicate-looking pair is the Qwen2.5-VL/Qwen3.5 video-input regression report; the rest are too model- or error-specific to merge.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the best umbrella issue for the only clear duplicate pair: it describes the broader v5.3.0 video-input regression and explicitly includes qwen2_5_vl among the affected models.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is suitable as a global best/canonical issue for this cluster; the topics do not converge on one underlying bug.", + "best_issue_reason": "issue:44479 is the strongest global issue candidate if one must be chosen, because it is the broadest and most explicit regression report in the only closely related pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is a LoRA merge/vocab extension collapse; different failure modes." + "reason": "Both involve tying/weight-related behavior, but they are different bugs in different workflows: Mistral3 lm_head tying vs LoRA merge with extended vocab." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output mismatch and Qwen3.5 visual-encoder save_pretrained key corruption are unrelated models and code paths." + "reason": "One is an RT-DETR output-difference regression; the other is a Qwen3.5 save_pretrained key-mapping bug. Same broad area, not the same issue." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow backend packaging and a Qwen2_5_VL import error are different problems." + "reason": "Unrelated import/backend problems: missing TensorFlow in a torch install vs missing Qwen2_5_VL class export." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "trainer.evaluate() after train() and TimesFM window_size AttributeError affect different subsystems." + "reason": "Trainer evaluate-after-train and TimesFM window_size AttributeError are different code paths and failures." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "mllama mask handling and an MPS attention value-head dimension correctness issue are distinct bugs." + "reason": "Both mention correctness, but one is Mllama mask handling and the other is an MPS attention head-dim issue; no evidence they are the same bug." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError loading MobileLLM-125M and init_empty_weights rejecting _is_hf_initialized are separate loading issues." + "reason": "Different model-loading failures: MobileLLM key lookup vs init_empty_weights unexpected argument." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "A video-input regression in Qwen models is not the same as a FA2 long-context performance regression." + "reason": "Video-input regression in Qwen VL models is unrelated to the FA2 long-context performance regression." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch missing ImportError and LayoutLMv3 error-message clarity are unrelated." + "reason": "A missing-PyTorch import error is not the same as a LayoutLMv3 box-validation error-message issue." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and a MIN_PEFT_VERSION release mismatch are not the same bug." + "reason": "DeepSpeed ZeRO-3 deque failure and a PEFT minimum-version bump are unrelated." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both touch RT-DETR/LwDetr, but one crashes in AMP loss computation while the other is a feature-level forward TypeError." + "reason": "Both are RT-DETR-related, but one is AMP/CUDA loss crashing and the other is a feature-level mismatch TypeError; not the same underlying bug." }, { "left": "issue:44589", "right": "issue:47332", "accept": false, - "reason": "Missing Float8 storage support and disk-offloaded Qwen3-VL save failure are different issues." + "reason": "Float8 storage lookup failure and disk-offload save failure are different runtime paths and symptoms." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and PEFT+DeepSpeed checkpointing failure are unrelated." + "reason": "AppleSilicon TypeError in allocator warmup is unrelated to the PEFT+ZeRO-3 checkpointing error." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL loading are different code paths." + "reason": "Model loading with init_empty_weights and loading an AutoImageProcessor from URL are different operations and failures." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error and tokenizer inconsistency are not the same underlying bug." + "reason": "'weight must be 2-D' under DeepSpeed is unrelated to tokenizer slow/fast inconsistency." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3MoE FP8 config failure and CLIPTokenizer max_length bug are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken keyword collision and tokenizer loading failure for est-roberta are distinct tokenizer problems." + "reason": "AddedToken keyword collision and tokenizer loading for EMBEDDIA/est-roberta are distinct tokenizer issues." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config and FSDP CPU RAM efficient loading are separate distributed/loading bugs." + "reason": "FP8 model failure and FSDP CPU RAM efficient loading breakage are separate training/loading paths." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "mdeberta special-token behavior and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." + "reason": "Both are tokenizer regressions, but one is add_special_tokens not adding BOS/EOS and the other is LlamaTokenizer overriding the tokenizer.json pre-tokenizer." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max length and YOLO multi-GPU device-map failure are unrelated." + "reason": "CLIPTokenizer max_length misuse is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon warmup TypeError do not share a concrete bug." + "reason": "gguf_file loading breakage and AppleSilicon allocator warmup TypeError are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta FlashAttention2 and missing PyTorch import are unrelated." + "reason": "Flash Attention 2 on XLMRoberta and a missing-PyTorch import error do not share the same bug." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3-vl-embedding StopIteration are different video-processing failures." + "reason": "Both are video-input reports, but they affect different Qwen model families and different errors (ValueError vs StopIteration)." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video processing are unrelated." + "reason": "Auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are different failure modes and code paths." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both involve video, but one is Qwen3OmniMoe input handling and the other is a broader v5.3.0 regression across multiple Qwen VL families." + "reason": "Related theme, but the models and symptoms differ enough that they do not look like one concrete bug." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Blip2 dtype propagation and from_config dtype/config staleness are related only superficially; not the same concrete bug." + "reason": "BLIP2 weights staying float32 and config.dtype becoming stale are related to dtype handling, but they are not the same underlying defect." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Loading physical-intelligence/fast and list_repo_files revision forwarding are unrelated." + "reason": "A model-loading failure for a specific checkpoint and a repo-files revision-forwarding CI break are unrelated." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Both concern Qwen video regressions, but one is a broad multi-model regression and the other is a specific qwen2.5-vl vision_position_ids bug; not enough to treat as the same issue." + "accept": true, + "reason": "These describe the same Qwen2.5-VL video-input regression: the broader v5.3.0 regression report matches the more specific vision_position_ids symptom." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss() signature breakage are different trainer issues." + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer issues." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window and AutoImageProcessor URL loading are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted soft edge, issue:44479 \u2194 issue:45381, is well supported by the titles and descriptions as the same Qwen2.5-VL video-input regression. The remaining pair rejections are cautious and do not overclaim duplication." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7763,12 +7769,12 @@ "issue:46463|issue:46899", "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "22eabc8b852aa0968a086bf9514aeb2cac5657102b02f9f25a056dfa2c4510da", + "prepared_review_unit_hash": "fc908777e85b110aad53595f1519b026667f7f2071ce5ae66fe1af757b10f7ac", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -7776,7 +7782,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36962, + "serialized_chars": 36964, "estimated_input_tokens": 9241, "estimated_eval_tokens": 18738 }, @@ -7785,192 +7791,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and not a single duplicate cluster. The only strong soft match is the tied-weights/v5 regression pair; the rest differ by model, subsystem, or root cause.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45005 is the broadest representative of the tied-weights regression in v5 and subsumes the more specific serialization symptom described in 44466.", + "summary": "The cluster is mostly heterogeneous and should not be collapsed into one issue. I found one plausible duplicate overlap around v5 tied-weights handling, but the rest are distinct bugs across unrelated subsystems.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45005 is the best umbrella candidate for the tied-weights regression in v5; it is broader and more representative than the device-specific serialization symptom in 44466.", "canonical_pr_reason": null, - "best_issue_reason": "45005 is the best issue to anchor this small duplicate cluster because it describes the underlying tied-weights problem at a higher level than the device-specific serialization report.", + "best_issue_reason": "45005 is the strongest issue to keep as the representative report for the only plausible duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken special-arg error and the other is a Mistral regex/backend_tokenizer crash; different code paths." + "reason": "Different tokenizer bugs: AddedToken special-argument handling vs Mistral regex patch crash." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "One is a backend dependency packaging issue and the other is a model load failure; not the same bug." + "reason": "Unrelated problems: torch-only install missing TensorFlow vs loading failure for cjvt/sleng-bert." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both affect vision/image models, but the models and failures are unrelated." + "reason": "Both are vision-model inference issues, but they affect different models and failure modes." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state handling and tokenizer regression are different subsystems and symptoms." + "reason": "Qwen3.5 hidden-states bug is unrelated to the tokenizer-version behavior change." }, { "left": "issue:42915", "right": "issue:47332", "accept": false, - "reason": "Both mention Qwen models, but one is FP8 config failure and the other is disk-offload saving; not the same underlying issue." + "reason": "Different Qwen3 issues: FP8 config failure vs saving a disk-offloaded model." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency vs Mistral tokenizer regex crash are unrelated." + "reason": "Dependency/processor requirement issue vs tokenizer regex crash; not the same bug." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal, but the Janus image-generation test failure and Phi-4 multimodal load failure have different causes." + "reason": "Different multimodal model failures: Janus generation test vs Phi-4-multimodal loading." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Model loading key error and missing Float8 storage are different errors in different paths." + "reason": "KeyError while loading MobileLLM is unrelated to missing Float8 storage support." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE conversion under accelerate/deepspeed and Smollm3 RoPE layer dropping are unrelated." + "reason": "MOE weight conversion with accelerate/deepspeed is not the same as Smollm3 RoPE-layer dropping." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve RoPE/position logic, but one is missing RoPE layers and the other is temporal position scaling in Qwen2.5-VL; not the same bug." + "reason": "Both mention RoPE, but they are different models and different positional-index bugs." }, { "left": "issue:43742", "right": "issue:47333", "accept": false, - "reason": "Different loading/saving failures for different models; no shared code-path evidence." + "reason": "Loading a model and saving a disk-offloaded model are different code paths and failures." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "RoPE layer configuration bug vs missing decorator for apply_rotary_pos_emb registration are distinct." + "reason": "Different Qwen/Smollm rotary-related issues with different symptoms and fixes." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal failures: dtype mismatch in Mistral image preprocessing vs DiffusionGemma pipeline breakage." + "reason": "Mistral-3 dtype mismatch is unrelated to the DiffusionGemma pipeline failure." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "Both are about messages, but one is T5 decoder validation and the other is a synced_gpus warning." + "reason": "Incorrect T5 decoder validation message and synced_gpus warning text are unrelated." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both concern 4-bit inference, but one is a uint8 torch.finfo crash in Gemma4 audio modules and the other is BitsAndBytes skip-module exclusion logic; different root causes." + "reason": "Both involve quantization, but one is an unsafe dtype cast in Gemma4 audio modules and the other is a BitsAndBytes skip-modules regression." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU allocation bug and T5 error-message issue are unrelated." + "reason": "XLNet CPU positional encoding bug is unrelated to T5 decoder-input validation." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device_map mismatch and T5 decoder validation are different code paths." + "reason": "Gemma4 device-map mismatch and T5 validation error are distinct issues." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning and removed Sam3LiteText config references are unrelated maintenance issues." + "reason": "PEFT version bump fallout is unrelated to stale auto_mappings references." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of an older issue and a long-context FA2 performance regression are not the same bug." + "reason": "An isolated reproduction of a prior bug is not the same as the FA2 long-context performance regression." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and behaviors." + "reason": "Both are tokenizer regressions, but they affect different behaviors and models." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype mismatches, but the models and failure mechanisms differ." + "reason": "Different dtype-mismatch bugs in different model families and inference paths." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight shape error and Bart generate decoder mask bug are unrelated." + "reason": "DeepSpeed training weight-shape error is unrelated to Bart generate() decoder_attention_mask initialization." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is unrelated to FA2 generation performance regression." + "reason": "Video-input handling in Qwen3OmniMoe is unrelated to FA2 long-context generation slowdown." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Config propagation for Qwen3.5 and strict-config loading for granite_speech are separate issues." + "reason": "Qwen3.5 num_labels propagation and granite_speech config strictness are different config bugs." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file path handling and a specific sleng-bert loading failure do not appear to be the same bug." + "reason": "gguf_file loading breakage and cjvt/sleng-bert loading failure are not the same underlying issue." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Model loading KeyError vs disk-offloaded save failure: different problem domains." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch-not-found import error and GPU broadcast NoneType error are unrelated." + "reason": "PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Tokenizer BPE-marker handling and an isolated reproduction of another issue are unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to the isolated reproduction of a different bug." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "An incorrect T5 validation error message and Gemma4 multimodal 4-bit casting breakage are different issues." + "reason": "T5 decoder-input validation and Gemma4 multimodal 4-bit dtype casting are unrelated." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both describe the same tied-weights regression in v5: inconsistent lm_head serialization on one side and tied-weight issues in translation models on the other." + "reason": "Both describe v5 tied-weights regressions in the lm_head/serialization path; 45005 is the broader umbrella and 44466 is a specific manifestation." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet, and the soft-edge rejections stay conservative. The 44466\u219445005 match is the only clearly supported duplicate-style pair from the titles, and selecting 45005 as the broader canonical issue is reasonable." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted overlap (44466 \u2194 45005) is reasonably supported by the tied-weights/serialization framing, and the rest of the pairwise rejections do not overclaim beyond the issue titles and descriptions." }, "evaluator_used": true, "retried": false, @@ -8068,12 +8080,12 @@ "issue:43295|issue:45356", "issue:43688|issue:45701" ], - "prepared_review_unit_hash": "d253b92caaa3e7871c0624b46f66bebdc8428b2f6c33176c1e5bde9e3661b1f9", + "prepared_review_unit_hash": "083dd9235fd404cffe6468a2934b5d48b54354988a9b1e27af5f10e091e84fb0", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -8090,168 +8102,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is loosely centered on tokenizer/config/model-loading regressions, but the issues span many distinct code paths and model families. None of the soft pairs looks like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45920 is the broadest representative of the cluster\u2019s tokenizer-regression theme: it affects multiple models, impacts token IDs directly, and reads like the most general user-facing tokenizer failure among the candidates.", + "summary": "The cluster is loosely centered on Transformers tokenizer/model-loading regressions, but the soft pairs mostly share only broad subsystem similarity. None look like the same concrete bug or mergeable duplicate change.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the cluster\u2019s main theme: a v5 tokenizer regression producing wrong token IDs across multiple models, which best matches the tokenizer-focused duplication pattern here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single issue to keep as the cluster representative because it covers a wide tokenizer regression across several models and versions, making it the most central and reusable reference point for related reports.", + "best_issue_reason": "Issue 45920 is the best single anchor for this cluster because it is specific, high-impact, and spans several models, making it the most representative tokenizer regression among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are loading-related tokenizer regressions, but one is about gguf_file breaking AutoTokenizer/AutoModel loading and the other is an offline-mode failure in _patch_mistral_regex; different code paths and symptoms." + "reason": "Both involve tokenizer-related behavior, but one is a gguf/from_pretrained loading breakage and the other is an offline-mode regex patch network call. Different code paths and failure modes." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "These are different model-specific output bugs: RTDetrV2 output changes vs VideoPrism hidden_states being populated incorrectly." + "reason": "RTDetrV2 output drift and VideoPrism output field wiring are unrelated model bugs, not the same underlying change." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "One is GPTNeoX config persistence for rotary_pct, the other is a TypeError in rope-parameter conversion; related area, but not the same bug." + "reason": "One is config persistence on reload; the other is rope-validation type handling for a JSON-loaded list. Different APIs and defects." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading and trainer.evaluate() after train are unrelated failures in different parts of the stack." + "reason": "Gemma3 ZeRO-3 loading failure and trainer evaluate-after-train failure are unrelated problems." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different models and mechanisms: Gemma-4 FSDP2 shared_kv_states vs Qwen3.5 tensor-parallel plan entries." + "reason": "Gemma4 FSDP2 shared state KeyError and Qwen3.5 TP-plan omissions are distinct parallelism/model issues." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device placement and flash_attention s_aux=None are unrelated bugs." + "reason": "XLNet CPU device bug in torch.arange is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 inference differences and Qwen3.5 save_pretrained regression are not the same concrete issue." + "reason": "A detection output mismatch is not the same bug as Qwen3.5 save_pretrained writing incorrect checkpoint contents." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure involve different models and different failure modes." + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are different code paths and symptoms." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained writes wrong visual encoder keys; the other is a tokenizer ID regression across multiple models." + "reason": "Qwen3.5 visual-encoder key serialization and global tokenizer ID regression are different issues." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization issues." + "reason": "Unexpected key with position id and sinq save/load breakage are not the same defect." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but one is BigBirdTokenizer special-token registration and the other is MLukeTokenizer attribute errors; not the same bug." + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different tokenizer bugs." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated model/API problems." + "reason": "SigLIP zero-probability outputs and processor.tokenizer/image regression are different model/API failures." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures: MLukeTokenizer task AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "MLukeTokenizer task error and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer-loading problems." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated training/runtime bugs." + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing fields, but one is trust_remote_code losing fields on AutoConfig load and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict serialization." + "reason": "Both mention missing fields, but they affect different config classes with different mechanisms and fixes." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are different inference bugs." + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are distinct model behaviors." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizer loading, but the offline model_info call and the EMBEDDIA/est-roberta tokenizer regression are not the same concrete defect." + "reason": "Offline mistral regex patch failure and EMBEDDIA tokenizer loading failure are both tokenizer-related but not the same concrete bug." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "Qwen2.5-VL iterable dataset multi-image training and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Qwen2.5-VL multi-image iterable dataset failure and Whisper batch_decode skip_special_tokens bug are unrelated." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated API failures." + "reason": "AutoImageProcessor URL loading and TimesFM window_size attribute handling are different components." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error in a CLIP model are not the same bug." + "reason": "Slow-vs-fast tokenizer inconsistency and MacOS bus error in CLIP are unrelated." }, { "left": "issue:44756", "right": "issue:47332", "accept": false, - "reason": "Both are memory/offloading adjacent, but one is mmap/OOM on Strix Halo and the other is saving a disk-offloaded Qwen3-VL model." + "reason": "Strix Halo mmap OOM avoidance and disk-offloaded Qwen3-VL save failure are different storage/offloading issues." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed import issues are different platform/import problems." + "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency issues are unrelated." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "LwDetr float16 AMP crash and RTDetrLoss infeasible cost matrix are distinct detection-loss failures." + "reason": "LwDetrImageLoss AMP crash and RTDetrLoss infeasible cost matrix are different losses and failure causes." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated model/training bugs." + "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated bugs." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError and DiffusionGemmaGenerationOutput pipeline failure are different model-specific issues." + "reason": "Llama4Config missing pad_token_id and DiffusionGemma pipeline failure are different model-specific issues." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/processor regressions, but one is a custom processor.tokenizer regression and the other is Kimi-K2.5 codec handling plus warning behavior; not the same underlying bug." + "reason": "Processor/tokenizer regression with images and Kimi-K2.5 codec handling warning are different tokenizer regressions." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and generic tokenization changes are not the same underlying bug." } ] }, @@ -8270,8 +8288,8 @@ "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": [ @@ -8362,7 +8380,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -8589,8 +8607,8 @@ "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": [ @@ -8679,7 +8697,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -8984,12 +9002,12 @@ "issue:44423|issue:44734", "issue:43937|issue:46701" ], - "prepared_review_unit_hash": "86e222dad0a9b8c8711c257c3d3b167ca4cee264a35129fe6f98a8e33e1add3a", + "prepared_review_unit_hash": "f8dbfa3b4cf7d525c7606efd4eac578c5f4d83a30c9f11cbf146de1367cdc25d", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -9006,180 +9024,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All 28 soft pairs are rejects. The cluster is heterogeneous: the items cover unrelated tokenizer, model-loading, training, serving, quantization, and checkpointing bugs, so the similarity is only superficial broad-subsystem overlap.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue; this cluster is a grab bag of unrelated bugs and regressions rather than one duplicate thread.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly connect unrelated model-loading, tokenizer, serving, checkpointing, and quantization bugs, so none should be merged as duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 44849 is the best representative standalone issue here: it is a concrete model-specific regression report (Qwen3.5 output_hidden_states) and sits closest to the small Qwen3.5-related subset in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a safe representative for the cluster because the topics span multiple independent code paths.", + "best_issue_reason": "Issue 44849 is the strongest general issue candidate because it is specific, reproducible, and model-behavior focused rather than an environment or CI artifact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Different models and failure modes; unrelated bugs." + "reason": "Different models and failure modes: TimesFM window_size AttributeError vs RT-DETR forward shape mismatch." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a Qwen class vs FP8 storage lookup failure; no shared root cause." + "reason": "ImportError for a missing class is unrelated to a storage-object lookup failure." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "FP8 storage type lookup bug vs flash_attn import key error; unrelated." + "reason": "One is a missing storage backend type; the other is a flash_attn import KeyError." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id key warning vs CLIP model structure change; different issues." + "reason": "Unexpected position-id keys and CLIP text-model structure drift are different bugs." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count runtime limit vs post-upgrade accuracy regression; not the same bug." + "reason": "Category-count limit error is unrelated to an accuracy regression." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading bug vs BigBirdTokenizer special-token registration bug." + "reason": "Legacy pretrained-field loading in BEiT is not the same as BigBirdTokenizer special-token registration." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs FP8 inference OOM on B200; unrelated." + "reason": "Qwen3.5 hidden_states bug vs FP8 inference OOM on B200 are different code paths and symptoms." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Runtime CPU-offload device mismatch vs CI test flake in GraniteSpeech; not a duplicate." + "reason": "A real CPU offload device mismatch is not the same as a stale CI test failure." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 regressions: output_hidden_states handling vs save_pretrained key serialization." + "reason": "Both mention Qwen3.5, but output_hidden_states and incorrect save_pretrained visual keys are distinct bugs." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatch in inference vs RTDetr feature-level forward error; different code paths." + "reason": "dtype mismatch in inference is unrelated to RT-DETR feature-level count mismatch." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP nonsensical outputs vs position-id key warning; no common defect." + "reason": "Siglip2 nonsensical outputs do not match an unexpected position-id key issue." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning vs CUDA OOM; completely unrelated." + "reason": "Local-path slash import warning is unrelated to a CUDA OOM." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior vs broken quantized save/load; related theme but different concrete bugs." + "reason": "Quantization/offloading misbehavior is broader and different from a save_pretrained/from_pretrained corruption bug." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient explosion vs Phi-4 multimodal loading failure; unrelated." + "reason": "Gradient blow-up under ZeRO-3 is not the same underlying problem as a model-load failure." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation mismatch vs Whisper empty-transcription failure; different paths." + "reason": "Compiled-forward chunked-generation inconsistency is different from Whisper empty-transcription failure after token alignment." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export problem vs zero-probability SigLIP output; unrelated." + "reason": "TorchScript GeneratorExp support is unrelated to Siglip2 zero-probability outputs." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "LoRA gradient-checkpointing ineffectiveness vs eval-mode prohibition; distinct bugs." + "reason": "PEFT LoRA gradient-checkpointing ineffectiveness is not the same as checkpointing being disallowed in eval mode." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 OOM vs Gemma4 device-map mismatch; different failure modes." + "reason": "CUDA OOM in multi-GPU inference is different from a device mismatch with device_map=auto." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Rotary-pos-emb registration crash vs missing TP-plan entries; not the same issue." + "reason": "A missing decorator for rotary-pos-emb registration is not the same as missing tensor-parallel plan entries." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "xLSTM tensor-unpacking crash vs PEFT/DeepSpeed checkpoint error; unrelated." + "reason": "xLSTM unpacking a bare tensor is a distinct train-mode bug from a PEFT+DeepSpeed checkpoint error." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs Trainer NoneType broadcast error; different subsystems." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast TypeError." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs FP8 weight_scale omission on load; unrelated." + "reason": "Qwen3.5 output_hidden_states regression and FP8 frozen-checkpoint scaling loss are separate issues." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space bug vs TrainerState token counter not updating; different concerns." + "reason": "Extra spacing after an added token is unrelated to TrainerState token-count updates." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile-time non-template-node error vs Python 3.13 flash_attn import KeyError; no shared root cause." + "reason": "Non-template node compilation failure does not share the flash_attn import KeyError root cause." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "mm_token_type_ids defaulting issue vs multi-GPU OOM; unrelated." + "reason": "Defaulting mm_token_type_ids to zeros is a different bug from multi-GPU CUDA OOM." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention s_aux=None crash vs quantized checkpoint reload failure; different code paths." + "reason": "flash_attention s_aux=None crash and sinq checkpoint save/load corruption are different code paths." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash vs KV-cache indexing bug; not the same defect." + "reason": "Continuous-batching multimodal crash with str.to is not the same as KV-cache continuation indexing." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig vs DiffusionGemma pipeline failure; unrelated." + "reason": "Invalid GenerationConfig and broken image-text-to-text pipeline behavior are unrelated." } ] }, @@ -9286,12 +9304,12 @@ "issue:43334|issue:43525", "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "ada702dc2b1658b5ac15b19183e9a1afcd46472ba0c582d7767228f5c0fb5572", + "prepared_review_unit_hash": "a60601506bef531bec5d18de7b0975a1a2003564ce61dd777318e2e615436dca", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -9308,204 +9326,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are soft-similarity false positives, not a duplicate cluster: the issues span unrelated models, APIs, and failure modes, so none of the candidate pairs should be merged.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: most items are unrelated model-, processor-, or backend-specific bugs. There is no clear duplicate set; the closest theme is multimodal/processor regressions, with issue 43295 the best representative.", + "confidence": 0.23, + "canonical_issue_reason": "Issue 43295 is the broadest and most representative multimodal regression in the set, centered on processor/tokenizer behavior and image handling; several other items are also processor-facing, but none are close duplicates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43295 is the best global issue for this cluster because it captures a common, user-facing multimodal processor regression without being overly narrow to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs. a resume_from_checkpoint key mismatch; unrelated bugs." + "reason": "Different failures: SigLIP2 implementation discrepancy vs checkpoint key mismatch. No shared code path or bug." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 device-map CUDA assert vs. a DeepSeek accuracy regression; different code paths and symptoms." + "reason": "Different model/runtime problems: CUDA assert on auto device mapping vs accuracy regression after upgrade." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue vs. a PyTorch version check/import bug in flex_attention; not the same bug." + "reason": "Unrelated issues: MPS attention correctness vs a PyTorch version gate for flex_attention imports." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs. memory overflow in sam3-litetext; distinct problems." + "reason": "Same model family, but one is a dummy Conv2d implementation detail and the other is an OOM/memory issue; not the same bug." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention symbol import failure vs. meta-device model loading breakage; separate regressions." + "reason": "ImportError for a missing flash-attention helper vs model loading failures on meta device; different code paths." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue vs. DiffusionGemma pipeline failure; different model families and failures." + "reason": "Different subsystems: Qwen3.5 flash-attention generation bug vs a DiffusionGemma pipeline issue." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decode crash vs. apply_chat_template empty-list crash; unrelated text-processing bugs." + "reason": "Whisper timestamp decoding crash vs empty-list chat template IndexError; no concrete overlap." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression vs. video processor output shape mismatch; not the same underlying defect." + "reason": "Both are processor-related, but one is a processor.tokenizer regression and the other is batched video shape handling; distinct bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures vs. MLFlow reporting on failed training jobs; no shared code-path." + "reason": "Flash Attention test failures and MLFlow run-finalization issues are unrelated." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Weight-tying bug in Mistral3 conditional generation vs. an accuracy regression in DeepSeek; different issues." + "reason": "Weight tying bug in Mistral3 vs an accuracy regression in DeepSeek; different models and symptoms." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch bugs in inference vs. save_pretrained/tokenization failures; different subsystems." + "reason": "dtype mismatch in inference vs save_pretrained/tokenization failure; not the same underlying problem." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Sink-less flash-attention AttributeError vs. composite config unwrapping for AutoModelForCausalLM; not the same fix." + "reason": "Flash-attention integration crash on sink-less models vs config unwrapping for composite multimodal models; different fixes." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs. rope validation TypeError; unrelated code paths." + "reason": "Gemma4Processor missing _tokenizer vs rope-parameter dict type handling; unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression vs. quantization offloading behavior; too broad and not the same bug." + "reason": "Processor/tokenizer regression and quantization offloading behavior are different areas." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig missing pad_token_idx vs. TimesFM window_size AttributeError; similar shape but different models and fixes." + "reason": "Both mention config attributes, but StableLm pad_token_idx and TimesFM window_size are separate model-specific bugs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError vs. Gemma 4 mm_token_type_ids defaulting; distinct multimodal issues." + "reason": "Video-input processing in Qwen3OmniMoe vs Gemma 4 mm_token_type_ids handling; different issues." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/batching crash vs. return_tensors ignored with text_kwargs; different tokenizer behaviors." + "reason": "Tokenizer crash on NER/batched padding vs return_tensors being ignored with text_kwargs; not the same bug." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor/tokenizer regression vs. OmDet-Turbo processor size mismatch; unrelated models and symptoms." + "reason": "Both involve processors, but one is tokenizer attribute access and the other is incorrect image size preprocessing." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map mismatch during forward vs. return_tensors handling; different failure modes." + "reason": "Device-mismatch during forward vs return_tensors precedence; unrelated behaviors." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Bamba torch.compile + SDPA failure vs. DeepSpeed ZeRO-3 gradient abnormality; separate training stack bugs." + "reason": "torch.compile/SDPA failure and ZeRO-3 gradient anomaly are different training/runtime problems." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing config field after 5.0 update vs. meta-device loading breakage; not the same underlying issue." + "reason": "Missing pad_token_idx in StableLmConfig vs meta-device model loading breakage; different root causes." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor batching shape bug vs. tensor-parallel OOM on Qwen2-57B; no overlap." + "reason": "Batched video processor shape bug vs tensor-parallel OOM on large Qwen2 model; no overlap." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn import key error on Python 3.13 vs. backend mapping validation for tensorflow_text; unrelated import issues." + "reason": "flash_attn import-key error on Python 3.13 vs BACKENDS_MAPPING validation for tensorflow_text; different import paths." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Default mm_token_type_ids for text-only fine-tuning vs. Gemma4 device placement mismatch; different bugs." + "reason": "Gemma4 text-only fine-tuning token-type defaults vs Gemma4 device placement mismatch; separate issues." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate() UnboundLocalError vs. Flash Attention 2 test failures; not the same defect." + "reason": "BART generate() UnboundLocalError is unrelated to Flash Attention 2 test failures." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Missing internal flash-attention symbol import vs. missing Qwen2.5-VL class export; different import failures." + "reason": "Missing helper import in flash-attention utilities vs inability to import a Qwen2.5 VL class; different modules." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local path warning vs. SigLIP2 implementation discrepancy; unrelated." + "reason": "Local-path trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 doc example errors vs. return_tensors/text_kwargs behavior; documentation example and API behavior are different." + "reason": "Doc-example errors for SigLIP2 vs return_tensors being ignored; different problem classes." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression vs. SigLIP2 HF/JAX discrepancy; different models and fixes." + "reason": "Both are multimodal regressions, but one is processor/tokenizer access and the other is SigLIP2 implementation discrepancy; not the same bug." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure vs. missing Qwen2.5-VL import; unrelated model/runtime issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5 VL import error are unrelated." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Two different configs missing pad_token_id, but for different models (Qwen3-VL vs Llama4); not a single duplicate bug." + "reason": "Both are pad_token_id attribute errors, but they affect different model configs and are not clearly the same concrete bug." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "assistant_masks zeroed for multimodal prompts vs. tool-call empty-content chat-template crash; different chat-template edge cases." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content; distinct failures." } ] }, @@ -9524,8 +9542,8 @@ "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": [ @@ -9614,7 +9632,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -9912,12 +9930,12 @@ "issue:44514|issue:44521", "issue:39692|issue:43526" ], - "prepared_review_unit_hash": "dd8e9cd7b569a9cad520eeb41ee52517f5c3f64ae2977a17dc10407e21e4b4a9", + "prepared_review_unit_hash": "b14eea833704a82ac9475db6fab9d4718f82af8cf44fd4d15dcb0d77d4b6ea5f", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -9934,174 +9952,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose grab-bag of Transformers issues (model loading, chat templates, cache handling, image processors, import errors). The soft links are largely lexical/subsystem similarity rather than true duplicates, so I\u2019d keep them separate.", - "confidence": 0.24, - "canonical_issue_reason": "issue:44521 is the most broadly applicable user-facing bug here: multimodal `apply_chat_template` produces incorrect assistant masks, has multiple inbound references, and sits in a commonly duplicated API surface.", + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports spanning model loading, chat templates, cache behavior, device/offload issues, and platform-specific import errors. None of the soft edges look like the same underlying bug, so they should all be rejected. If a representative anchor is needed, issue 43335 is the most connected, but it is not a true duplicate hub.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43335 is the most centrally connected item in the cluster by soft-link count, so it is the best available representative anchor, though the surrounding items are not actually duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue in this set because it is active, widely impacted, and centered on a reusable high-level API rather than a narrow model-specific edge case.", + "best_issue_reason": "No issue is a strong global canonical for the whole cluster because the topics diverge too much; 43335 is only the least-bad representative, not a definitive duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different code paths and symptoms: a feature extractor argument mismatch versus Whisper generation failing after token alignment." + "reason": "Different bugs: audio feature extractor argument handling vs Whisper empty-transcription generation failure." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both involve model structure/config loading, but they are different models and different bugs, not one shared code-path fix." + "reason": "Different model/config problems: text_config unwrapping in AutoModelForCausalLM vs CLIP model structure inconsistency." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unrelated problems: zero probabilities in a specific SigLIP2 model versus RT-DETR memory not being released." + "reason": "Unrelated issues: SigLIP2 zero probabilities vs RT-DETR memory not being released." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Both mention configuration attributes, but the actual failures are unrelated (`dtype` stale state vs TimesFM `window_size` attribute error)." + "reason": "Different failures in different config paths: stale config.dtype vs TimesFM window_size AttributeError." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "ImportError about missing PyTorch and a MacOS bus error in CLIP are unrelated failure modes." + "reason": "Both are load failures, but one is missing PyTorch and the other is a MacOS bus error on a CLIP model." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both touch labels, but one is a metrics batching bug and the other is a Beit image processor label reduction bug." + "reason": "Both involve labels, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are different subsystems and different bugs." + "reason": "Different subsystems and root causes: Flash Attention 2 test failures vs Trainer GPU broadcast NoneType error." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and different defects: SwitchTransformers sparse layer creation versus BEiT legacy-field loading." + "reason": "Both are model/config bugs, but they concern different models and different failure modes." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is about `max_cache_length` semantics and the other about device tensors breaking slice arithmetic." + "reason": "Both touch cache handling, but one is a max_cache_length config limitation and the other is a device-tensor seq_length arithmetic bug." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both concern model loading/serialization regressions, but they are distinct issues with different underlying mechanics." + "reason": "Different code paths: model loading with base_model_prefix vs serialization of lm_head.weight varying by device." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to a GraniteSpeech stale device override CI test." + "reason": "Unrelated: Bamba SDPA torch.compile failure vs a GraniteSpeech CI device-override test regression." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing failure and a Qwen3 Omni helper-function bug are unrelated." + "reason": "Different issues: Python 3.13 import parsing failure vs a qwen3_omni_moe helper-length behavior bug." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "No shared underlying bug: SwitchTransformers sparse-layer config versus qwen3_omni_moe feature-length helper behavior." + "reason": "Different models and different logic: SwitchTransformers sparse layer creation vs qwen3_omni_moe feature-length calculation." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different models and different failure mechanisms; only a broad CI/model bug theme is shared." + "reason": "No shared bug: SwitchTransformers config construction vs GraniteSpeech CI stale device override." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/dependency problems, but they arise from different platforms and different missing dependencies." + "reason": "Both are import/compatibility issues, but they stem from different dependency/platform problems." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Chat-template absence and DiffusionGemma meta-device loading are unrelated." + "reason": "Different problem classes: missing chat template on a processor vs DiffusionGemma weights staying on meta with device_map=auto." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "No common code path: SwitchTransformers config creation versus Bark CPU offload device mismatch." + "reason": "Different models and failure modes: SwitchTransformers sparse-layer config vs Bark-small CPU offload device mismatch." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3 recurrent-state reset are separate behavioral regressions." + "reason": "Different bugs: Pegasus output regression vs qwen3_5 recurrent states resetting when using cache." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both are chat-template-related, but one crashes on tool-call assistant messages and the other is about `continue_final_message` for mistral_common tokenizers." + "reason": "Both are chat-template related, but one crashes on assistant tool calls with no content and the other is about continue_final_message for mistral_common tokenizers." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Path-trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + "reason": "Different issues: trailing-slash local path import warning vs GLM-4.7-Flash loading failure in unit tests." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different API surfaces." + "reason": "Both are import errors, but for different missing symbols and unrelated code paths." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + "reason": "Different data and symptoms: CUDA OOM in Sam3Video vs over-padding in Swin2SR image processing." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both are attention/rotary-related, but one is a flash-attention integration crash and the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Both mention flash/MoE-related code, but one crashes on s_aux=None in flash_attention integration and the other is CPU offload incompatibility in rotary embedding." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different regression classes: Llama 3.2 Vision loading breakage versus token-embedding resize reinitialization." + "reason": "Different bugs: Llama 3.2 Vision model loading regression vs token-embedding resizing reinitializing output embeddings." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC forward/from_latents mismatch and unexpected position-id keys are unrelated model bugs." + "reason": "Different failures: DAC from_latents mismatch vs unexpected position-id keys across models." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same API area, but different concrete failures: batched padding crash versus multimodal assistant masks being all zero." + "reason": "Same area, but not the same bug: batched padding=False crash vs all-zero assistant masks for multimodal inputs." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation/model mismatch and quantization errors are unrelated to BeitImageProcessorFast label reduction." + "reason": "Different topics: SigLIP2 documentation example errors vs BeitImageProcessorFast label reduction bug." } ] }, @@ -10120,8 +10138,8 @@ "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": [ @@ -10207,7 +10225,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -10413,8 +10431,8 @@ "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": [ @@ -10503,7 +10521,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -10718,8 +10736,8 @@ "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": [ @@ -10809,7 +10827,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -11114,12 +11132,12 @@ "issue:44442|issue:44898", "issue:45325|issue:46697" ], - "prepared_review_unit_hash": "bc2452fc20aa31a62c2b5bf712945f01aae34a9e4e069ea4fa172d44de599011", + "prepared_review_unit_hash": "3eeab90cb1abbd95d3abb1cf0e33922abf66b19f9b7365c72e094fd0a119746c", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -11136,180 +11154,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs share broad subsystem keywords (Qwen, tokenizer, Flash Attention, vision, offloading), but not the same concrete bug or mergeable fix. I rejected all soft edges and picked the most active unresolved issue as the anchor only by triage usefulness, not true duplication.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43873 is the most active open report in the set, with the highest discussion and inbound-reference footprint, so it is the best anchor if one issue must represent this mixed cluster.", + "summary": "These items are not one duplicate cluster; they span many unrelated bugs across tokenizers, vision/audio processors, generation, kernels, and memory/runtime issues. All soft pairs should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest global issue candidate because it is still open and has the most evidence and follow-up activity, even though the surrounding items are not true duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Different failures: tokenizer loading vs dtype mismatch in bfloat16 inference. Same broad library, not the same bug." + "reason": "Different bugs: tokenizer loading for FastSpeech2ConformerTokenizer vs bfloat16 dtype mismatches in inference." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated code paths: label propagation in Qwen3.5 config vs Whisper empty-transcription generation failure." + "reason": "Unrelated model paths: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation failure." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma 4, but one is an import/version break and the other is a processor attribute crash; not the same concrete fix." + "reason": "Both touch Gemma 4, but one is a mistral_common import error and the other is a missing _tokenizer attribute in serve." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Too generic to merge safely; both mention Flash Attention 2, but no evidence they describe the same concrete bug." + "reason": "Same broad FA2 topic, but no evidence of the same concrete bug or code path." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Different memory problems in different models: RT-DETR deletion/leak vs SAM3 litetext overflow." + "reason": "Different memory problems in different models: RT-DETR GC/leak vs SAM3-litetext overflow." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category cardinality error and a stale warning in paged generation are unrelated." + "reason": "Category-limit RuntimeError vs stale num_return_sequences warning are unrelated generation issues." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both tokenizer-related, but one is decoder-type handling in v5 and the other is ignoring tokenizer.json; different fixes." + "reason": "Both are tokenizer-related, but one is decoder-type API mismatch and the other is tokenizer.json being ignored." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure is unrelated to protobuf error masking in tokenizer exception handling." + "reason": "Gemma 4 processor import failure vs tokenizer error masking when protobuf is missing are different bugs." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different processors and symptoms: Beit label reduction vs Kosmos2.5 OCR long-input indexing." + "reason": "Both involve vision/ocr models, but one is a BEiT label reduction bug and the other is a Kosmos2.5 long-input index error." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Image label handling and Flash Attention long-context performance are unrelated." + "reason": "Completely different areas: image label reduction vs FA2 long-context performance regression." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention support and Adafactor+DeepSpeed OOM are different issues." + "reason": "Unrelated issues: XLMRoberta Flash Attention support vs Adafactor/DeepSpeed OOM." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 AutoModel/pipeline output issue is unrelated to SAM3 litetext memory overflow." + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs SAM3-litetext memory overflow." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention support and LayoutLMv3 error messaging are unrelated." + "reason": "No same bug: Flash Attention support for XLMRoberta vs LayoutLMv3 error message clarity." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Importing Qwen2_5_VLForConditionalGeneration is not the same as a generic dependency issue." + "reason": "Import error for a specific Qwen class vs a generic dependency issue; not the same underlying defect." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed and a Llama 3.2 Vision model-loading regression are not the same bug." + "reason": "OOM during optimizer/deepspeed use vs model-loading breakage for Llama 3.2 Vision are unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM and token-embedding reinitialization are separate problems." + "reason": "Different code paths: optimizer memory blowup vs output embedding reinit after resize_token_embeddings." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading issues." + "reason": "Both are Qwen models, but one is FineGrainedFP8Config failure and the other is a weight-shape mismatch." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetr AMP/CUDA crash and flash-attention sinkless-model AttributeError are unrelated." + "reason": "Different failures: LwDetr loss AMP/CUDA crash vs flash_attention s_aux=None AttributeError." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sink auxiliary handling and TimesFM window_size AttributeError are different code paths." + "reason": "Different subsystems and bugs: flash_attention sinkless-model crash vs TimesFM window_size AttributeError." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one crashes on batched chat templates and the other has wrong video position IDs; different bugs." + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video rope/position-id logic." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-parameter validation TypeError and missing decorator registration for apply_rotary_pos_emb are not the same fix." + "reason": "Different rope-related failures: JSON list handling in validation vs missing decorator on rotary-pos-emb registration." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom model initialization breakage and patchtsmixer post_init policy are not identical." + "reason": "Generic custom model init regression vs a specific patchtsmixer post_init restriction are not the same bug." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as kernel-version incompatibility." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to kernel compatibility." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and LastFeatureExtractor center-arg crash are unrelated." + "reason": "Audio template sample-rate defaulting vs unsupported center arg in feature extraction are different issues." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload rotary embedding incompatibility are different bugs." + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2 tokenizer loading and Perceiver interpolation failure are unrelated." + "reason": "Tokenizer load failure vs Perceiver image resizing failure are different code paths." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope indexing and Swin2SR over-padding are different image/video preprocessing bugs." + "reason": "Qwen2.5-VL rope scaling bug vs Swin2SR over-padding are unrelated image/video preprocessing issues." } ] }, @@ -11328,8 +11346,8 @@ "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": [ @@ -11417,7 +11435,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -11626,8 +11644,8 @@ "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": [ @@ -11713,7 +11731,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -11910,8 +11928,8 @@ "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": [ @@ -11997,7 +12015,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -12194,8 +12212,8 @@ "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": [ @@ -12283,7 +12301,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -12501,8 +12519,8 @@ "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": [ @@ -12591,7 +12609,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -12893,12 +12911,12 @@ "issue:43299|issue:45216", "issue:43901|issue:44496" ], - "prepared_review_unit_hash": "cd5f089acc63ace55016c7702a89578e18cc17b399fe5049baea5850d011f883", + "prepared_review_unit_hash": "19620a51ad246f0d0efefefa1466c264247fbc98976d3461bc0dc1bbca8ea437", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -12915,198 +12933,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers issues: import/export regressions, model loading/saving problems, pipeline bugs, docs, and a few model-specific edge cases. None of the soft-linked pairs look like the same underlying bug or change.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43824 is the strongest representative of the cluster\u2019s most prominent pattern: a user-facing import/export regression with real downstream impact and inbound references. It is also cleaner and more central than the more niche model- or docs-specific reports.", + "summary": "Mixed heterogeneous cluster with a few loose theme overlaps (saving/offloading, flash-attention, multimodal configs), but no soft pair looks like a true duplicate or mergeable single fix. Most pairs are distinct bugs in different code paths or different models/features.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 42994 is the broadest, most generic save-failure report and the closest thing to an umbrella for the small save/offload subgroup, though the overall cluster is too mixed to have a strong true canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 has the best signal for a canonical issue: clear repro, broad API surface, and multiple references indicating it is a meaningful regression rather than a narrow one-off.", + "best_issue_reason": "Issue 42994 is the best representative issue here because its title is the most general and reusable for deduping save-related reports; it is still only a weak cluster fit, not a clear duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing symbols in different modules; unrelated import errors." + "reason": "Both are ImportErrors, but for different missing symbols in different modules; no shared underlying bug is evident." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model loading vs PIL/torchvision backend requirement; different code paths." + "reason": "Unrecognized-model config loading and PIL/torchvision image processor requirements are unrelated failures." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different models and failures: helper length logic vs CPU/CUDA output mismatch." + "reason": "Different subsystems and symptoms: a qwen3_omni_moe helper bug vs CPU/CUDA divergence in PPDocLayoutV3." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer handling is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + "reason": "A buffer/position_ids access error is not the same bug as device-dependent PPDocLayoutV3 output differences." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Custom processor/tokenizer regression vs embedding resize bug; not the same issue." + "reason": "One is a processor/tokenizer regression in v4.57.5; the other is an embedding resize bug in t5gemma." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline image-processor bug vs notebook syntax error; unrelated." + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility issue vs model-loading failure for a specific repo; different problems." + "reason": "Both mention version/dependency trouble, but one is Python support and the other is a specific model-loading failure." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is chunked prefill cache missing and the other is max_cache_length semantics; different bugs." + "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked_prefill while the other is max_cache_length handling for Quantized Cache." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Same subsystem, but compiled flex_attention failure and AuxRequest version-check bug are different code-path issues." + "reason": "Both touch flex_attention, but one is a compiled flex_attention failure on torch>=2.9 and the other is a bad version check for AuxRequest import." }, { "left": "issue:39692", "right": "issue:46932", "accept": false, - "reason": "Docs example errors vs quantized vision/audio dtype casting; not the same bug." + "reason": "Documentation example errors and Gemma4 quantized embedder dtype casting are different issues." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation vs rope parameter type handling; unrelated config bugs." + "reason": "Different config-validation problems: head_dim rejection vs JSON-loaded rope validation list handling." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression vs ANSI output in loading_report; no overlap." + "reason": "Generation cache behavior and ANSI console formatting are unrelated." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Beit image processor label reduction bug vs text-classification docs mismatch; unrelated." + "reason": "A BEiT processor label-reduction bug is not the same as outdated TextClassificationPipeline docs." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Different model-loading failures in different model families and code paths." + "reason": "Both concern model/config loading, but one is a missing model_type and the other is unwrap logic for composite multimodal configs." }, { "left": "issue:42994", "right": "issue:47333", "accept": false, - "reason": "Both concern saving, but quantized-model saving and disk-offloaded model saving are distinct issues." + "reason": "Both are save-related, but quantized saving and disk-offloaded saving are different code paths and failure modes." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs feature-extraction helper failure; unrelated." + "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features() issue." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated bugs." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models vs FlashAttention failure in Ministral-3; different bugs." + "reason": "Saving dequantized Ministrals/Devstrals is a save-path bug, while Ministral-3 FlashAttention failure is a model/runtime issue." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder title vs audio feature extraction bug; no relation." + "reason": "The placeholder title is not a technical bug and does not match the audio feature extraction issue." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword argument error; unrelated." + "reason": "Notebook syntax error vs AddedToken special-argument collision are different problems." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Different empty-input/indexing crashes in different APIs; not the same code path." + "reason": "Both are edge-case crashes, but QA top-k bounds and empty chat template input are different code paths." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure vs cache config semantics; unrelated." + "reason": "Janus image-generation test failure is unrelated to cache max length handling." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but one is a model-specific RC regression and the other is an s_aux=None crash; not the same bug." + "reason": "Both mention flash attention, but one is a Ministral-3 model failure and the other is a sink-less-model AttributeError in the integration code." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs specific torch 2.4.1 incompatibility; different scope and root cause." + "reason": "A generic transformers dependency problem is not the same as torch 2.4.1 incompatibility." }, { "left": "issue:42994", "right": "issue:47332", "accept": false, - "reason": "Quantized save failure vs disk-offloaded Qwen3-VL save failure; different save paths and models." + "reason": "Both are save failures, but quantized save failure and disk-offloaded save failure are distinct bugs." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support regression vs generic dependency issue; unrelated." + "reason": "One is a Python version support issue; the other is only a vague dependency problem with no shared concrete bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Top-level Qwen import failure vs missing image_utils import; both are import errors but not the same symbol or fix." + "reason": "Both are import/export complaints, but they refer to different missing symbols in different modules." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs: default-init handling vs missing strict field serialization." + "reason": "Different multimodal config-field bugs in different model families; no same code path is evident." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token embedding resize bug vs Whisper empty transcription generation crash; unrelated." + "reason": "Token-embedding resize behavior and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL load regression vs Qwen3.5 save_pretrained regression; different operations and failure modes." + "reason": "Both are Qwen regression reports, but one is model loading in dev0 and the other is incorrect checkpoint saving in 5.4.0." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch vs model config loading error; unrelated." + "reason": "Docs for a pipeline flag and a model-type loading error are unrelated." } ] }, @@ -13125,8 +13143,8 @@ "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": [ @@ -13214,7 +13232,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -13423,8 +13441,8 @@ "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": [ @@ -13514,7 +13532,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -13820,12 +13838,12 @@ "issue:43540|issue:46655", "issue:42915|issue:47312" ], - "prepared_review_unit_hash": "072bd4afcb0e9219f26bcdcb4428123634b1925f71eddad3c48a6c6a575c9266", + "prepared_review_unit_hash": "84476abcc24c8d8c572ace8ad14b5f0c891e28a5e8727d15c42a07abfc2ec735", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -13842,192 +13860,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and the soft-similarity edges are false positives. The only visible mini-theme is Qwen/MoE/version-regression loading issues, but even there the reports point at different code paths and failure modes, so I would not merge any pair. If a single issue has to anchor the cluster, 42491 is the best representative because it is the broadest and earliest Qwen3 MoE compatibility regression report.", - "confidence": 0.66, - "canonical_issue_reason": "issue:42491 is the earliest and broadest report in the Qwen3 MoE compatibility/version-regression mini-theme; it reads like the most general user-facing loading failure among the related reports.", + "summary": "The cluster is highly heterogeneous: most pairs share only a broad subsystem or version context, not the same underlying bug or change. I would not merge any of the soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear duplicate anchor for the whole cluster; if forced, #42491 is the most concrete compatibility regression report with explicit hf4.x\u2192hf5.x context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42491 is the best issue anchor because it captures the core compatibility break between older hf4.x-trained Qwen3 MoE LoRA artifacts and the current hf5.x branch, which is broader than the more specialized follow-up reports.", + "best_issue_reason": "#42491 is the strongest representative issue: it is specific, actionable, and directly describes a user-facing regression tied to a concrete version transition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: FP8 storage lookup vs Qwen3.5 chat crash; no shared code-path evidence." + "reason": "Different failures: Float8 storage deserialization vs Qwen3.5 chat crashes; no shared code path." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Both are security-related, but they are different vulnerability classes (shell-operator bypass vs archive path traversal)." + "reason": "Both security-related, but command-substitution bypass and tar/zip-slip are distinct vulnerabilities with different fixes." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Unrelated bugs: ANSI output handling vs a wrong docstring." + "reason": "ANSI code generation in loading_report is unrelated to a wrong docstring for position_ids." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Different problems in different model/tokenizer paths; same broad library area is not enough." + "reason": "Tokenizer loading regression and ESM2 breakage affect different APIs and model paths." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Different features and failures: chat crash on one model vs offloading save failure on another." + "reason": "Qwen3.5 chat crash and disk-offloaded Qwen3-30B save failure are different bugs." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config mismatch vs ZeRO-3 from_pretrained issue; different code paths." + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 ZeRO3 from_pretrained issues." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Performance/import latency issue vs model type/config recognition failure; not the same bug." + "reason": "Import slowness is not the same as an unrecognized-model config error." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen-related, but one is a feature-length helper bug and the other is a position_ids variable-length failure." + "reason": "Both are Qwen-family, but one is a feature-extractor length helper bug and the other is variable-length position_ids handling." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma EOS config inconsistency and FP8 compressed-tensors weight_scale loss are unrelated." + "reason": "EOS token inconsistency and FP8 weight_scale omission are unrelated model-loading problems." }, { "left": "issue:42617", "right": "issue:43976", "accept": false, - "reason": "3d_parallel.py runtime failure and Python-version incompatibility are different issues." + "reason": "A script execution failure is not the same as a Python-version compatibility break." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both mention kernels, but one is import-time dependency validation and the other is a Qwen3.5 registration crash; not the same concrete fix." + "reason": "Kernel dependency/version requirements and a missing decorator in Qwen3.5 kernels registration are different issues." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Incorrect video padding calculation vs missing vision backend handling for AutoProcessor." + "reason": "Video padding math and missing vision-backend handling are separate processor/AutoProcessor problems." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Different Qwen3.5 failures: kernel registration error vs variable-length position_ids behavior." + "reason": "Kernel registration failure is unrelated to variable-length position_ids handling." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Sys.modules access bug and VL image-placeholder parsing failure are unrelated." + "reason": "Unsafe sys.modules access and VL image-placeholder parsing are different code paths." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3 MoE loading regressions, but the titles point to different artifacts and failure contexts; not enough to treat as one concrete bug." + "reason": "Both involve Qwen MoE compatibility regressions, but one is LoRA reuse across versions and the other is Qwen3VL MoE loading; not the same concrete bug." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Different model families and different output/dtype problems." + "reason": "bfloat16 dtype mismatch and hidden_states assignment are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Beit reduce_labels bug vs modeling_utils sys.modules access; no overlap beyond being library bugs." + "reason": "BEiT label reduction and sys.modules access are unrelated." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-list chat template IndexError; unrelated." + "reason": "Qwen3OmniMoe video ValueError and empty-chat-template IndexError are different failures." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation parsing crash and Qwen3.5 kernel-registration crash are separate subsystems." + "reason": "Auto-docstring annotation parsing and Qwen3.5 kernel registration are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access issue vs gemma-4 ZeRO-3 loading; different code paths." + "reason": "Reading position_ids after buffer registration and Gemma-4 ZeRO3 loading are different bugs." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention s_aux=None crash and variable-length position_ids bug are distinct failures." + "reason": "flash_attention s_aux=None crashes and variable-length position_ids failures are distinct." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Testing-utils xdist race and stale generate warning are unrelated." + "reason": "A pytest-xdist file race is not the same as a stale warning in generate()." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Import latency vs EOS token configuration mismatch; no shared bug." + "reason": "Both concern optional losses, but they are different models and different gating conditions; not the same bug." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language backend vs inconsistent from_pretrained behavior inside Python classes." + "reason": "Stale phonemizer language state and from_pretrained inconsistency are unrelated." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are unrelated." + "reason": "sys.modules access and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI code generation and GLM-5 RoPE discussion are not the same issue." + "reason": "ANSI output formatting and GLM-5 RoPE implementation are not the same issue." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Different model/runtime failures: torch.compile with SDPA vs CPU/CUDA result divergence." + "reason": "torch.compile SDPA failure and CPU/CUDA result mismatch are different model/runtime bugs." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss gating and D-FINE auxiliary-loss suppression are different model-specific behaviors." + "reason": "Same broad idea of missing auxiliary loss, but the model code paths and triggers differ enough that they are not duplicates." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Different preprocessing bugs in different multimodal models." + "reason": "Both video-related, but Qwen3OmniMoe video input validation and SmolVLM padding calculation are distinct." }, { "left": "issue:42915", "right": "issue:47312", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and kernels 0.16 incompatibility are unrelated." + "reason": "Qwen3Moe FP8 config failure and kernel-version incompatibility are unrelated." } ] }, @@ -14046,8 +14064,8 @@ "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": [ @@ -14134,7 +14152,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -14343,8 +14361,8 @@ "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": [ @@ -14431,7 +14449,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -14699,12 +14717,12 @@ "issue:45310|issue:45375", "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "7a7e5cf3e84e1a56949b8be7c3e2c723154ad147e78bbe9182a556fbe7e3ec0b", + "prepared_review_unit_hash": "485bff594196e9acdf57ed10e0dc9d86090cd1cf65179b8fdca5d26abc631785", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -14712,7 +14730,7 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35278, + "serialized_chars": 35280, "estimated_input_tokens": 8820, "estimated_eval_tokens": 17896 }, @@ -14721,181 +14739,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes (tokenizers, vision models, save/load, generation) but not the same concrete defect. No soft pair is strong enough to merge as a duplicate under a strict triage standard.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45310 is the most plausible canonical representative because it is a concrete, reproducible Qwen3.5/v5 loading regression and appears to be the earlier anchor for a later same-title report.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports across model loading, generation, tokenizers, vision, and docs. The only clear duplicate-like group is the Qwen3.5 Moe from_pretrained regression, where one report provides the specific root cause and the others are generic symptoms.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45375 is the strongest canonical representative for the Qwen3.5 Moe loading regression because it names the specific missing field and strict-schema behavior, while nearby reports are broader symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best overall issue candidate: it is specific, actionable, and closer to an actual duplicate target than the more generic or orthogonal reports in this set.", + "best_issue_reason": "issue:45375 is the best issue to anchor this cluster\u2019s only real duplicate set: it is the most specific description of the Qwen3.5 Moe from_pretrained failure and plausibly subsumes the generic duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-related, but one is an empty-list chat-template crash and the other is a Unigram constructor type mismatch; different code paths and different failure modes." + "reason": "Empty chat-template handling and a tokenizer constructor type mismatch are different bugs in different code paths." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both involve vision/image processing, but one is wrong outputs from SigLIP2 loading and the other is an explicit backend-missing error from AutoProcessor; not the same bug." + "reason": "Both touch vision models, but one reports bad outputs from AutoModel/pipeline usage while the other is an AutoProcessor/backend import error." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and a 10x filtering slowdown are unrelated." + "reason": "Checkpoint key mismatch and a data-processing slowdown regression are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "One is a performance regression in filtering, the other is double optimizer stepping with DeepSpeed; same training area, different defect." + "reason": "Performance regression in filtering is not the same as DeepSpeed causing optimizer.step to run twice." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both touch save_pretrained, but one is tokenizer metadata mismatch and the other is processor file omission; not the same underlying change." + "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and processor file omission are different serialization bugs." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are unrelated." + "reason": "Sam3PixelDecoder dummy layer setup and MaskGenerationPipeline final-batch dropping are unrelated issues." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "A trust_remote_code AutoConfig field-loss bug is not the same as the ESM2 model breakage." + "reason": "trust_remote_code config-field loss and ESM2 breakage do not describe the same failure mode." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Save-pretrained file generation and DeepSpeed optimizer stepping are unrelated." + "reason": "Processor persistence and DeepSpeed optimizer stepping are unrelated." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video is unrelated to TimesFM window_size handling." + "reason": "Different model families and different attribute errors; no shared concrete bug." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Both mention missing fields, but one is a model output attribute issue and the other is AutoConfig missing fields under trust_remote_code; different code paths." + "reason": "SAM3 VisionEncoderOutput missing an attribute is not the same as AutoConfig losing fields under trust_remote_code." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 decorator/registration crash are different failures." + "reason": "Import-time NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration failure." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Phi-4 multimodal loading failure and a ZeRO3 deque error are different code paths." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A docstring issue for position_ids is not the same as an actual variable-length input bug in Qwen3.5." + "reason": "A wrong docstring for position_ids is not the same as a runtime variable-length input bug." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 documentation/example errors and AutoProcessor backend-missing messaging are related only at a very broad vision-model level." + "reason": "Documentation example mistakes are not the same as a missing vision backend causing AutoProcessor import/recognition errors." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and AttentionInterface.register behavior change are different subsystems." + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are different bugs." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers hanging on load are unrelated symptoms." + "reason": "Missing PyTorch import error and loading getting stuck are unrelated symptoms." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation messaging and auto_docstring import-time stdout diagnostics are unrelated." + "reason": "Wrong error text for T5 validation is unrelated to auto_docstring printing diagnostics at import time." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "pytest-xdist file races and VL image-placeholder handling are unrelated." + "reason": "A pytest-xdist file race and VL placeholder handling are unrelated." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "One is a missing Qwen3.5MoeVisionConfig field being dropped by strict serialization; the other is a generic Qwen3.5 from_pretrained error. There is not enough evidence they are the same concrete bug." + "accept": true, + "reason": "Both describe the same Qwen3.5 Moe from_pretrained regression; 45375 provides the specific missing-field/root-cause detail and 45478 is a generic symptom report." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A placeholder bug report and a Gemma-4 ZeRO3 loading error are unrelated." + "reason": "Generic bug report and Gemma-4 ZeRO3 loading failure are not the same issue." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer.from_pretrained loading failure and continue_final_message behavior for mistral_common are different issues." + "reason": "Tokenizer loading regression and continue_final_message behavior for mistral_common are different problems." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained file omission are different code paths." + "reason": "Qwen3-VL-Moe from_pretrained failure and processor save_pretrained missing files are unrelated." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint stdout and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Import-time docstring diagnostics and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked prefill are both generation issues but not the same fix." + "reason": "Generation kwargs update after sync_gpus and missing cache in chunked_prefill are different generation bugs." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 tokenizer codec regression are separate tokenizer bugs." + "reason": "Whisper word timestamp decode crash and Kimi tokenizer codec regression are different tokenizer issues." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Both are Qwen3.5-related, but one is a from_pretrained loading error and the other is a specific config-field omission; insufficient evidence for the same underlying bug." + "accept": true, + "reason": "These are the same Qwen3.5 Moe loading regression; the later report is the more specific root-cause version of the generic from_pretrained error." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Cannot import AutoImageProcessor and a non-existent image_utils import are related import failures but not the same concrete issue." + "reason": "Top-level AutoImageProcessor import failure and a missing image_utils import symbol are related in area but not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it characterizes most items as unrelated and limits the duplicate claim to the Qwen3.5 Moe from_pretrained reports, which do line up by title/body. The soft-edge rejections are generally conservative given the limited title-level evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14907,8 +14928,8 @@ "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": [ @@ -14997,7 +15018,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -15221,8 +15242,8 @@ "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": [ @@ -15311,7 +15332,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -15526,8 +15547,8 @@ "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": [ @@ -15618,7 +15639,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -15845,8 +15866,8 @@ "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": [ @@ -15935,7 +15956,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -16150,8 +16171,8 @@ "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": [ @@ -16241,7 +16262,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -16468,8 +16489,8 @@ "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": [ @@ -16555,7 +16576,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -16758,8 +16779,8 @@ "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": [ @@ -16844,7 +16865,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -17041,8 +17062,8 @@ "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": [ @@ -17130,7 +17151,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -17339,8 +17360,8 @@ "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": [ @@ -17431,7 +17452,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -17744,12 +17765,12 @@ "issue:43012|issue:43550", "issue:45712|issue:46298" ], - "prepared_review_unit_hash": "a21668e1925e77c8a1ee830ccc480361d26ae775523d98b77fd4193dcc0f64a7", + "prepared_review_unit_hash": "5038ed103396d63a6fdc5c5e94cfd8b093e8c3e34859d92034f18e6d3fa08344", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -17766,198 +17787,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the paired items share only broad Transformers subsystems, not the same concrete bug. No soft duplicate edge is strong enough to merge, so there is no clear canonical issue/PR across the set.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The item set is highly heterogeneous, and every soft pair appears to describe a different bug, regression, or feature request rather than the same underlying change. No soft merge should be accepted.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43873 is the strongest weak canonical anchor: it is open, discussion-heavy, and has the most inbound references, but the overall set is too diverse for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most active and externally referenced item in the set, but it still describes a distinct quantization/offloading bug rather than a representative duplicate anchor for the whole cluster.", + "best_issue_reason": "If a single issue must represent the group, 43873 is the best representative by activity and breadth of impact; otherwise there is no meaningful shared canonical issue among these unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek failures: remote implementation divergence vs a dtype/transpose bug in a different model path." + "reason": "Different DeepSeek-related failures: model divergence vs a dtype/transpose bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "One is a v5 API removal/regression; the other is a quantized model save/load failure. Same area, different bug." + "reason": "Unrelated problems: removed config flag vs quantized save/load breakage." }, { "left": "issue:43986", "right": "issue:47312", "accept": false, - "reason": "AutoProcessor/torchvision import crash is unrelated to kernel incompatibility with version 0.16." + "reason": "Different domains: missing torchvision dependency crash vs kernel compatibility issue." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen configuration/model bugs: missing attention projections vs a missing config field being dropped." + "reason": "Separate Qwen model bugs affecting different config/model fields." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM-family errors and code paths; one is a missing image-patch API, the other a torch.split indexing issue." + "reason": "Different GLM issues: missing processor method vs wrong torch.split behavior." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Chunked-prefill cache initialization and mask pipeline partial-batch handling are separate problems." + "reason": "Both involve generation/pipeline flow, but the concrete failures are distinct." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Tie-embedding removal and offloading/quantization behavior are not the same underlying bug." + "reason": "Different root causes: removed API field vs offloading/quantization behavior." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer AddedToken argument duplication and tokenizer mapping None-handling are distinct import/runtime issues." + "reason": "Tokenizer import/constructor bug vs tokenizer mapping returning None." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both involve Qwen variants, but the failure modes and affected code paths differ." + "reason": "Different Qwen bugs: generic v5 compatibility vs missing projections in one layer." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch bfloat16 warning is unrelated to a TimesFM window_size AttributeError." + "reason": "Precision warning on compile vs TimesFM window_size AttributeError." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different modules and dependencies." + "reason": "Both are import errors, but they involve different symbols and modules." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback logic is unrelated to the DiffusionGemma pipeline failure." + "reason": "Tokenizer mapping bug vs pipeline output incompatibility; unrelated failures." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same component area, but one is padding calculation and the other is num_frames semantics; not the same bug." + "reason": "Same subsystem, but padding calculation and num_frames semantics are different bugs." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Distributed optimizer-state corruption and Liger Kernel not being applied with model_init are different trainer issues." + "reason": "Trainer/FSDP optimizer-state issue vs Liger Kernel not applied with model_init." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and empty-list chat template IndexError are unrelated." + "reason": "Noisy logging vs apply_chat_template empty-list crash are unrelated." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor import crash without torchvision is unrelated to save_pretrained sharding size behavior." + "reason": "Video processor import crash vs save_pretrained shard-size question." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "A tensor conversion/transpose issue is unrelated to a model accuracy regression after upgrade." + "reason": "Low-level tensor op bug vs accuracy regression; not the same underlying defect." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to logging output." + "reason": "Test flakiness due to missing seed vs logging noise are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing-import regressions: configuration_utils symbol vs HybridCache export." + "reason": "Different missing imports from different transformer internals." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Evaluation-after-training failure and import failure caused by datasets installation are different bugs." + "reason": "Trainer lifecycle bug vs dependency-conflict import failure." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto-docstring annotation parsing are unrelated." + "reason": "Argument forwarding bug vs auto_docstring annotations crash." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage and missing embed_tokens.weight loading are different issues." + "reason": "Offline/network leakage vs missing weight loading are different issues." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model load failure for ScandiBERT is unrelated to streaming pipeline regression." + "reason": "Model load failure for ScandiBERT vs streaming pipeline regression." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba SDPA torch.compile failure are separate model-specific bugs." + "reason": "xLSTM training bugs vs Bamba SDPA/torch.compile failure." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "Different failure modes: a warning emission vs a compile-time model error." - }, - { - "left": "issue:44380", - "right": "issue:46421", - "accept": false, - "reason": "Attention scaling backend behavior is unrelated to chunked-prefill cache recompilation." + "reason": "Attention scaling ignored vs lazy cache recompilation are different code paths." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure and an unsupported tensorflow_text backend are not the same issue." + "reason": "Python 3.14 import/load issue vs backend mapping validation error." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Trainer distributed-state corruption and streaming pipeline regression do not share a concrete code path." + "reason": "Trainer distributed optimizer bug vs streaming pipeline regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure and Qwen3_5 infinite-loop behavior are unrelated model bugs." + "reason": "Dequantized save/load bug vs Qwen image infinite loop." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "This is a duplicate of the earlier pair: warning-only behavior versus a torch.compile SDPA failure." + "reason": "Compile warning on bfloat16 vs SDPA compile failure are not the same bug." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class leakage/check_repo failure is unrelated to a noisy logging message." + "reason": "Dummy-class cleanup issue vs unrelated noisy log message." } ] }, @@ -17976,8 +17991,8 @@ "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": [ @@ -18066,7 +18081,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -18281,8 +18296,8 @@ "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": [ @@ -18376,7 +18391,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -18621,8 +18636,8 @@ "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": [ @@ -18713,7 +18728,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -18955,8 +18970,8 @@ "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": [ @@ -19048,7 +19063,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -19284,8 +19299,8 @@ "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": [ @@ -19382,7 +19397,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -19645,8 +19660,8 @@ "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": [ @@ -19754,7 +19769,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -20083,8 +20098,8 @@ "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": [ @@ -20117,7 +20132,7 @@ "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011285, + "serialized_chars": 1011287, "estimated_input_tokens": 252822, "estimated_eval_tokens": 505900 }, @@ -20230,8 +20245,8 @@ "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": [ @@ -20308,8 +20323,8 @@ "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": [ @@ -20379,8 +20394,8 @@ "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": [ @@ -20442,8 +20457,8 @@ "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": [ @@ -20751,8 +20766,8 @@ "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": [ @@ -21188,8 +21203,8 @@ "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": [ @@ -21251,8 +21266,8 @@ "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": [ @@ -21314,8 +21329,8 @@ "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": [ @@ -21377,8 +21392,8 @@ "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": [ @@ -21440,8 +21455,8 @@ "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": [ @@ -21503,8 +21518,8 @@ "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": [ @@ -21603,8 +21618,8 @@ "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": [ @@ -21747,8 +21762,8 @@ "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": [ @@ -21867,8 +21882,8 @@ "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": [ @@ -21930,8 +21945,8 @@ "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": [ @@ -21993,8 +22008,8 @@ "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": [ @@ -22056,8 +22071,8 @@ "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": [ @@ -22174,8 +22189,8 @@ "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": [ @@ -22237,8 +22252,8 @@ "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": [ @@ -22303,8 +22318,8 @@ "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": [ @@ -22366,8 +22381,8 @@ "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": [ @@ -22429,8 +22444,8 @@ "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-46906-18", "nodes": [ @@ -22911,8 +22926,8 @@ "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": [ @@ -22977,8 +22992,8 @@ "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": [ @@ -23040,8 +23055,8 @@ "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": [ @@ -23113,14 +23128,14 @@ "nodes": [ "pull_request:43251", "pull_request:43254", - "pull_request:44517", "pull_request:44775", "pull_request:46196", "pull_request:46266", "pull_request:46267", - "pull_request:46376", "pull_request:46395", + "pull_request:46834", "pull_request:46836", + "pull_request:46895", "pull_request:46903", "pull_request:46912", "pull_request:46954", @@ -23146,6 +23161,7 @@ "pull_request:47210", "pull_request:47212", "pull_request:47216", + "pull_request:47218", "pull_request:47243", "pull_request:47268", "pull_request:47275", @@ -23155,14 +23171,13 @@ "pull_request:47295", "pull_request:47301", "pull_request:47320", - "pull_request:47323", - "pull_request:47336", - "pull_request:47346", - "pull_request:47350" + "pull_request:47350", + "pull_request:47360", + "pull_request:47363" ], "soft_pairs": [ + "pull_request:46834|pull_request:47363", "pull_request:43251|pull_request:43254", - "pull_request:47336|pull_request:47346", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", "pull_request:46958|pull_request:46974", @@ -23174,356 +23189,345 @@ "pull_request:47108|pull_request:47202", "pull_request:47204|pull_request:47243", "pull_request:47077|pull_request:47078", - "pull_request:46266|pull_request:46957", + "pull_request:47108|pull_request:47360", + "pull_request:47202|pull_request:47360", + "pull_request:47218|pull_request:47360", + "pull_request:47301|pull_request:47360", "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47216|pull_request:47360", "pull_request:47173|pull_request:47184", - "pull_request:46376|pull_request:47202", "pull_request:47166|pull_request:47173", "pull_request:47077|pull_request:47275", "pull_request:44775|pull_request:47275", "pull_request:47275|pull_request:47301", - "pull_request:46995|pull_request:47323", - "pull_request:46912|pull_request:47179", "pull_request:47216|pull_request:47275", + "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:46895|pull_request:47363", "pull_request:47003|pull_request:47204", "pull_request:46395|pull_request:47181", + "pull_request:46196|pull_request:47210", "pull_request:47093|pull_request:47275", "pull_request:44775|pull_request:47350", - "pull_request:46196|pull_request:47210", "pull_request:46995|pull_request:47163", - "pull_request:46912|pull_request:47082", "pull_request:47163|pull_request:47173", + "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:46376|pull_request:46995", "pull_request:47108|pull_request:47350", - "pull_request:47294|pull_request:47320", "pull_request:46995|pull_request:47181", + "pull_request:47294|pull_request:47320", "pull_request:46267|pull_request:47181", - "pull_request:44517|pull_request:46376", - "pull_request:47093|pull_request:47181", - "pull_request:46836|pull_request:47275", "pull_request:47166|pull_request:47292", - "pull_request:46266|pull_request:47301", - "pull_request:44775|pull_request:47181" + "pull_request:46836|pull_request:47275", + "pull_request:47093|pull_request:47181", + "pull_request:46266|pull_request:47301" ], - "prepared_review_unit_hash": "036998d5e8c5b365cd9115b2dcc5c3d9673af8e55ff6ac13c8aa73a71d1211ad", + "prepared_review_unit_hash": "712725b89c72987bab80abdcc52800c31af4689b2e0f818ba0455d1f7d361129", "component_budget": { "node_count": 76, "item_count": 76, - "soft_pair_count": 211, - "serialized_chars": 263697, - "estimated_input_tokens": 65925, - "estimated_eval_tokens": 132106 + "soft_pair_count": 209, + "serialized_chars": 262862, + "estimated_input_tokens": 65716, + "estimated_eval_tokens": 131688 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 52, - "serialized_chars": 128949, - "estimated_input_tokens": 32238, - "estimated_eval_tokens": 64732 + "soft_pair_count": 53, + "serialized_chars": 128966, + "estimated_input_tokens": 32242, + "estimated_eval_tokens": 64740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated docs/model-addition/test PRs are only weakly similar by subsystem. The only true duplicate-like groups are the fixed_cross_entropy kwargs patch pair and the CohereASR loss double-shift fixes.", - "confidence": 0.94, + "summary": "Mostly unrelated PRs with a few true duplicates: TimesFM2.5\u2019s window_size method-name fix, fixed_cross_entropy kwargs passthrough, and the CohereASR training-loss double-shift fix. The rest are different features, docs, tests, or model adds that only share files or a subsystem.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "47090 is the cleanest direct fix for the CohereASR loss double-shift bug: it is narrowly scoped to one code path, preserves the shared loss plumbing, and has an explicit issue link.", + "canonical_pr_reason": "PR 47090 is the strongest representative for the CohereASR double-shift bug: it directly fixes the same forward/loss code path as the other CohereASR variants, explains the shifted-label behavior clearly, and preserves the loss-reduction semantics.", "best_issue_reason": null, - "best_pr_reason": "47090 is the strongest representative PR in the cluster because it cleanly fixes a concrete bug with minimal surface area; the rest of the cluster is mostly unrelated changes.", + "best_pr_reason": "PR 47090 is the clearest, most narrowly scoped duplicate-fix candidate among the accepted set, with explicit rationale and a direct bug fix rather than a broader or more mixed change.", "soft_edge_verdicts": [ { - "left": "pull_request:43251", - "right": "pull_request:43254", + "left": "pull_request:46834", + "right": "pull_request:47363", "accept": true, - "reason": "Same fixed_cross_entropy kwargs propagation bug in the same function; near-identical patch." + "reason": "Same TimesFM2.5 window_size/moving-average AttributeError in the same code path; one is effectively a reworded/focused version of the same fix." }, { - "left": "pull_request:47336", - "right": "pull_request:47346", - "accept": false, - "reason": "Same file and tracking issue, but different bugs: offloading-condition logic vs dict-comprehension syntax." + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same fixed_cross_entropy kwargs passthrough bug in the same function and file; both add supported cross_entropy kwargs." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug on the same forward path; 47090 is a narrower variant of the same fix." + "reason": "Same CohereASR training-loss double-shift bug in the forward/loss path; the extra PPFormulaNet changes do not change that the CohereASR fix is the same underlying change." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR loss double-shift bug and same code path; both replace the shifted-loss computation." + "reason": "Same CohereASR loss-shift bug and same affected code path; these look like alternative implementations of the same fix." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss fix vs MusicGen generate typo; unrelated code paths." + "reason": "Different models and bugs: CohereASR training loss versus Musicgen generate cache-length typo." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Different models and failures: Zaya test update vs MIMO-V2-Flash test fix." + "reason": "Both are failing-test PRs, but they target different models and fixes, so they are not the same underlying change." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest-v9 fp32/module-list change vs CohereASR loss bug; unrelated." + "reason": "Different models and issues: Pytest-v9 fp32 module handling in GLM-ASR versus CohereASR loss shifting." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "XPU test expectation updates vs MIMO-V2-Flash model changes; different issues." + "reason": "Unrelated test adjustments for different model families and failure modes." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Different CI changes: workflow deletion vs Dockerfile dependency additions." + "reason": "Both touch docker/CI packaging, but one removes the old image builder while the other adds exporter dependencies; not the same change." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Unrelated model/test fixes in different files and subsystems." + "reason": "Different model test fixes for different backends/models; only similar in being test updates." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder pin comment tweak vs docker image builder removal; not the same change." + "reason": "Docs/comment tweak in workflow pins versus deleting the old CPU/light docker image builder; unrelated changes." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Both exporter-related, but different concrete fixes in different code paths." + "reason": "Exporter dependency install changes versus exporter code fixes; same general area, but different concrete bug fixes." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Different Japanese doc edits: DistilBERT doc addition vs wording cleanup." + "reason": "Overlapping Japanese docs edits, but one is a DistilBERT translation add and the other is broader wording cleanup; not the same underlying change." }, { - "left": "pull_request:46266", - "right": "pull_request:46957", + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Workflow comment pinning versus OTEL CI workflow wiring; distinct CI changes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47360", + "accept": false, + "reason": "Deleting the old docker-image builder and switching to transformers-ci OTEL are different CI directions and code paths." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47360", + "accept": false, + "reason": "Image-loading test refactor versus CI workflow instrumentation; unrelated." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47360", "accept": false, - "reason": "DINOv2 conversion mapping/model support vs finegrained FP8 decode optimization; unrelated." + "reason": "Assisted-decoding docs versus CI workflow changes; no shared bug/change." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Different docs topics: DistilBERT translation vs kv-cache documentation update." + "reason": "Japanese docs wording/translation versus KV-cache documentation updates; different docs tasks." }, { - "left": "pull_request:47173", - "right": "pull_request:47184", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Different test areas: XPU expectation updates vs qwen3_next accelerator decorator change." + "reason": "Different feature work: DINOv2 conversion/model-modernization versus finegrained FP8 decode optimization." }, { - "left": "pull_request:46376", - "right": "pull_request:47202", + "left": "pull_request:47216", + "right": "pull_request:47360", + "accept": false, + "reason": "Quantization/docs and compressed-tensors changes versus CI workflow instrumentation; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", "accept": false, - "reason": "Continuous batching multimodal support vs docker builder removal; unrelated." + "reason": "Different test suites for different models and backend requirements." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Different quantization/XPU test suites with no shared bug." + "reason": "Different quantization/test updates touching different files and failures; not the same bug." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Japanese DistilBERT docs vs EfficientViTSAM model addition; unrelated." + "reason": "Japanese docs edits versus adding a new model; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "Docs parallelism update vs new model support; different changes." + "reason": "Distributed-training docs versus a new model support PR; no shared underlying change." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "EfficientViTSAM model addition vs assisted-decoding docs; unrelated." + "reason": "New model support versus assisted-decoding docs; unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47323", + "left": "pull_request:47216", + "right": "pull_request:47275", "accept": false, - "reason": "Flash-linear-attention availability check vs DeepGEMM multi-device fix; different utilities." + "reason": "Compressed-tensors quantization work versus new model support; different code paths." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test expansion vs Granite-swa model support; unrelated." - }, - { - "left": "pull_request:47216", - "right": "pull_request:47275", - "accept": false, - "reason": "Compressed-tensors fp8 docs/code vs EfficientViTSAM model addition; unrelated." + "reason": "RoPE tests and model support for different architectures; not duplicates." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "SDPA dispatch support vs docker workflow removal; different areas." + "reason": "SDPA dispatch support versus docker/CI image-builder cleanup; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47275", + "left": "pull_request:46912", + "right": "pull_request:47284", "accept": false, - "reason": "Unlimited OCR model support vs EfficientViTSAM model support; different models." + "reason": "RoPE testing changes versus Mimo_v2_flash test fixes; different bugs." }, { - "left": "pull_request:47093", - "right": "pull_request:47181", + "left": "pull_request:46836", + "right": "pull_request:47202", "accept": false, - "reason": "OpenPangu-V2 and Cosmos3 Edge are different model additions." + "reason": "Unlimited OCR model addition versus CI/docker cleanup; unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47350", + "left": "pull_request:47163", + "right": "pull_request:47284", "accept": false, - "reason": "Docs parallelism update vs Inkling docs/model stub; unrelated." + "reason": "Paged-attention XPU test support versus Mimo_v2_flash test fixes; different models and failures." }, { - "left": "pull_request:46196", - "right": "pull_request:47210", + "left": "pull_request:46895", + "right": "pull_request:47363", "accept": false, - "reason": "Both touch SDPA, but one is model dispatch support and the other is packed-row varlen routing; different code paths." + "reason": "CohereASR training-loss fix versus TimesFM2.5 window_size fix; different models and code paths." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:47003", + "right": "pull_request:47204", "accept": false, - "reason": "Flash-linear-attention availability vs paged-attention XPU tests; unrelated." + "reason": "OpenVINO exporter feature work versus torch-light test dependency packaging; not the same change." }, { - "left": "pull_request:46267", + "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing update vs Cosmos3 Edge model support; unrelated." + "reason": "Different model-adding PRs for different architectures; same general pattern, not the same bug/change." }, { - "left": "pull_request:44517", - "right": "pull_request:46376", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "Qwen3-TTS model support vs continuous batching multimodal support; different features." + "reason": "Both touch attention integration code, but one is SDPA dispatch support and the other is packed-row varlen routing; distinct functionality." }, { "left": "pull_request:47093", - "right": "pull_request:47275", + "right": "pull_request:47181", "accept": false, - "reason": "OpenPangu-V2 model support vs EfficientViTSAM model support; different model families." + "reason": "Different model additions with separate configs, processors, and tests." }, { - "left": "pull_request:46836", - "right": "pull_request:47210", + "left": "pull_request:44775", + "right": "pull_request:47350", "accept": false, - "reason": "Unlimited OCR model addition vs packed SDPA varlen routing; unrelated." + "reason": "Distributed training docs versus Inkling model docs/model support; unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47292", + "left": "pull_request:47108", + "right": "pull_request:47350", "accept": false, - "reason": "Different XPU-related test tweaks in unrelated model suites." + "reason": "Workflow pin-comment cleanup versus Inkling docs/model support; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47301", + "left": "pull_request:46995", + "right": "pull_request:47181", "accept": false, - "reason": "DINOv2 conversion/model support vs assisted-decoding docs; unrelated." + "reason": "Import-utils availability check versus Cosmos3 Edge model support; unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47077", + "left": "pull_request:47294", + "right": "pull_request:47320", "accept": false, - "reason": "General docs parallelism reorg vs Japanese DistilBERT translation; unrelated." + "reason": "Kernel-function support versus response-schema deprecation; no shared underlying bug/change." }, { - "left": "pull_request:47163", - "right": "pull_request:47301", + "left": "pull_request:46267", + "right": "pull_request:47181", "accept": false, - "reason": "Paged-attention XPU test updates vs assisted-decoding docs; unrelated." + "reason": "Serve/chat parsing overhaul versus Cosmos3 Edge model support; unrelated." }, { - "left": "pull_request:47181", - "right": "pull_request:47350", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "Cosmos3 Edge model support vs Inkling docs/model stub; unrelated." + "reason": "Quantization test updates for different backends/models; not the same underlying issue." }, { - "left": "pull_request:46912", - "right": "pull_request:47323", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "RoPE tests vs DeepGEMM multi-device fix; different problems." + "reason": "Unlimited OCR model support versus EfficientViT-SAM model support; different model additions." }, { - "left": "pull_request:47077", - "right": "pull_request:47301", + "left": "pull_request:47093", + "right": "pull_request:47181", "accept": false, - "reason": "Japanese DistilBERT docs vs MTP docs; unrelated." + "reason": "OpenPangu-V2 model support versus Cosmos3 Edge model support; unrelated model additions." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:46266", + "right": "pull_request:47301", "accept": false, - "reason": "Same broad attention/availability area, but different concrete fixes and code paths." - }, - { - "left": "pull_request:47294", - "right": "pull_request:47320", - "accept": false, - "reason": "Kernel-native causal_conv1d work vs response-schema deprecation; unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47350", - "accept": false, - "reason": "Unlimited OCR model support vs Inkling docs/model stub; unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47323", - "accept": false, - "reason": "Doc-builder comment change vs DeepGEMM multi-device fix; unrelated." - }, - { - "left": "pull_request:44775", - "right": "pull_request:47181", - "accept": false, - "reason": "Docs parallelism overhaul vs Cosmos3 Edge model support; unrelated." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47181", - "accept": false, - "reason": "OpenPangu-V2 and Cosmos3 Edge are different model support PRs." + "reason": "DINO model/conversion work versus assisted-decoding docs; unrelated." } ] }, @@ -23552,12 +23556,13 @@ "pull_request:44775", "pull_request:46196", "pull_request:46266", - "pull_request:46376", + "pull_request:46509", "pull_request:46658", "pull_request:46836", "pull_request:46895", "pull_request:46912", "pull_request:46957", + "pull_request:46995", "pull_request:47069", "pull_request:47078", "pull_request:47082", @@ -23585,110 +23590,111 @@ "pull_request:47306", "pull_request:47320", "pull_request:47322", - "pull_request:47323", "pull_request:47336", - "pull_request:47344", "pull_request:47350", - "pull_request:47352" + "pull_request:47352", + "pull_request:47360", + "pull_request:47363", + "pull_request:47364" ], "soft_pairs": [ "pull_request:47093|pull_request:47143", + "pull_request:46995|pull_request:47143", + "pull_request:44775|pull_request:47304", + "pull_request:46509|pull_request:46995", "pull_request:47082|pull_request:47210", "pull_request:47093|pull_request:47163", - "pull_request:46266|pull_request:47216", "pull_request:47082|pull_request:47108", + "pull_request:46266|pull_request:47216", "pull_request:47108|pull_request:47301", - "pull_request:46376|pull_request:47291", - "pull_request:47082|pull_request:47275", "pull_request:46196|pull_request:47179", "pull_request:47179|pull_request:47210", - "pull_request:46266|pull_request:47336", + "pull_request:47082|pull_request:47275", "pull_request:47078|pull_request:47275", + "pull_request:46266|pull_request:47336", "pull_request:47175|pull_request:47179", "pull_request:47082|pull_request:47216", "pull_request:47163|pull_request:47179", - "pull_request:47275|pull_request:47336", "pull_request:46836|pull_request:47218", - "pull_request:46376|pull_request:47218", + "pull_request:47275|pull_request:47336", "pull_request:47210|pull_request:47304", "pull_request:47216|pull_request:47336", "pull_request:46957|pull_request:47216", - "pull_request:47108|pull_request:47216", - "pull_request:47216|pull_request:47344", - "pull_request:47294|pull_request:47344", - "pull_request:47218|pull_request:47344", "pull_request:44775|pull_request:46836", "pull_request:46912|pull_request:47078", "pull_request:47113|pull_request:47204", - "pull_request:46957|pull_request:47344", "pull_request:47179|pull_request:47301", - "pull_request:46912|pull_request:47344", "pull_request:47218|pull_request:47304", "pull_request:47166|pull_request:47218", - "pull_request:46266|pull_request:46376", + "pull_request:47163|pull_request:47218", "pull_request:47166|pull_request:47352", - "pull_request:47143|pull_request:47320", + "pull_request:47336|pull_request:47360", "pull_request:46912|pull_request:47294", + "pull_request:47143|pull_request:47320", "pull_request:47184|pull_request:47352", "pull_request:47175|pull_request:47294", - "pull_request:47108|pull_request:47336", "pull_request:47350|pull_request:47352", - "pull_request:46196|pull_request:46376", "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:47301", "pull_request:47069|pull_request:47113", + "pull_request:47275|pull_request:47304", "pull_request:44517|pull_request:47301", "pull_request:44517|pull_request:47181", - "pull_request:47275|pull_request:47304", "pull_request:47078|pull_request:47322", "pull_request:47078|pull_request:47243", - "pull_request:46912|pull_request:47291", + "pull_request:47298|pull_request:47364", "pull_request:47113|pull_request:47304", + "pull_request:43451|pull_request:46266", + "pull_request:47294|pull_request:47360", + "pull_request:46912|pull_request:47291", "pull_request:43451|pull_request:44517", "pull_request:47163|pull_request:47352", "pull_request:44517|pull_request:47143", + "pull_request:44517|pull_request:47163", "pull_request:43451|pull_request:47352", "pull_request:47243|pull_request:47294", + "pull_request:46957|pull_request:47360", "pull_request:47210|pull_request:47291", - "pull_request:46957|pull_request:47301", "pull_request:47294|pull_request:47306", + "pull_request:46957|pull_request:47301", "pull_request:46895|pull_request:47298", "pull_request:47113|pull_request:47175", + "pull_request:47113|pull_request:47363", "pull_request:47113|pull_request:47243", - "pull_request:46895|pull_request:47323", - "pull_request:47113|pull_request:47275", + "pull_request:47360|pull_request:47363", + "pull_request:47291|pull_request:47363", "pull_request:46658|pull_request:47275", + "pull_request:47294|pull_request:47363", "pull_request:47069|pull_request:47175", "pull_request:47069|pull_request:47336", - "pull_request:47069|pull_request:47344", + "pull_request:47069|pull_request:47360", "pull_request:46957|pull_request:47336", - "pull_request:47184|pull_request:47301", - "pull_request:47069|pull_request:47323" + "pull_request:47184|pull_request:47301" ], - "prepared_review_unit_hash": "4aa67c990ed4c31601d6f2af30caae513a8c5b3d5f1667ac5d7946008872bcde", + "prepared_review_unit_hash": "60bbf77659e798b49fa0eec2f66fea3fe4c5f857ed436333e7603e3acbb364f5", "component_budget": { "node_count": 76, "item_count": 76, - "soft_pair_count": 211, - "serialized_chars": 263697, - "estimated_input_tokens": 65925, - "estimated_eval_tokens": 132106 + "soft_pair_count": 209, + "serialized_chars": 262862, + "estimated_input_tokens": 65716, + "estimated_eval_tokens": 131688 }, "budget": { - "node_count": 43, - "item_count": 43, + "node_count": 45, + "item_count": 45, "soft_pair_count": 72, - "serialized_chars": 127962, - "estimated_input_tokens": 31991, - "estimated_eval_tokens": 64238 + "serialized_chars": 131824, + "estimated_input_tokens": 32956, + "estimated_eval_tokens": 66168 }, "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 model additions, docs-only updates, test tweaks, and backend/runtime fixes across different code paths. No soft edge looks like the same underlying bug or change, so all candidate links should be rejected.", - "confidence": 0.95, + "summary": "This cluster is heterogeneous: mostly unrelated model-addition PRs, docs-only updates, test tweaks, and a few isolated bug fixes. I don\u2019t see a single underlying issue/change that would justify a canonical duplicate target, and none of the soft-edge pairs look mergeable as one PR.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -23698,331 +23704,415 @@ "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "Different model additions: OpenPangu-V2 vs NeuCodec, with unrelated files and code paths." + "reason": "Different model integrations: OpenPangu-V2 vs NeuCodec. No shared code path or bug." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:46995", + "right": "pull_request:47143", "accept": false, - "reason": "RoMa keypoint matcher addition is unrelated to packed SDPA varlen routing." + "reason": "Torch availability helper change vs a new model implementation; unrelated subsystems." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:44775", + "right": "pull_request:47304", "accept": false, - "reason": "OpenPangu-V2 model support and paged-attention XPU test coverage are unrelated changes." + "reason": "Both are docs, but one is n-D parallelism and the other is MPS graph cache wording; unrelated edits." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:46509", + "right": "pull_request:46995", "accept": false, - "reason": "DINO conversion/model modernizations are unrelated to compressed-tensors FP8 documentation and quantization support." + "reason": "Nemotron Omni model support vs flash-linear-attention MLU availability; not the same change." }, { "left": "pull_request:47082", - "right": "pull_request:47108", + "right": "pull_request:47210", "accept": false, - "reason": "RoMa model support and doc-builder pin comment cleanup are unrelated." + "reason": "RoMa model support vs SDPA varlen packed-attention routing; different code paths." }, { - "left": "pull_request:47108", - "right": "pull_request:47301", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "Doc-builder comment cleanup is unrelated to assisted decoding docs for MTP." + "reason": "OpenPangu-V2 model support vs XPU paged-attention tests; no underlying duplicate." }, { - "left": "pull_request:46376", - "right": "pull_request:47291", + "left": "pull_request:47082", + "right": "pull_request:47108", "accept": false, - "reason": "Continuous batching multimodal support is not the same change as deprecating CB config plumbing." + "reason": "New keypoint matcher model support vs a documentation-comment tweak; unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47275", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "RoMa model support and EfficientVit-SAM model support are different model integrations." + "reason": "Dino modernization/conversion mapping work vs compressed-tensors quantization docs/runtime; different features." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47301", + "accept": false, + "reason": "Doc-builder pin comment vs MTP documentation; no shared bug or change." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "SDPA dispatch for wav2vec2-family audio models is unrelated to Granite SWA model support." + "reason": "SDPA dispatch support for wav2vec2-style audio models vs Granite SWA model support; unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite SWA model support is unrelated to packed-row varlen SDPA routing." + "reason": "Granite SWA model support vs packed SDPA varlen attention; different areas." }, { - "left": "pull_request:46266", - "right": "pull_request:47336", + "left": "pull_request:47082", + "right": "pull_request:47275", "accept": false, - "reason": "DINO modernization/conversion work is unrelated to fully offloaded model saving." + "reason": "RoMa model support vs EfficientViT-SAM model support; both are model additions, not duplicates." }, { "left": "pull_request:47078", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs wording cleanup is unrelated to EfficientVit-SAM model integration." + "reason": "Japanese docs wording cleanup vs EfficientViT-SAM model addition; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47336", + "accept": false, + "reason": "Dino conversion/model updates vs offloaded model saving fix; different problems." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI expectation updates are unrelated to Granite SWA model support." + "reason": "Olmo3 CI expectation updates vs Granite SWA model support; test data change vs new model." }, { "left": "pull_request:47082", "right": "pull_request:47216", "accept": false, - "reason": "RoMa model support and compressed-tensors FP8 quantization are unrelated." + "reason": "RoMa model support vs compressed-tensors fp8 integration/docs; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "Paged-attention XPU test additions are unrelated to Granite SWA model support." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47336", - "accept": false, - "reason": "EfficientVit-SAM model support is unrelated to offloading save-pretrained fixes." + "reason": "XPU paged-attention test coverage vs Granite SWA model support; not the same code path." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model support is unrelated to image-loading test refactoring." + "reason": "Unlimited OCR model support vs image-loading test refactor; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47218", + "left": "pull_request:47275", + "right": "pull_request:47336", "accept": false, - "reason": "Multimodal continuous batching work is unrelated to shared image-loading test helpers." + "reason": "EfficientViT-SAM model support vs offloading save fix; different subsystems." }, { "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Packed SDPA varlen routing is unrelated to docs cleanup in perf_train_special." + "reason": "Packed SDPA varlen routing vs MPS graph cache docs; one is code, the other is documentation." }, { "left": "pull_request:47216", "right": "pull_request:47336", "accept": false, - "reason": "Compressed-tensors FP8 support is unrelated to offloaded model saving." + "reason": "Compressed-tensors quantization support vs offloaded-model saving fix; not mergeable into one PR." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 fused kernel work is unrelated to compressed-tensors quantization docs/support." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47216", - "accept": false, - "reason": "Doc-builder comment cleanup is unrelated to compressed-tensors FP8 changes." - }, - { - "left": "pull_request:47216", - "right": "pull_request:47344", - "accept": false, - "reason": "Compressed-tensors quantization support is unrelated to bumping the finegrained-fp8 kernels version." - }, - { - "left": "pull_request:47294", - "right": "pull_request:47344", - "accept": false, - "reason": "Kernel-native causal_conv1d integration is unrelated to a kernels version bump for finegrained-fp8." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47344", - "accept": false, - "reason": "Image-loading test refactor is unrelated to the FP8 kernels version bump." + "reason": "Finegrained FP8 decode kernels vs compressed-tensors quantization docs/integration; similar broad area only, not same bug." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Docs-only n-d parallelism changes are unrelated to Unlimited OCR model support." + "reason": "Docs-only parallelism page update vs new OCR model support; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE test coverage updates are unrelated to Japanese documentation wording edits." + "reason": "RoPE tests for model internals vs Japanese documentation wording; no overlap." }, { "left": "pull_request:47113", "right": "pull_request:47204", "accept": false, - "reason": "Audio feature/proc requirements fixes are unrelated to adding executorch and onnx to torch-light." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47344", - "accept": false, - "reason": "Fused grouped/batched FP8 runtime changes are unrelated to a kernels version bump only." + "reason": "Audio feature/proc requirement fixes vs torch-light exporter image setup; different maintenance areas." }, { "left": "pull_request:47179", "right": "pull_request:47301", "accept": false, - "reason": "Granite SWA model support is unrelated to assisted-decoding MTP docs." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47344", - "accept": false, - "reason": "RoPE tests across models are unrelated to the FP8 kernels version bump." + "reason": "Granite SWA model support vs MTP docs; unrelated model vs docs change." }, { "left": "pull_request:47218", "right": "pull_request:47304", "accept": false, - "reason": "Image-loading test helper refactor is unrelated to MPS graph cache docs cleanup." + "reason": "Image-loading test refactor vs MPS graph cache docs; unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47218", "accept": false, - "reason": "Quantization test tweaks are unrelated to image-loading helper refactors." + "reason": "Quantization test extensions vs image-loading test refactor; both tests, but different features and failure modes." }, { - "left": "pull_request:46266", - "right": "pull_request:46376", + "left": "pull_request:47163", + "right": "pull_request:47218", "accept": false, - "reason": "DINO conversion/model work is unrelated to continuous batching multimodal support." + "reason": "Paged-attention XPU tests vs image-loading refactor tests; unrelated test additions." }, { "left": "pull_request:47166", - "right": "pull_request:47306", + "right": "pull_request:47352", "accept": false, - "reason": "Quantization test updates are unrelated to Neuron finetuning experiment scripts." + "reason": "Quantization test tweaks vs distributed runtime/mixin work; different subsystems." }, { - "left": "pull_request:47143", - "right": "pull_request:47320", + "left": "pull_request:47336", + "right": "pull_request:47360", "accept": false, - "reason": "NeuCodec model support is unrelated to deprecating the old response_schema." + "reason": "Offloading save fix vs CI OTEL workflow pilot; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47294", "accept": false, - "reason": "RoPE tests are unrelated to kernel-native causal_conv1d integration." + "reason": "RoPE test updates across models vs kernel-native causal_conv1d integration; different concerns." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47320", + "accept": false, + "reason": "NeuCodec model support vs response_schema deprecation in serving/chat parsing; unrelated." }, { "left": "pull_request:47184", "right": "pull_request:47352", "accept": false, - "reason": "Qwen3-Next test accelerator rename is unrelated to distributed runtime utils / DistributedMixin work." + "reason": "Qwen3-next test accelerator gating vs distributed runtime utilities; not the same bug/change." }, { "left": "pull_request:47175", "right": "pull_request:47294", "accept": false, - "reason": "Olmo3 CI expectation updates are unrelated to kernel-native causal_conv1d functions." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47336", - "accept": false, - "reason": "Doc-builder comment cleanup is unrelated to offloaded model saving." + "reason": "Olmo3 CI expectation adjustments vs kernel-native causal_conv1d functions; unrelated." }, { "left": "pull_request:47350", "right": "pull_request:47352", "accept": false, - "reason": "Inkling docs/model page and distributed runtime utilities are different, unrelated changes." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46376", - "accept": false, - "reason": "wav2vec2 SDPA dispatch support is unrelated to multimodal continuous batching." + "reason": "Inkling docs/model stub vs distributed runtime utilities; different scope." }, { "left": "pull_request:46895", "right": "pull_request:47306", "accept": false, - "reason": "CohereASR training-loss fix is unrelated to Neuron experiment scripts." + "reason": "CohereASR loss-shift fix vs Neuron finetuning experiments script; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47301", "accept": false, - "reason": "Audio-model SDPA dispatch is unrelated to MTP documentation." + "reason": "SDPA dispatch support for audio models vs MTP docs; unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47113", "accept": false, - "reason": "num_labels None-return behavior is unrelated to audio feature/proc requirements fixes." + "reason": "Configuration typing fix for num_labels vs audio feature/proc requirement fixes; different code paths." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47304", + "accept": false, + "reason": "EfficientViT-SAM model support vs MPS graph cache docs; unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-TTS model addition is unrelated to MTP docs." + "reason": "Qwen3-TTS model addition vs MTP documentation; unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47181", "accept": false, - "reason": "Qwen3-TTS and Cosmos3 Edge are different model support additions." + "reason": "Qwen3-TTS model support vs Cosmos3 Edge model support; both model additions but different models and code." }, { - "left": "pull_request:47275", - "right": "pull_request:47304", + "left": "pull_request:47078", + "right": "pull_request:47322", "accept": false, - "reason": "EfficientVit-SAM model support is unrelated to docs-only MPS graph cache cleanup." + "reason": "Japanese docs wording cleanup vs AMD Quark config class change; unrelated." }, { "left": "pull_request:47078", - "right": "pull_request:47322", + "right": "pull_request:47243", "accept": false, - "reason": "Japanese docs wording cleanup is unrelated to AMD Quark config class changes." + "reason": "Japanese docs wording cleanup vs Executorch exporter fixes; no common underlying issue." }, { - "left": "pull_request:47078", + "left": "pull_request:47298", + "right": "pull_request:47364", + "accept": false, + "reason": "MI450 model-failure fixes vs CI report metadata workflow change; unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47304", + "accept": false, + "reason": "Audio requirements fixes vs MPS graph cache docs; unrelated." + }, + { + "left": "pull_request:47113", "right": "pull_request:47243", "accept": false, - "reason": "Japanese docs wording cleanup is unrelated to ExecuTorch exporter fixes." + "reason": "Audio requirements fixes vs Executorch exporter fixes; different subsystems." }, { - "left": "pull_request:46912", - "right": "pull_request:47291", + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 model addition vs Dino modernizing/conversion work; unrelated model integrations." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Qwen3-TTS model support vs NeuCodec model support; different new models." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47163", + "accept": false, + "reason": "Qwen3-TTS model support vs XPU paged-attention tests; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47352", + "accept": false, + "reason": "Molmo2 model addition vs distributed runtime utilities; unrelated." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47294", + "accept": false, + "reason": "Executorch exporter fixes vs kernel-native causal_conv1d integration; different exporter/runtime changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47360", "accept": false, - "reason": "RoPE test updates are unrelated to deprecating continuous batching config." + "reason": "Finegrained FP8 decode optimization vs OTEL CI workflow pilot; unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47291", "accept": false, - "reason": "Packed SDPA varlen routing is unrelated to deprecating CB config handling." + "reason": "Packed SDPA varlen routing vs deprecating continuous_batching_config; different generation internals." }, { - "left": "pull_request:46957", - "right": "pull_request:47336", + "left": "pull_request:47294", + "right": "pull_request:47306", "accept": false, - "reason": "Finegrained FP8 runtime work is unrelated to fully offloaded model saving." + "reason": "Kernel-native causal_conv1d integration vs Neuron LoRA experiments; unrelated." }, { - "left": "pull_request:47184", + "left": "pull_request:46957", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-Next test accelerator rename is unrelated to MTP docs." + "reason": "Finegrained FP8 decode optimization vs MTP docs; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47298", + "accept": false, + "reason": "CohereASR training-loss fix vs MI450 model failure fixes; different models and goals." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Audio requirement fixes vs Olmo3 CI expectation updates; unrelated test/CI concerns." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47363", + "accept": false, + "reason": "Audio requirement fixes vs TimesFM 2.5 window-size bugfix; different code paths." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47243", + "accept": false, + "reason": "Audio requirement fixes vs Executorch exporter fixes; unrelated." + }, + { + "left": "pull_request:47360", + "right": "pull_request:47363", + "accept": false, + "reason": "OTEL CI workflow pilot vs TimesFM 2.5 bugfix; unrelated." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47363", + "accept": false, + "reason": "ContinuousBatchingConfig deprecation vs TimesFM 2.5 window-size AttributeError fix; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47275", + "accept": false, + "reason": "Step-3.7 Flash checkpoint tooling vs EfficientViT-SAM model support; no shared code path." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47363", + "accept": false, + "reason": "Kernel-native causal_conv1d functions vs TimesFM 2.5 window-size fix; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "num_labels typing/None fix vs Olmo3 CI expectation updates; unrelated." }, { "left": "pull_request:47069", - "right": "pull_request:47323", + "right": "pull_request:47336", + "accept": false, + "reason": "num_labels typing fix vs offloaded-model saving fix; different code areas." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47360", + "accept": false, + "reason": "num_labels typing fix vs OTEL CI workflow pilot; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47336", + "accept": false, + "reason": "Finegrained FP8 kernel tuning vs offloaded-model saving fix; unrelated." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47301", "accept": false, - "reason": "num_labels property typing fix is unrelated to DeepGEMM multi-device fixes." + "reason": "Qwen3-next accelerator test gating vs MTP docs; unrelated." } ] }, @@ -24059,7 +24149,7 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46376", + "pull_request:46196", "pull_request:46509", "pull_request:46658", "pull_request:46836", @@ -24067,6 +24157,7 @@ "pull_request:46912", "pull_request:46958", "pull_request:47003", + "pull_request:47069", "pull_request:47077", "pull_request:47090", "pull_request:47096", @@ -24088,12 +24179,11 @@ "pull_request:47304", "pull_request:47306", "pull_request:47322", - "pull_request:47323", "pull_request:47336", - "pull_request:47344", "pull_request:47350" ], "soft_pairs": [ + "pull_request:47069|pull_request:47298", "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823", "pull_request:42668|pull_request:43823", @@ -24125,220 +24215,231 @@ "pull_request:47210|pull_request:47301", "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47143", - "pull_request:47163|pull_request:47184", "pull_request:47163|pull_request:47166", + "pull_request:47163|pull_request:47184", "pull_request:46509|pull_request:47181", - "pull_request:46376|pull_request:46509", "pull_request:46509|pull_request:47163", "pull_request:46836|pull_request:47350", "pull_request:47301|pull_request:47336", "pull_request:47291|pull_request:47322", "pull_request:47163|pull_request:47292", - "pull_request:46376|pull_request:47181", "pull_request:47216|pull_request:47301", "pull_request:43451|pull_request:46836", "pull_request:47143|pull_request:47181", - "pull_request:46376|pull_request:47143", - "pull_request:46376|pull_request:47301", "pull_request:46509|pull_request:47301", + "pull_request:43451|pull_request:46509", "pull_request:47163|pull_request:47181", - "pull_request:46376|pull_request:47163", "pull_request:47181|pull_request:47301", "pull_request:47163|pull_request:47210", - "pull_request:47175|pull_request:47344", "pull_request:47304|pull_request:47350", "pull_request:46658|pull_request:47143", "pull_request:46658|pull_request:47322", "pull_request:47143|pull_request:47163", + "pull_request:46196|pull_request:47143", "pull_request:47143|pull_request:47322", "pull_request:47301|pull_request:47350", + "pull_request:47143|pull_request:47301", "pull_request:43451|pull_request:47243", "pull_request:47096|pull_request:47243", "pull_request:43451|pull_request:47291", + "pull_request:47096|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:47181|pull_request:47306", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", - "pull_request:47298|pull_request:47323", - "pull_request:43451|pull_request:46509", "pull_request:43451|pull_request:47350", "pull_request:43451|pull_request:47096", - "pull_request:43451|pull_request:47003" + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47298" ], - "prepared_review_unit_hash": "0e461ceb68913d9a79730af85a057053c649fcb5257ce7fc3e129f2f0d98ef3b", + "prepared_review_unit_hash": "e3137580d84ca8b300502a7a23d6d902056580a9139c4b45c32b0f338ab9acff", "component_budget": { "node_count": 76, "item_count": 76, - "soft_pair_count": 211, - "serialized_chars": 263697, - "estimated_input_tokens": 65925, - "estimated_eval_tokens": 132106 + "soft_pair_count": 209, + "serialized_chars": 262862, + "estimated_input_tokens": 65716, + "estimated_eval_tokens": 131688 }, "budget": { - "node_count": 46, - "item_count": 46, + "node_count": 45, + "item_count": 45, "soft_pair_count": 72, - "serialized_chars": 129788, - "estimated_input_tokens": 32447, - "estimated_eval_tokens": 65150 + "serialized_chars": 128618, + "estimated_input_tokens": 32155, + "estimated_eval_tokens": 64566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated PRs; the only true duplicate set is the CohereASR training-loss double-shift fixes. Everything else is just broad similarity across model additions, exporter work, test updates, or docs.", - "confidence": 0.81, + "summary": "This cluster is mostly a grab bag of unrelated PRs (new model adds, docs, exporter fixes, and test updates). The only clear duplicate set is the CohereASR training-loss double-shift fixes, where three PRs target the same files and same issue.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest representative of the actual duplicate set: it fixes the CohereASR training-loss double-shift bug with an explicit explanation and the same affected code path as the other CohereASR patches.", + "canonical_pr_reason": "Pick 47090 as the canonical PR: it is the clearest and most complete CohereASR double-shift fix, with explicit explanation of the loss behavior and the same target files as the related variants.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best overall fit because it most directly and explicitly addresses the concrete bug, and it is the cleanest anchor for the duplicate CohereASR fixes.", + "best_pr_reason": "47090 is the best representative of the only genuine duplicate cluster here; the rest of the items are not close enough to consolidate into one PR.", "soft_edge_verdicts": [ + { + "left": "pull_request:47069", + "right": "pull_request:47298", + "accept": false, + "reason": "Unrelated changes: config property typing vs image decoding fallback/MI450 test fixes." + }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different subsystems and changes: Mistral tokenizer methods vs ExecuTorch dynamic-shape export tests." + "reason": "Mistral tokenizer methods and ExecuTorch dynamic-shape export tests are different subsystems and different bugs." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated changes: tokenizer API additions vs a new MobileLLM model add." + "reason": "Tokenizer utility methods vs adding MobileLLM model support are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness refactor and a new model addition are not the same bug/change." + "reason": "Processor auto-loading robustness and MobileLLM model addition are not the same change." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "ExecuTorch export test coverage and MTP docs are unrelated changes." + "reason": "ExecuTorch export test coverage and MTP docs are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs config-resolution fix; different code paths and problems." + "reason": "New MobileLLM model support is unrelated to cls.config resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and layrnorm/layernorm renaming are different issues." + "reason": "Mistral4 test/model fixes and layrnorm\u2192layernorm renaming are different bugs." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export tests and Mistral4 fixes are unrelated." + "reason": "Dynamic-shape export testing and Mistral4 test fixes do not share the same concrete issue." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model code vs Falcon output-collection refactor; no same underlying bug." + "reason": "MobileLLM model add and Falcon output-collection refactor are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs plumbing and a new tokenizer/model add are unrelated." + "reason": "Cross-entropy kwargs forwarding and MobileLLM model addition are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are different changes." + "reason": "Mistral4 tests and TDT loss kernel integration are different features." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export tests and model addition are not the same underlying issue." + "reason": "Same as above: export test coverage vs MobileLLM model support." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs plumbing and Mistral4 test fixes do not target the same bug." + "reason": "Loss helper kwargs forwarding is unrelated to Mistral4 test/model work." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Different code paths: Mistral4 test fixes vs config-resolution ordering." + "reason": "Mistral4 testing changes and cls.config resolution order fix are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation-skill scaffolding are unrelated." + "reason": "Falcon refactor and the model-creation skill are not the same underlying bug/change." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs model-creation skill are not the same change." + "reason": "Mistral4 tests and the model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 tests are different code paths." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model addition and AI skill scaffolding are unrelated." + "reason": "MobileLLM model support and the model-creation skill are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug: same model files, same issue target, same fix area in loss handling." + "reason": "Same CohereASR double-shift issue, same files, same target issue; 47090 is a later formulation of the same fix." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss-shift bug in the same code path; 47090 is another implementation of the same fix." + "reason": "Same CohereASR training-loss double-shift bug and same code path; only the loss handling details differ slightly." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both are fixes for the same CohereASR double-shift training-loss bug in the same files." + "reason": "Same CohereASR loss-shift problem on the same files and issue target." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU-related test tweaks, but they touch different models and different expected outputs." + "reason": "Both are XPU-related test updates, but they touch different models and different failures." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites and different issues; only broad CI/test similarity." + "reason": "Different test suites for different models; same platform theme is too broad to be a duplicate." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "Both adjust test expectations, but for different models and different underlying numerical changes." + "reason": "RoPE test expansions across many models vs OLMo3 CI expectation tweaks are not the same change." }, { "left": "pull_request:47275", "right": "pull_request:47350", "accept": false, - "reason": "EfficientViTSam model add and Inkling docs/model work are separate additions." + "reason": "EfficientViT-SAM model addition and Inkling docs are unrelated." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Different XPU test updates for different model files; not the same concrete bug." + "reason": "Different model-specific XPU test adjustments, not one underlying bug." }, { "left": "pull_request:47301", @@ -24350,151 +24451,217 @@ "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese DistilBERT translation and MPS graph-cache docs are unrelated." + "reason": "Japanese DistilBERT docs and MPS graph-cache docs are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Separate model additions (Step-3.7 Flash vs Unlimited OCR) with different codebases and behaviors." + "reason": "Step3.7 Flash model work and Unlimited OCR model work are separate new-model PRs." }, { "left": "pull_request:47210", "right": "pull_request:47301", "accept": false, - "reason": "Packed-SDPA implementation work and MTP docs are unrelated." + "reason": "Packed SDPA routing change vs MTP docs are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter work and ExecuTorch exporter fixes are different backends and different bugs." + "reason": "Both touch exporter files, but OpenVINO exporter work and ExecuTorch exporter fixes are different changes and code paths." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Nemotron Omni and NeuCodec are different model additions." + "reason": "Nemotron Omni model support and NeuCodec model support are different additions." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU tests and quantization test updates are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:46509", + "left": "pull_request:47163", + "right": "pull_request:47184", "accept": false, - "reason": "Continuous batching multimodal support and Nemotron Omni support are separate changes." + "reason": "Different XPU-related test coverage for different models; not the same bug." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:46509", + "right": "pull_request:47181", "accept": false, - "reason": "VibeVoice and Molmo2 are distinct model additions with no shared bug or patch." + "reason": "Nemotron Omni and Cosmos3 Edge are separate model additions." }, { - "left": "pull_request:43451", - "right": "pull_request:47175", + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Model support vs paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47350", + "accept": false, + "reason": "Unlimited OCR model support and Inkling docs are unrelated." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47336", "accept": false, - "reason": "Different model additions / CI changes; only broad similarity in model-support work." + "reason": "MTP documentation and offloaded-model save_pretrained logic are unrelated." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47322", + "accept": false, + "reason": "Generation config deprecation and AMD Quark config changes are different issues." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test failures on XPU; too broad to merge as one duplicate." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors fp8 support and MTP docs are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47143", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model addition and ExecuTorch exporter fixes are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec and Cosmos3 Edge are separate new model integrations." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 and NeuCodec are unrelated new-model PRs." + "reason": "NeuCodec model work and AMD Quark config changes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47291", "accept": false, - "reason": "Model addition vs generation-config deprecation; different areas and changes." + "reason": "Molmo2 model support and generation-config deprecation are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47163", + "left": "pull_request:47096", + "right": "pull_request:47291", "accept": false, - "reason": "Molmo2 model support and paged-attention XPU tests are unrelated." + "reason": "Exporter/model support for Kimi25 and generation-config deprecation are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47096", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Molmo2 and exportable Kimi are unrelated PRs." + "reason": "VibeVoice and Molmo2 are separate new-model PRs." }, { "left": "pull_request:43451", - "right": "pull_request:47003", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter support are not the same change." + "reason": "Molmo2 model support and OLMo3 CI expectation tweaks are unrelated." }, { - "left": "pull_request:47298", - "right": "pull_request:47323", + "left": "pull_request:47096", + "right": "pull_request:47175", "accept": false, - "reason": "MI450 image-utils/model failures and DeepGEMM multi-device fixes are different bugs." + "reason": "Exportability work for Kimi25 and OLMo3 CI are unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:43451", + "right": "pull_request:46658", "accept": false, - "reason": "NeuCodec model support and paged-attention XPU tests are unrelated." + "reason": "Different model additions with different code paths and artifacts." }, { - "left": "pull_request:47143", - "right": "pull_request:47322", + "left": "pull_request:47181", + "right": "pull_request:47306", "accept": false, - "reason": "NeuCodec support and AMD Quark config changes are different changes." + "reason": "Cosmos3 Edge model support and Neuron experiments are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47323", + "left": "pull_request:43451", + "right": "pull_request:47301", "accept": false, - "reason": "Paged-attention XPU tests and DeepGEMM multi-device fixes are unrelated." + "reason": "Molmo2 model add and MTP docs are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47184", + "left": "pull_request:47181", + "right": "pull_request:47301", "accept": false, - "reason": "Both are test updates, but for different features/models and different failures." + "reason": "Cosmos3 Edge model support and MTP docs are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47166", + "left": "pull_request:47181", + "right": "pull_request:47306", "accept": false, - "reason": "Paged-attention XPU tests and quantization test updates are unrelated." + "reason": "Cosmos3 Edge model support and Neuron experiments are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47292", + "left": "pull_request:43451", + "right": "pull_request:47243", "accept": false, - "reason": "Different XPU test fixes for different models." + "reason": "Molmo2 model addition and ExecuTorch exporter fixes are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47210", + "left": "pull_request:47096", + "right": "pull_request:47243", "accept": false, - "reason": "Paged-attention test work and packed-SDPA implementation are different code paths." + "reason": "Kimi25 exportability and ExecuTorch exporter fixes are different changes." }, { - "left": "pull_request:47175", - "right": "pull_request:47344", + "left": "pull_request:47291", + "right": "pull_request:47336", "accept": false, - "reason": "Olmo3 CI expectation updates and FP8 kernel version bump are unrelated." + "reason": "Generation config deprecation and offloaded save_pretrained behavior are unrelated." }, { - "left": "pull_request:47304", - "right": "pull_request:47350", + "left": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "MPS graph-cache docs and Inkling docs/model changes are unrelated." + "reason": "NeuCodec model support and paged-attention XPU tests are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:47143", + "right": "pull_request:47322", "accept": false, - "reason": "Step-3.7 Flash and NeuCodec are separate model additions." + "reason": "NeuCodec model support and Quark config changes are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:47322", "accept": false, - "reason": "Step-3.7 Flash work and AMD Quark config changes are unrelated." + "reason": "Step3.7 Flash model work and AMD Quark config changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 and Kimi25 are different model integrations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support and OpenVINO exporter work are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model addition and MI450 image-utils/model fixes are unrelated." } ] }, @@ -24526,144 +24693,128 @@ "pull_request:47298", "pull_request:47306", "pull_request:47322", - "pull_request:47323", "pull_request:47350" ], "soft_pairs": [ - "pull_request:47003|pull_request:47096", - "pull_request:43451|pull_request:47323", - "pull_request:47096|pull_request:47323", - "pull_request:43451|pull_request:47298", "pull_request:43451|pull_request:47322", "pull_request:47096|pull_request:47298", "pull_request:47096|pull_request:47322", "pull_request:43451|pull_request:47306", "pull_request:47096|pull_request:47306", - "pull_request:47003|pull_request:47323", "pull_request:47003|pull_request:47298", "pull_request:47003|pull_request:47306", "pull_request:47298|pull_request:47350", "pull_request:47096|pull_request:47143", - "pull_request:47096|pull_request:47163" + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47298" ], - "prepared_review_unit_hash": "33288a006983398d369a94101fe694a1fea9d43d2e67a35b5b3ceab4b02e0439", + "prepared_review_unit_hash": "6f36fc3f6a8a730bb39e330c8c2ac61382c9d45811f64f530c9588f0505cc334", "component_budget": { "node_count": 76, "item_count": 76, - "soft_pair_count": 211, - "serialized_chars": 263697, - "estimated_input_tokens": 65925, - "estimated_eval_tokens": 132106 + "soft_pair_count": 209, + "serialized_chars": 262862, + "estimated_input_tokens": 65716, + "estimated_eval_tokens": 131688 }, "budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 15, - "serialized_chars": 28317, - "estimated_input_tokens": 7080, - "estimated_eval_tokens": 14416 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 24907, + "estimated_input_tokens": 6227, + "estimated_eval_tokens": 12710 }, "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 for new model support, exporter work, hardware-specific fixes, and docs/tests. The soft-similarity links are mostly driven by shared framework files or broad subsystem overlap, not the same underlying change.", - "confidence": 0.97, + "summary": "This cluster is a collection of unrelated pull requests: model additions, exporter work, test tweaks, and environment-specific fixes. None of the soft pairs look like the same underlying change or bug fix, so no duplicate merges are justified.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR: the items span separate features and fixes across different subsystems, with no shared code path or concrete duplicate target.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 47003 (OpenVINO HF Exporter) is the most substantial self-contained feature PR in the set, with coordinated code, docs, and integration changes; however, it is not a duplicate of the others.", "soft_edge_verdicts": [ - { - "left": "pull_request:47003", - "right": "pull_request:47096", - "accept": false, - "reason": "Both touch exporter infrastructure, but one adds the OpenVINO exporter while the other makes Kimi exportable; different features and code paths." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47323", - "accept": false, - "reason": "Molmo2 model integration and DeepGEMM multi-device fixes are unrelated changes." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47323", - "accept": false, - "reason": "Kimi export support and DeepGEMM multi-device behavior are different problems in different subsystems." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47298", - "accept": false, - "reason": "Molmo2 addition is unrelated to MI450 model failure fixes." - }, { "left": "pull_request:43451", "right": "pull_request:47322", "accept": false, - "reason": "Model addition versus AMD Quark config-class adjustment are unrelated." + "reason": "Molmo2 model integration and AMD Quark quantization config changes are unrelated features in different code paths." }, { "left": "pull_request:47096", "right": "pull_request:47298", "accept": false, - "reason": "Kimi exporter changes do not match MI450 failure fixes." + "reason": "Kimi exportability fixes and MI450 image/runtime failure fixes address different models and different failure modes." }, { "left": "pull_request:47096", "right": "pull_request:47322", "accept": false, - "reason": "Exportability changes for Kimi are unrelated to Quark quantization config updates." + "reason": "Exportable Kimi and AMD Quark config updates are unrelated; one targets model export support, the other quantization config handling." }, { "left": "pull_request:43451", "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 support and Neuron experiment scripts are unrelated." + "reason": "Molmo2 model addition and Neuron training experiment scripts are different changes with no shared bug or code path." }, { "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "Kimi export support and Neuron experiment scripts are unrelated." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47323", - "accept": false, - "reason": "OpenVINO exporter work is unrelated to DeepGEMM multi-device fixes." + "reason": "Kimi export support and Neuron experiment scripts are unrelated; they do not fix the same concrete issue." }, { "left": "pull_request:47003", "right": "pull_request:47298", "accept": false, - "reason": "OpenVINO exporter changes do not match MI450-specific model fixes." + "reason": "OpenVINO exporter work and MI450 model failures are separate platform/export issues with no duplicate evidence." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter work and Neuron experiment scripts are unrelated." + "reason": "OpenVINO exporter implementation and Neuron experiments are distinct feature areas and not the same change." }, { "left": "pull_request:47298", "right": "pull_request:47350", "accept": false, - "reason": "MI450 model-failure fixes and Inkling docs/model scaffold updates are unrelated." + "reason": "MI450 model failure fixes and Inkling documentation/model scaffolding are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi export support and NeuCodec model support are different additions." + "reason": "Kimi exportability fixes and NeuCodec model support are separate model-specific additions, not one underlying bug." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter and NeuCodec support are unrelated features in different subsystems." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi export work is unrelated to adding XPU paged-attention tests." + "reason": "Kimi export changes and paged-attention XPU test support do not address the same code path or bug." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47298", + "accept": false, + "reason": "NeuCodec support and MI450 runtime fixes are unrelated model-specific changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi exportability and Trainium/Neuron experiment scripts are different changes with no common underlying defect." } ] }, @@ -24693,7 +24844,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "6850b036cd8f8d2879832bf3986270401b2b90bb57715887d9aa8cb3bbcdae97", + "prepared_review_unit_hash": "3a1db366cde75320a5eb94d18da26c2f9551f7228b110ea8dccc0cb5b1b31d20", "component_budget": { "node_count": 2, "item_count": 2, @@ -24715,18 +24866,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests in different model areas: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is a false positive.", + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #41224 is the more focused, self-contained feature addition: it adds a single model-class capability for DINOv3ViT image classification with a narrow code path and clear test/doc updates.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #41224 is the best representative of the cluster only in the sense that it is the narrower and more concrete change; however, it is not a duplicate of #40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes and code paths: TimesFM forecasting with covariates vs DINOv3 image classification support; they are not mergeable as one PR." + "reason": "Different underlying changes and code paths: TimesFM forecasting with covariates versus DINOv3ViT image classification support. They touch different model implementations, filenames, and user workflows, so they are not the same bug or change." } ] }, @@ -24819,12 +24970,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "328e7d2f57899e7b30fbd00e878b2f57782178183c6f71123946334d42d7d2f4", + "prepared_review_unit_hash": "2201c8d1d719912435d699ae4c75a7ee4dd13a15fce97d566cbd1737e6eeee7d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24832,7 +24983,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24841,18 +24992,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflows, but they target different action families and different upgrade goals. They overlap in CI maintenance scope, yet they do not look like the same concrete fix/change.", - "confidence": 0.91, + "summary": "Both PRs are broad GitHub Actions maintenance bumps, but they address different concrete actions and different incompatibilities: PR 42975 targets Node 24 compatibility for checkout/cache/upload-artifact, while PR 42976 updates docker/build-push-action and related workflow versions. They overlap in some workflow files, but not in the underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative because it is the broader workflow-actions compatibility upgrade, with an explicit Node 24 compatibility goal and changes across many workflow files.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the clearer motivation, touches more of the shared workflow surface, and is the more concrete compatibility-oriented upgrade.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are CI workflow dependency bumps, but 42975 upgrades core GitHub actions for Node 24 compatibility while 42976 focuses on docker/build-push-action and a separate set of workflow updates. They are related maintenance, not the same underlying change or a single fix that should be merged as one PR." + "reason": "Reject: same broad CI/workflow maintenance theme, but the actual fixes are different action upgrades with different compatibility goals and code paths; they are not the same underlying change and would not plausibly merge into one PR." } ] }, @@ -24887,7 +25038,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "4b0fff6c777baa2deb7323c46f906f0c3ee4d6cca039aa4efe96389429d531ab", + "prepared_review_unit_hash": "cd5b968730d2b782cb4e8148f6fe59ddb7ccdcc5776517b7405af48e6a8ea612", "component_budget": { "node_count": 4, "item_count": 4, @@ -24909,36 +25060,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are distinct model-addition PRs, not duplicates. They overlap on common Hugging Face scaffolding files, but each introduces a different model family and codepath.", - "confidence": 0.97, + "summary": "All four pull requests are separate model-addition efforts for different architectures (ViT NEPA, Molmo, CTSM, Step3p7). They share repository plumbing like docs and auto-mapping updates, but not the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are separate additions for different models, so they should not be merged as duplicates.", + "canonical_pr_reason": "No canonical PR: these are distinct feature PRs for different models, not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "No global best PR exists for this cluster because the PRs are unrelated model implementations rather than alternate fixes for the same change.", + "best_pr_reason": "If one PR must be selected as the representative, #46562 is the strongest candidate by review activity and scope, but it still addresses a different model than the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different model additions with different filenames, configs, and model implementations; shared docs/auto registry edits are boilerplate." + "reason": "ViT NEPA vs Molmo: different model families and different implementation targets. Shared docs/auto-registry edits are generic model-addition plumbing, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are unrelated architectures; they touch common integration files but fix/introduce different model codepaths." + "reason": "ViT NEPA and CTSM are unrelated model additions with different code paths and test suites. They only overlap on common Transformers integration files." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model PRs, not the same bug or same feature change, despite overlapping auto/docs infrastructure." + "reason": "Molmo and CTSM are distinct model introductions; the overlap is broad repository wiring, not a single concrete bug or feature." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are distinct model additions; the overlap is limited to shared registration/docs patterns, not a single mergeable change." + "reason": "CTSM and Step3p7 are different model additions with different domains and implementations. Similar auto-mapping/documentation edits are insufficient to treat them as duplicates." } ] }, @@ -24987,7 +25138,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "fac8c305aaa8df868e832a113b89d6f9e64b3ee4b4333f0df9d62857eee2db78", + "prepared_review_unit_hash": "4861f674abcc342d2561111337deb0da26fb1c5125fababaa5c42b67e36e0295", "component_budget": { "node_count": 7, "item_count": 7, @@ -25009,108 +25160,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs (tests, generation config, FP8 quantization, CI plumbing). The only strong duplicate pair is the two YOLOS fixes, which both address the same device_map=\"auto\" device-mismatch bug in the same file.", - "confidence": 0.96, + "summary": "This cluster is mostly a grab bag of unrelated PRs: test-only fixes, an FP8 dequant change, a generation validation fix, and a CI integration fix. The only strong duplicate-like pair is the two YOLOS PRs, which both address the same device-mismatch problem with `device_map=\"auto\"` and could plausibly be merged into one fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best canonical PR: it directly fixes the YOLOS device mismatch in the model forward path and also includes the related no-split-module guard for device_map=\"auto\".", + "canonical_pr_reason": "PR 46922 is the best canonical representative: it directly fixes the YOLOS device-mismatch path with a concrete runtime change in `modeling_yolos.py`, and it subsumes the related `device_map=\"auto\"` split-module adjustment from 46886.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the most suitable representative because it is the most complete, concrete fix for the YOLOS auto-device-map mismatch rather than just a partial mitigation or an unrelated change.", + "best_pr_reason": "PR 46922 is the strongest overall representative because it targets the same explicit YOLOS issue as 46886 and includes the more complete fix path, making it the clearest canonical PR for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-only changes with unrelated targets; they do not appear to fix the same underlying bug or change." + "reason": "Both are vague test-fix PRs, but they touch different model test files and show no evidence of the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test/tokenizer work and FP8 dequantization are different subsystems and different fixes." + "reason": "Whisper test/tokenizer changes and FP8 dequant logic are unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to generation watermarking validation and fp8 loading behavior." + "reason": "Whisper test changes and generation watermark validation are unrelated fixes." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper decoding/test fixes and a YOLOS device-mismatch fix are unrelated code paths." + "reason": "Whisper test/tokenizer work is unrelated to the YOLOS device-mismatch fix." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Dummy test edits in vision models and Phimoe CI integration are not the same bug/change." + "reason": "These are both test/CI-related in a broad sense, but they address different models and different failure modes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These touch unrelated areas: model tests versus FP8 loading/quantization logic." + "reason": "CLIP/ViT test edits do not match the FP8 dequant fix in code or bug report." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test-file edits are unrelated to generation config validation and model-loading logic." + "reason": "Model test tweaks are not the same change as the generation watermarking validation fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Vision test edits do not match the YOLOS runtime device-placement bug fix." + "reason": "Vague model test fixes are not the same underlying bug as the YOLOS runtime device-placement issue." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization changes and CI runner-memory handling are different problems." + "reason": "FP8 dequant/model-loading changes are unrelated to the Phimoe CI runner-memory workaround." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/loading fixes are not the same as generation watermarking validation and whisper generation changes." + "reason": "Different subsystems and different failure modes: FP8 quantization vs generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "These are unrelated: FP8 kernel/loading work versus a YOLOS device mismatch fix." + "reason": "FP8 dequant logic and YOLOS device mismatch are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe integration-test CI changes are unrelated." + "reason": "Generation config validation and Phimoe CI environment fixes are not the same underlying bug." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config/watermarking logic is a different subsystem from YOLOS device placement." + "reason": "These fixes live in different code paths: generation watermark validation vs YOLOS device placement." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory/device-map test harness changes are not the same concrete bug as the YOLOS model forward/device-splitting fix." + "reason": "CI runner memory limiting for Phimoe tests is unrelated to the YOLOS model runtime fix." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in the same model file, and the fixes are complementary enough to plausibly belong in one PR." + "reason": "Both PRs target the same YOLOS device-mismatch issue with `device_map=\"auto\"`; the later PR extends the same fix path with the mid-position embedding device cast, so they could plausibly be merged into one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the conservative false verdicts for the unrelated PRs are justified. The only accepted soft pair, 46886/46922, is plausibly mergeable as the same YOLOS device-map bugfix in the same file." + "feedback": "The cluster summary is grounded in the packet: most PRs are clearly unrelated test/CI or subsystem fixes, and the only plausible duplicate/mergeable pair is the two YOLOS PRs (46886 and 46922), which share the same issue target and file and can reasonably be combined into one bugfix. The other soft-edge verdicts are conservative and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -25140,7 +25291,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "9155db314cc2aa566d1738d64f2eea8bb52bcada923bb213a22cea57d5780f04", + "prepared_review_unit_hash": "db46e5ff7d839e510c3a845e4210bafb76c1ab32c1523652de3ea202ac970593", "component_budget": { "node_count": 3, "item_count": 3, @@ -25162,30 +25313,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate '[don't merge]' repository-bot / workflow probe PRs with only superficial similarity; they do not appear to fix the same underlying bug or implement the same change.", - "confidence": 0.97, + "summary": "Three open \"don't merge\" PRs with only superficial overlap (tests/workflow repo-bot checks). They target different files and different behaviors, so they are not duplicates of the same underlying change or bug.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "43532 is the broadest and most representative of the workflow/test probe PRs, so it is the best available cluster anchor, but it is still not the same change as the others.", + "canonical_pr_reason": "No clear canonical PR: the three PRs address unrelated maintenance/test/workflow experiments rather than one shared fix or feature.", "best_issue_reason": null, - "best_pr_reason": "No PR is a true canonical duplicate here: each PR targets different files and different code paths (setup/test deps, comment CI workflows, security-gate workflow).", + "best_pr_reason": "None of the PRs is a good global representative for a duplicate cluster because there is no shared concrete code-path problem across them.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: one tweaks setup/deps and a test, the other changes a workflow trigger/security gate. Superficial '[don't merge]' similarity only." + "reason": "Different concerns: repo-bot/setup/test-bump changes vs. a workflow trigger/security-gate change in .github/workflows/pr-ci-security-gate.yml." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They overlap only on a test file, but the concrete changes are unrelated: dependency/setup versioning versus CI/workflow plumbing and test harness behavior." + "reason": "Only weak overlap via test files; one changes packaging/versioning, the other rewires CI/comment workflows and test utilities." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they alter different CI paths and behaviors; not the same underlying bug or mergeable into one PR." + "reason": "Both touch workflows, but they change different GitHub Actions paths and fix different behavior, so they are not the same PR-sized change." } ] }, @@ -25215,7 +25366,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "6d24848390d33a5d5b0108eab527cd0dedb1367e31fe1ed2bef478ff4f2a8d75", + "prepared_review_unit_hash": "8d75915b0a8a2e05971ce0d7f112f0daa6f5ed639769d8d7ad1ae57d88e7f525", "component_budget": { "node_count": 2, "item_count": 2, @@ -25237,18 +25388,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding and doc/test patterns, but they target different models and task definitions, so they are not duplicates.", - "confidence": 0.97, + "summary": "These are not duplicates: one PR adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some common scaffolding and docs wiring, but they target different tasks, different pipeline modules, and different model/test coverage.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader of the two and appears to be the more substantial pipeline addition, with more model integrations and tests, so it is the better representative PR for the cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger standalone change because it covers the more complex Promptable Visual Segmentation pipeline and includes broader code, model, and test updates.", + "best_pr_reason": "43613 is the broader and more complete standalone PR, with additional model integrations and tests, but it is still a distinct change from 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "These are different pipelines for different tasks/models (concept segmentation vs visual segmentation). The overlap is mostly shared scaffolding, docs, and test infrastructure, not the same concrete change." + "reason": "Different underlying features: concept segmentation vs visual segmentation. Shared docs/infrastructure files are not enough to treat them as the same code-path change." } ] }, @@ -25278,40 +25429,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "de92fadef7fb9050ecd1590b5d29f5f56fe0f24ee75894578a9ac94875a5f98e", + "prepared_review_unit_hash": "4b99394dd2f1fd1c00b122666446c9e375c83d1e9086a24ac5190a70c609c47c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests both touch `trainer.py` and relate to trainer extensibility, but they fix different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", - "confidence": 0.96, + "summary": "Both PRs touch `trainer.py` and add new override points for custom trainers, but they solve different problems: one changes gradient-accumulation loss scaling, the other changes signature-column filtering for PEFT/custom models. They are related in theme but not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: these PRs address different trainer code paths and should not be collapsed into one duplicate cluster.", + "canonical_pr_reason": "PR #43651 is the cleaner canonical representative if one must be chosen: it makes a concrete behavioral fix in `training_step` around gradient accumulation loss scaling, with a narrowly scoped helper property that directly addresses the bug.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the stronger representative of a concrete bug fix in the training loss path; 43663 is a separate refactor/override hook for column filtering.", + "best_pr_reason": "PR #43651 is the most suitable single representative for this cluster because it is a direct fix to a specific training-path issue. PR #43663 is a separate refactor/extension of dataset column filtering and does not describe the same code-path problem.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: both modify `trainer.py`, but one adds `_loss_is_scaled_for_ga` for gradient-accumulation loss scaling while the other adds `_get_signature_columns` for dataset column filtering. They are different extension points and not the same underlying change." + "reason": "Different underlying changes: #43651 alters loss scaling during training steps, while #43663 adds an overridable signature-column helper for input filtering. Same file and similar customization theme, but not the same bug or mergeable fix." } ] }, @@ -25341,12 +25492,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "a0ddb3dc3d69003b6d9fb3d232f5f6222ef3fff040ebd4e5aa785d941842e213", + "prepared_review_unit_hash": "60343fd8e0aebfa969c785b2cecf264e3e761d0a76f524f2a58feb8224873b79", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -25354,7 +25505,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -25363,18 +25514,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate CLI serve typing/import fixes in the same file, but they address different NameError scenarios and should not be deduplicated.", - "confidence": 0.92, + "summary": "Two open PRs touch the same CLI serve module and both mention TypeAdapter/NameError, but they appear to fix different annotation/runtime issues rather than the exact same bug.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43842 is the more focused and direct fix: it explicitly addresses the TypeAdapter NameError when pydantic is missing, with a minimal TYPE_CHECKING import/quoted annotation change.", "best_issue_reason": null, - "best_pr_reason": "43842 is the better representative because it directly targets the runtime TypeAdapter import failure when pydantic is absent and has the clearer, narrower bug statement.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because it targets the concrete failure mode described in its title and patch, whereas #43656 also changes broader typing behavior in serve.py.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Shared file only; the fixes address different root causes. 43656 changes annotation handling to avoid a TypeAdapter NameError via future annotations/type imports, while 43842 explicitly guards the TypeAdapter import for environments without pydantic. They are not the same concrete change and could both be valid independently." + "reason": "Reject as duplicates: both are in the same file and related to annotation NameErrors, but #43656 broadly adds postponed annotations and type-hint cleanup, while #43842 specifically fixes the TypeAdapter NameError when pydantic is not installed. They are not the same concrete fix." } ] }, @@ -25567,244 +25718,256 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "bd71109890fe4aed46c6c40531504f855546dd952a04fda029038791540be930", + "prepared_review_unit_hash": "80cba96a246b846da815c8b714442956d683a6c067e2cff5aca07e3917f26f1a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76936, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76943, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad set of independent model-specific refactors toward standardized output tracing. The only true duplicate groups are within the GPT-J/CodeGen line and the GPT-Neo line; the rest share the same umbrella initiative or issue target but not the same concrete code path.", - "confidence": 0.87, + "summary": "This cluster is mostly a batch of model-specific output-tracing refactors. The only clear duplicate pairs are within the GPT-J/CodeGen subtree and the GPT-Neo subtree; the rest are different model families and should not be merged just because they share a standardized-output theme or issue target.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the strongest representative of the shared output-tracing refactor subset: it has the clearest explicit issue linkage, touches the concrete GPT-J/CodeGen code paths, and is more complete than the narrower follow-ups.", + "canonical_pr_reason": "PR 44722 is the broadest concrete representative in the GPT-J/CodeGen duplicate set: it overlaps the same code path and files as 44066/44085 and directly captures the shared output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the best single representative for triage because it anchors the recurring GPT-J/CodeGen implementation change with explicit tracking and a concrete fix path.", + "best_pr_reason": "PR 44722 is the best global representative because it is the most complete and central PR in the only strong duplicate subcluster, with the clearest overlap and explicit issue linkage.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model code paths (CVT/FNet vs GPT-J); same umbrella tracing work is not enough." + "reason": "Different model families; same issue target alone is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and implementations; only the shared output-tracing initiative overlaps." + "reason": "Different backbones and code paths; not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch GPT-J output-tracing in the same concrete file and could plausibly be merged." + "reason": "Same GPT-J output-tracing refactor in the same file; plausibly one merged PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RT-DETR-style refactor versus EfficientNet; different code paths despite similar tracing cleanup." + "reason": "Different vision models; only the refactor theme matches." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; same initiative, not the same bug/change." + "reason": "Different model families and different implementation paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are distinct model paths." + "reason": "MobileNetV2 and DeBERTa are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; different underlying model behavior." + "reason": "Different models; both are output-tracing refactors but not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file/test refactor and same standardized output-tracing change." + "reason": "Both target GPT-Neo output tracing in the same file/test surface." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; not the same concrete change." + "reason": "GPT-J/CodeGen versus MPT is not the same concrete refactor." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; similar pattern but different model code." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." }, { "left": "pull_request:44018", - "right": "pull_request:44066", + "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate implementations." + "reason": "GPT-Neo and ResNet are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; same umbrella issue does not make them duplicates." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR versus GPT-J/CodeGen; unrelated concrete code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model paths." + "reason": "ResNet and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not share the same code path." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated implementations." + "reason": "GPT-Neo and ResNet are unrelated refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different changes." }, { - "left": "pull_request:44019", + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo versus Flaubert; same tracing theme but not the same fix." + "reason": "GPT2 and MPT are different model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors." + "reason": "GPT-Neo output tracing is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model implementations." + "reason": "GPT-Neo and Flaubert are different code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44722", + "right": "pull_request:44085", "accept": false, - "reason": "MPT versus GPT-J/CodeGen; no shared concrete bug." + "reason": "MPT and GPT-J are unrelated model-specific refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-J are different code paths." + "reason": "GPT-J and MGP-STR are different models." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 versus MGP-STR; only the refactor style overlaps." + "reason": "GPT2 and MGP-STR are unrelated changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model code paths." + "reason": "ViLT and Flaubert/XLM are different model families." }, { - "left": "pull_request:44059", + "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate implementations." + "reason": "MPT and GPT-J/CodeGen are not the same concrete fix." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 do not share the same concrete code path." + "reason": "SegFormer and LongT5 are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBERT are different model families." + "reason": "SegFormer and VisualBERT are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer versus GPT-J/CodeGen; same initiative, not same bug." + "reason": "SegFormer output tracing is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "GPT-Neo and MPT are different model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBERT are unrelated concrete changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT and ImageGPT are distinct code paths." + "reason": "RegNet and VisualBERT are unrelated backbones." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and LongT5 are different model refactors." + "reason": "VisualBERT and LongT5 are different code paths." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated code paths." + "reason": "VisualBERT and Flaubert/XLM are not the same fix." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are distinct model implementations." + "reason": "GPT2 and MPT are unrelated." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and LongT5 are different concrete changes." + "reason": "MPNet and Flaubert/XLM are different implementations." }, { "left": "pull_request:43997", @@ -25816,115 +25979,229 @@ "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different implementations." + "reason": "RegNet and LongT5 are different changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT do not share the same code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific refactors." }, { "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different implementations." + }, + { + "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBERT do not share the same underlying bug/change." + "reason": "SqueezeBERT and VisualBERT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate model code paths." + "reason": "MPT and ImageGPT are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and TextNet are different model families." + "reason": "ViLT and Flaubert/XLM are unrelated." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "44074", "accept": false, - "reason": "RegNet and MPNet are different concrete implementations." + "reason": "RegNet and TextNet are unrelated model-specific changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model paths." + "reason": "TextNet and Flaubert/XLM are different implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44074", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet and LongT5 are unrelated code changes." + "reason": "TextNet and SegFormer are unrelated." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and GPT-Neo are different models." + "reason": "MPT and SpeechT5 are different model code paths." }, { - "left": "pull_request:44010", + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44085", + "accept": false, + "reason": "MPNet and GPT-J are different code paths." + }, + { + "left": "pull_request:44056", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated concrete code paths." + "reason": "MPNet and MPT are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44044", + "accept": false, + "reason": "GPT-Neo and DeBERTa are different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "SegFormer and TextNet are unrelated." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different model implementations." + "reason": "DeBERTa and TextNet are unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44056", + "accept": false, + "reason": "SegFormer and MPNet are different changes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different models; same output-tracing theme is too broad." + "reason": "FocalNet and ImageGPT are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families; only the standardized-output theme matches." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor scope and overlapping file set." + "reason": "Same GPT-J/CodeGen output-tracing refactor and same concrete code path." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both modify GPT-J output-tracing in the same code path and could be unified." + "reason": "Same GPT-J output-tracing change; this could be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; same issue target does not imply same change." + "reason": "GPT-J and SpeechT5 are unrelated model-specific refactors." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families and different refactor targets." + "reason": "Different vision model families; not the same change." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet versus SpeechT5 are unrelated concrete changes." + "reason": "CVT/FNet output tracing is unrelated to SpeechT5." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different model code paths." + "reason": "DeBERTa and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and Vits are separate implementations." + "reason": "DeBERTa and VITS are unrelated changes." }, { "left": "pull_request:44024", @@ -25936,7 +26213,7 @@ }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted PR pairs are all within the same concrete code path and look mergeable as a single bugfix, while the rejected pairs mostly differ by model family or implementation. The representative PR rationale is also supported by the explicit issue linkage and file scope shown in the packet." + "feedback": "The summary is grounded in the packet and stays conservative: the accepted PR pairs are the same-model, same-file output-tracing refactors that look mergeable into a single bugfix PR, and the rejected pairs are appropriately separated by model family or code path. The representative/canonical PR choice for the GPT-J/CodeGen cluster is also supported by the shared file overlap and explicit issue linkage." }, "evaluator_used": true, "retried": false, @@ -25971,14 +26248,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "c64395fd038f0aa7d222647e036193460011a016f65f241cc808082c02d4e251", + "prepared_review_unit_hash": "8fd3eca4b98d03ad14c45eb281583af4d0e8c6ac624ec42d547cd48fcd16d10d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 }, "budget": { "node_count": 6, @@ -25993,42 +26270,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all related by a shared output-tracing refactor pattern, but they target different model implementations and code paths, so they are not duplicates.", - "confidence": 0.9, + "summary": "All six PRs are model-specific refactors for standardized output tracing/capture, but they target different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each change is model-specific (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5) rather than the same underlying fix.", + "canonical_pr_reason": "PR #44073 is the cleanest representative of the cluster: it explicitly wires in `capture_outputs` and `_can_record_outputs` for a model-specific output-tracing refactor, making it a good canonical example of this change pattern.", "best_issue_reason": null, - "best_pr_reason": "44129 is the most self-contained and explicitly issue-linked refactor, making it the best representative of the set even though it is not a duplicate of the others.", + "best_pr_reason": "PR #44073 is the best single representative because it most clearly implements the standardized output-capture pattern in a self-contained model file, whereas the others are separate model ports of the same idea.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models and files; these are separate model-specific changes, not one mergeable fix." + "reason": "Both are output-tracing refactors, but one is for VisualBert and the other for TextNet; they touch different model implementations and are not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing refactors, but MPNet and VisualBert have distinct code paths and implementations." + "reason": "These are separate MPNet vs VisualBert refactors of the same framework pattern, not the same bug or mergeable single PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward/output plumbing; too broad to be the same underlying bug or change." + "reason": "Both are standardized tracing updates, but they affect different model code paths (MPNet vs TextNet) and are not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; similarity is only at the refactor pattern level." + "reason": "RegNet and SqueezeBert are unrelated model implementations; these PRs share only the refactor theme, not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "These touch different model code paths and are separate output-tracing migrations, not a single concrete fix." + "reason": "SqueezeBert output collection and SpeechT5 output tracing are different model-specific changes, so they should not be merged as one PR." } ] }, @@ -26107,274 +26384,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "742492a8dc567a4196d720598e4bde2b94f0b24972689181654eb95a12e8c212", + "prepared_review_unit_hash": "c6f5a263d9c3901f94659e6d0bb79f6ae125ef86212eb5be124017505767adcd", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39791, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39797, + "estimated_input_tokens": 9950, + "estimated_eval_tokens": 20156 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39791, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39797, + "estimated_input_tokens": 9950, + "estimated_eval_tokens": 20156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all variations on output-tracing refactors, but they each target different model families and concrete code paths. They are similar in pattern, not duplicate fixes, so no soft edge is accepted.", - "confidence": 0.91, + "summary": "This cluster is a set of parallel refactors for output tracing across many unrelated model implementations. They share a theme and some similar helper usage, but they are not the same underlying bug or change, so they should not be deduplicated together.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44003 is the best cluster representative because it is the broadest and most concrete tracing refactor here, touching both `mamba` and `falcon_mamba` and introducing the new tracing helpers in the actual model code.", + "canonical_pr_reason": "44003 is the broadest representative of the theme: it adds tracing/capture plumbing across the Mamba/FalconMamba path and has the most substantive implementation change in the set.", "best_issue_reason": null, - "best_pr_reason": "PR #44003 is the strongest single example of the pattern: it spans multiple related model files and changes the core forward/tracing plumbing rather than only a small wrapper or doc/type cleanup.", + "best_pr_reason": "44003 is the strongest single representative PR here because it makes a concrete, multi-file output-tracing change rather than a narrow model-specific cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing refactors, but they modify different models (`timm_backbone` vs `upernet`) and different forward paths; same pattern, not the same change." + "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths and not mergeable as one change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and code paths (`timm_backbone` vs `vision_text_dual_encoder`); the shared theme is too broad to treat as duplicate." + "reason": "Both are output-tracing refactors, but they touch unrelated model families and separate forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` and `univnet` are unrelated implementations; the refactors are structurally similar but not the same underlying bug/change." + "reason": "Shared refactor style only; timm_backbone and univnet are distinct implementations with no common concrete bug." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba/falcon_mamba` are separate model stacks with different tracing mechanisms; not mergeable as one duplicate fix." + "reason": "Different model stacks and code paths; this is thematic similarity, not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` both mention tracing, but they target distinct forward implementations and helper plumbing." + "reason": "Same broad cleanup pattern, but timm_backbone and rwkv are unrelated enough that they would not be one PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both refactor outputs, but `mobilenet_v1` and `univnet` are unrelated model code paths and not the same fix." + "reason": "Both refactor output handling, but mobilenet_v1 and univnet are separate models with different forward logic." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` and `upernet` are different models; the changes are parallel refactors, not a duplicate bug fix." + "reason": "Same general refactor idea, but mobilenet_v1 and upernet are different architectures and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` touch different model heads/backbones; similar tracing cleanup, but not one underlying change." + "reason": "Different model families and files; similar tracing cleanup is not enough to treat them as one change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated forward paths; this is a broad refactor pattern only." + "reason": "These are separate model wrappers with analogous refactors, but not the same concrete code-path issue." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different code paths; same kind of cleanup, not duplicate work." + "reason": "Mobilenet_v1 and speech_encoder_decoder are unrelated implementations; this is only broad thematic similarity." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; they happen to adopt the same refactor style but not the same fix." + "reason": "Same refactor motif, but vision_text_dual_encoder and univnet are distinct code paths and not one duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and implementations; no shared concrete bug or mergeable code path." + "reason": "Different model code paths; both mention output tracing but are not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are distinct architectures with different tracing behavior." + "reason": "Separate model families and implementation details; too broad to merge as a duplicate PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are separate models; the overlap is only the generic output-tracing refactor pattern." + "reason": "These are model-specific refactors in unrelated modules, not one shared bug or change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are different model implementations; not the same code-path problem." + "reason": "UnivNet and UperNet are different code paths; the overlap is only the refactor pattern." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba/falcon_mamba` are unrelated changes despite similar output-tracing wording." + "reason": "Same high-level cleanup, but no shared concrete implementation target." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are different subsystems and forward paths." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "`univnet` and `codegen` are separate model code paths; similar refactor goal, not duplicate change." + "reason": "Different audio/depth model implementations; not the same fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated models; the similarity is only that both clean up output handling." + "reason": "UperNet and RWKV are unrelated subsystems; no common code-path bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba/falcon_mamba` do not share the same implementation or bug surface." + "reason": "These refactors target different model families and cannot plausibly be one merged PR." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` and `codegen` are different model families with different forward signatures and output plumbing." + "reason": "Both are output-tracing themed, but Mamba/FalconMamba and CodeGen are separate implementations with different mechanics." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated code paths; both use tracing-related helpers, but the underlying work differs." + "reason": "Timm_backbone and CodeGen are unrelated model code paths; similarity is only in naming and refactor style." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are separate model implementations; not the same concrete fix." + "reason": "Different model families and forward signatures; not the same concrete change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` only share a refactor theme, not the same bug or change." + "reason": "Same general refactor theme, but UperNet and CodeGen are not one duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are different code paths and outputs; no duplicate evidence beyond broad similarity." + "reason": "Vision-text dual encoder and CodeGen are unrelated implementations; no shared underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are encoder/decoder-style refactors, but they target different model wrappers and different forward methods; too broad to merge as duplicates." + "reason": "DepthAnything and VisionEncoderDecoder are separate model wrappers; this is parallel refactoring, not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are distinct model families; same style of cleanup only." + "reason": "Different model families and code paths; too broad to merge as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated vision models with separate output semantics." + "reason": "DepthAnything and SuperPoint are unrelated models despite similar output-handling cleanup." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` do not share the same implementation path; the refactor pattern is generic." + "reason": "These target different model implementations and do not fix the same concrete issue." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate model code paths; not one underlying change." + "reason": "Different model families; same refactor theme is not enough for duplication." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Both are wrapper-model refactors, but one is vision and the other speech; different concrete code paths." + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths and cannot be merged as one bug fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated models, so this is not a duplicate fix." + "reason": "These are separate encoder-decoder wrappers, but they are still distinct model implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are different architectures and output handling mechanisms." + "reason": "VisionEncoderDecoder and SuperPoint are different subsystems with different semantics." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` touch different forward implementations; same theme, not same change." + "reason": "Different model families and changes; only the refactor pattern overlaps." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated; no shared concrete bug or patch." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations; no shared concrete fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are distinct model paths and should not be merged as one PR." + "reason": "Different model code paths and forward behavior; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` only overlap at a high level in output handling." + "reason": "SpeechEncoderDecoder and DPR are distinct model families, so this is not a duplicate change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated models; the refactor style is shared but the code paths are not." + "reason": "SuperPoint and RWKV are unrelated models; similarity is limited to tracing refactor wording." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` change different model implementations and output formats." + "reason": "Different model implementations and output semantics; not the same underlying issue." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different model families; no evidence they fix the same underlying issue." + "reason": "RWKV and DPR are separate code paths with no common concrete bug or change." } ] }, @@ -26404,7 +26675,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "3070ab460ad6cc8d7433dc8ec64444ab3758aa803ab0d4be97fdf541bdf9fb2e", + "prepared_review_unit_hash": "ffdc1f8aab5d10a004e3ce109c6bf3d494ea040fdc2b21c36909e228f1a70020", "component_budget": { "node_count": 2, "item_count": 2, @@ -26426,18 +26697,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some standard Transformers scaffolding, but not the same underlying model or codepath.", - "confidence": 0.95, + "summary": "These are two unrelated model-onboarding PRs: one adds PenguinVL, the other adds Voxtral TTS. They share only common Transformers scaffolding files and docs boilerplate, not the same underlying code change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45401 is the better representative because it has an explicit issue target and is a more clearly scoped model-support PR.", + "canonical_pr_reason": "PR #45401 is the better representative PR because it is explicitly tied to issue #45027 and is a focused implementation for a single model family.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45401 is the strongest standalone PR candidate for this cluster because it is tied to a tracking issue and cleanly adds one model family rather than a broader implementation stack.", + "best_pr_reason": "PR #45401 is the strongest standalone PR in this cluster: it has an explicit issue target and a clearly scoped model support addition, whereas #44662 is a separate, unrelated model implementation.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: PenguinVL and Voxtral TTS are different model families with separate implementations and tests; shared auto-registration/docs edits are generic and do not indicate the same bug or change." + "reason": "Different models and different feature sets (PenguinVL vs Voxtral TTS); shared auto/docs files are boilerplate for adding new models, not evidence of the same change." } ] }, @@ -26467,7 +26738,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "c3bd87b5bf73cc497541d073cbc6ac3c3ab81c51f239aa66d6e1eb47fe49952c", + "prepared_review_unit_hash": "ae22518b6d8056f5a7ca710d989006679b8f195db8c902fed7d2cb339d9e1230", "component_budget": { "node_count": 2, "item_count": 2, @@ -26489,18 +26760,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related fusion efforts, but they implement different things: one introduces a generic Module Fusion API, while the other adds n-to-1 kernel fusion through KernelConfig and model/integration plumbing. They are not the same underlying change.", - "confidence": 0.93, + "summary": "Two open PRs about fusion exist, but they target different layers of the stack: one adds a generic module fusion API, the other implements kernel-config-driven n-to-1 fusion. They are related in theme, not the same change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete, end-to-end fusion implementation with loader/integration changes and usage example; PR 44979 is separate lower-level API groundwork.", + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the new `module_fusion.py` API and tests, which looks like the core abstraction rather than one concrete use-case.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best representative of the cluster because it contains the most user-facing and complete fusion feature, not just an internal abstraction.", + "best_pr_reason": "PR #45363 is the more concrete user-facing feature, with a specific `KernelConfig`-based fusion flow, integration points, and an example demonstrating the behavior.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different code paths and scopes: 44979 adds a generic Module Fusion API in a new module, while 45363 wires n-to-1 kernel fusion via KernelConfig plus integration changes. They are related but not the same change and would not plausibly be merged as one PR." + "reason": "Both are about fusion, but they address different code paths and scopes: #44979 adds a generic module-fusion API, while #45363 implements n-to-1 kernel fusion via `KernelConfig` plus integration changes and an example. They are not the same underlying bug or mergeable into one PR without combining distinct features." } ] }, @@ -26530,7 +26801,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "06ca6383b22c100773135aa5a0f46ac6d488842d3b4e44f5dc4f8be947368a9c", + "prepared_review_unit_hash": "58a916166f5676a3754fd79e9f8c52941047fd44e37ec8b4092d3fc6b7771763", "component_budget": { "node_count": 2, "item_count": 2, @@ -26552,18 +26823,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; PR 45317 is the more complete version because it includes a test change in addition to the same code fix.", + "summary": "Both PRs fix the same concrete Mistral regex/pre-tokenizer AttributeError in the same file, and the later PR is essentially the same code change plus tests. They look like duplicate attempts at one fix rather than separate changes.", "confidence": 0.98, - "canonical_issue_reason": "Issue 45081 is the shared explicit target for both PRs and is the natural canonical tracker for this bug.", - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete implementation.", - "best_issue_reason": "Issue 45081 is the only explicit issue tied to both changes and best represents the underlying bug being fixed.", - "best_pr_reason": "PR 45317 is the best representative PR since it supersedes the minimal patch with the same code-path fix and adds a test.", + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 and also adds test coverage, making it the more complete duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best representative PR for this cluster since it addresses the same bug with added validation and is more complete than 45086.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file; the diff is effectively the same patch, with 45317 adding tests, so they are mergeable as one change." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same touched code path and filename, and the second PR only extends the first with tests." } ] }, @@ -26593,12 +26864,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "c3e6ff75affc8da27c78d35873a21f8582e0aade5e0896e40c54094d26214566", + "prepared_review_unit_hash": "2c53c01394f5debc4fdf38fe1cae985886a0f3d9ca469f1fd8c352a4567b6459", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26606,7 +26877,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26615,18 +26886,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated NemotronH pull requests: one is a narrow checkpoint-conversion/key-renaming update, the other is a broad architectural split/dispatcher refactor adding NemotronHDense and NemotronHSparse. They overlap in model files but not in the same concrete fix.", - "confidence": 0.94, + "summary": "These are related NemotronH model-support PRs, but they are not duplicates: one is a focused conversion/mapping refactor, the other is a broader architecture split introducing NemotronHDense/NemotronHSparse plus docs/tests.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "45569 is the better canonical PR because it is the broader, higher-level model refactor and includes the user-facing architecture split; 45115 is a smaller supporting conversion-mapping change.", + "canonical_pr_reason": "PR 45569 is the more complete architectural change: it introduces the new dense/sparse model variants, updates auto-mapping, docs, and tests, whereas 45115 is a narrower conversion-mapping/refactor patch.", "best_issue_reason": null, - "best_pr_reason": "45569 is the strongest representative of the cluster since it covers the main NemotronH package reorganization and model definitions, while 45115 is only a partial conversion utility update.", + "best_pr_reason": "PR 45569 is the best representative of the cluster because it captures the full user-facing model split and integration work rather than only the internal checkpoint conversion renames.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Do not merge: 45115 only changes conversion key mappings for NemotronH/NemotronH Dense, while 45569 refactors the model family into thin wrappers plus dense/sparse variants with docs and auto-mapping updates. Shared files are incidental, not the same underlying change or fix." + "reason": "Not the same concrete change: 45115 mainly adds checkpoint conversion/key renaming for NemotronH, while 45569 restructures the model into dense/sparse variants and updates docs/tests. They touch overlapping files but target different code-path changes." } ] }, @@ -26656,7 +26927,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "8a25a03f7aca4d0b3023606a76b33ac6f92bbea034ef3f7fff31c51b8f2c803e", + "prepared_review_unit_hash": "83805643709edf81fd65e7891e8e9adeb927b74ad82157ecf5b0bc559aaf6140", "component_budget": { "node_count": 2, "item_count": 2, @@ -26678,18 +26949,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they are not the same change: one is a broad repo-wide type-checking sweep, the other adds specific typing protocols/aliases to support a narrower set of code paths.", - "confidence": 0.91, + "summary": "Two open PRs in the typing space, but they address different changes: one is a broad type-checking sweep across many Transformers files, while the other adds targeted typing aliases/protocols and modeling_utils integration. The overlap in a few files is incidental rather than the same underlying fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical representative because it is a focused typing-infrastructure change centered on `_typing.py` and a small set of consumers. PR 45415 is a much broader type-checking sweep across many files and configuration, so it is less representative of a single underlying change.", + "canonical_pr_reason": "PR 45425 is the more coherent, focused change: it introduces shared typing helpers/protocols and wires them into specific code paths. PR 45415 is a much broader type-checking pass across unrelated modules and pyproject settings.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best PR for this cluster because it has a tighter scope and clearer code-path purpose. PR 45415 is more of a general cleanup/type-checking pass rather than the same concrete fix.", + "best_pr_reason": "PR 45425 is the best representative because it has a tighter, more self-contained purpose and is more likely to be merged as a single change set. PR 45415 is too broad and heterogeneous to serve as a clean canonical PR for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They overlap on typing, but the scope and intent differ: 45415 is a broad type-checking sweep across many modules, while 45425 introduces specific typing helpers and related adjustments for particular consumers. They do not look like the same underlying bug or mergeable single PR." + "reason": "Both are typing-related, but they are not the same concrete change: 45415 is a broad annotation/type-checking sweep over many files, while 45425 adds specific typing protocols/aliases and model integration. Shared files alone are not enough to treat them as duplicates." } ] }, @@ -26719,7 +26990,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "5f5831c3b8600c7a813b7fa3d2f30b9cfacd1f835fb1d6c682ce7bd3c835b1aa", + "prepared_review_unit_hash": "3e3b61bbecf96a0ee7800437be27ea6956ffdccc3eba91831adaba94c2497ff4", "component_budget": { "node_count": 2, "item_count": 2, @@ -26741,18 +27012,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two EP-related PRs, but they target different bugs and loading paths. They overlap in `modeling_utils.py` only superficially; one is about preserving `distributed_config`/EP during accelerate+ZeRO-3 loading, the other about preventing rank-0 broadcast from overwriting experts under FSDP2.", - "confidence": 0.91, + "summary": "Two open PRs share the EP/transformers loading theme, but they address different bugs: one is about preserving distributed_config/EP detection during Accelerate + ZeRO-3 loading, the other about preventing expert parameters from being overwritten by rank-0 broadcast under FSDP2.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better canonical PR for this cluster because its title and diff describe a more concrete, self-contained failure mode with clear code-path changes in model loading and MoE handling. PR 45548 is related to EP initialization/loading, but it fixes a different mechanism and is less representative of the distinct bug set here.", + "canonical_pr_reason": "PR #45662 is the more concrete and representative EP bug fix: it targets the actual parameter corruption path during sharded loading/broadcast and includes the relevant loader/integration changes. PR #45548 is narrower and more about config serialization and EP detection.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best single PR to keep as the representative artifact: it is more specific about the runtime corruption it fixes, touches the primary loading path, and has a tighter bug-to-change mapping than PR 45548.", + "best_pr_reason": "PR #45662 is the strongest standalone representative of this cluster because it fixes the specific expert-overwrite failure mode in code paths that clearly explain the observed corruption.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related EP work, but not the same underlying bug. 45548 focuses on serializing `distributed_config` and adding `has_ep` for accelerate/DeepSpeed ZeRO-3 loading, while 45662 fixes experts being overwritten by rank-0 broadcast in FSDP2. Different failure modes and different code paths." + "reason": "Both are EP-related, but they fix different problems and code paths: 45548 handles config serialization/has_ep for Accelerate + ZeRO-3 loading, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Not the same underlying bug." } ] }, @@ -26782,7 +27053,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "fbd99aa509be0fd856cdbf75a233d9f67676ccba829a23b0ed4f4e2e25889b31", + "prepared_review_unit_hash": "feeb82de5f26876e2aa09f227c78579d6ab60b03fd5cbc21051a13ab058fa9e0", "component_budget": { "node_count": 2, "item_count": 2, @@ -26804,18 +27075,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info collision problem around patched testing debug logs, with PR 45645 adding the more complete fix and CI artifact handling. I\u2019d treat 45645 as the canonical representative.", - "confidence": 0.81, + "summary": "Both PRs target the same xdist-safe captured_info logging problem in testing_utils, with 45645 extending the core fix to CI log collection. They are closely related enough to treat as one cluster.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete and newer implementation: it fixes the xdist-safe captured_info handling in code and also updates CI to collect multiple captured_info artifacts, making it the best representative of the change.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe logging fix plus the necessary workflow change to preserve and aggregate the new per-worker captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best captures the underlying bug fix plus the supporting workflow adjustment, so it is the strongest single PR to keep for this cluster.", + "best_pr_reason": "45645 is the strongest representative of the cluster: it addresses the same bug and also updates the CI path that consumes the artifacts, making it the most complete change set.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs target the same underlying xdist collision in captured_info/debug logging. PR 45645 appears to extend the same fix with CI log collection, so they are plausibly one combined change." + "reason": "Both PRs fix the same underlying captured_info xdist collision bug in testing_utils; 45645 is a superset that adds the CI-side file handling needed for the new per-worker outputs." } ] }, @@ -26911,12 +27182,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "b574a89ee8af610812c82966f1c957f4b8d5882e747c225ed4692325c0749a80", + "prepared_review_unit_hash": "aacd746202f425089adb59ef9a19f7c02cc2a3d2a95e5f1a7742d04fa3d38ab7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26924,7 +27195,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26933,18 +27204,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training PRs, but not duplicates: one is a focused EP/Trainer feature PR, the other is a broad distributed branch base. The shared files reflect overlap in subsystem, not the same concrete change.", - "confidence": 0.92, + "summary": "Two open PRs in the distributed stack, but they are not duplicates: one is a focused EP/Trainer integration change, the other is a broad distributed branch base with many unrelated edits. The shared files reflect overlap in the subsystem, not the same underlying patch.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more specific, self-contained change: EP routing plus Trainer/config integration around the distributed tensor-parallel path. PR 46269 is a large branch-base PR that bundles many unrelated distributed changes, so it is a poorer canonical representative.", + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change: it targets EP + Trainer integration on top of DistributedConfig and has a narrow code-path focus.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative because it targets one concrete feature area and code path, whereas PR 46269 is too broad and mixed to serve as a clean cluster anchor.", + "best_pr_reason": "PR #46126 is the best representative of the cluster because it is concrete and directly scoped, whereas PR #46269 is a wide branch-base aggregation touching many areas and is not a clean duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They overlap in distributed internals, but 46269 is a broad branch-base PR and 46126 is a focused EP/Trainer integration PR. Shared filenames alone do not indicate the same underlying bug or a mergeable single PR." + "reason": "Do not merge: #46126 is a focused EP/Trainer integration patch, while #46269 is a broad distributed branch base spanning many unrelated files. Shared filenames alone do not indicate the same concrete bug or change." } ] }, @@ -27012,244 +27283,232 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "7e13cb1b8dbae77ac07b6eec253ac336396f3b9857f8445ed039dc21969dca9a", + "prepared_review_unit_hash": "07d6b0d3832638f5937b9944adb2f75671c8ab5a509ebba2fdbfdea790808784", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26664, - "estimated_input_tokens": 6666, - "estimated_eval_tokens": 13588 + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26664, - "estimated_input_tokens": 6666, - "estimated_eval_tokens": 13588 + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of unrelated workflow-chore PRs. The pr-ci-security-gate items are the only near-cluster, but they make different edits to the same file and are not true duplicates.", - "confidence": 0.93, + "summary": "These are mostly unrelated workflow-maintenance PRs. Even where multiple PRs touch the same workflow file, they change different behavior and should not be treated as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR stands out; 46554 is the most substantive/central PR in the set, but the items are distinct changes rather than duplicates.", + "canonical_pr_reason": "No single canonical PR: the set splits into several unrelated workflow changes across different files and different code paths.", "best_issue_reason": null, - "best_pr_reason": "46554 is the strongest representative PR because it adds the main security-gate logic, but it should not be treated as a duplicate of the others.", + "best_pr_reason": "None of the PRs is a good global duplicate representative because there is no shared underlying fix/change across the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior; not the same underlying change." + "reason": "Different workflow files and different behavior: stdin handling in self-comment CI vs security-gate logic in PR CI." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated self-comment CI tweak vs pr-ci-security-gate hardening." + "reason": "Different workflow files and different behavior: self-comment CI input handling vs PR CI permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow file and different change intent." + "reason": "Different workflow files and different behavior; one is self-comment CI, the other is a reusable PR CI security-gate note update." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow file and different change intent." + "reason": "Different workflow files and different behavior: self-comment CI vs changing secrets passing in PR CI security gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different CI workflows; same broad area is not enough to merge as duplicates." + "reason": "Different workflows and unrelated fixes: self-comment CI message piping vs build-ci-docker-images commit-message parsing." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH-runner hardening and benchmark trigger changes are unrelated." + "reason": "Both are workflow tweaks, but one updates SSH runner setup and the other changes benchmark triggering; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and distinct fixes." + "reason": "SSH-runner hardening vs anti-slop permission scoping are unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and distinct fixes." + "reason": "SSH-runner security/monitoring changes vs assign-reviewers checkout ref fix are different code paths." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and distinct fixes." + "reason": "SSH-runner workflow changes are unrelated to PR CI security-gate behavior." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and distinct fixes." + "reason": "SSH-runner workflow changes are unrelated to PR CI security-gate behavior." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and distinct fixes." + "reason": "SSH-runner workflow changes are unrelated to a reusable PR CI security-gate comment/update." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and distinct fixes." + "reason": "SSH-runner workflow changes are unrelated to PR CI security-gate secrets handling." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chore PRs, but they change different workflows and different logic." + "reason": "Both concern workflow files, but one adjusts anti-slop permissions while the other changes benchmark dispatch conditions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Same broad CI area, but different workflow files and changes." + "reason": "Anti-slop permission scoping and assign-reviewers checkout ref are unrelated fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated edits." + "reason": "Anti-slop permissions and build-ci-docker-images commit-message parsing are different behaviors." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow targets and different changes." + "reason": "Anti-slop permission scoping is unrelated to PR CI security-gate logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different trigger behavior." + "reason": "Assign-reviewers checkout ref fix vs benchmark_v2 trigger change are unrelated workflow behaviors." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different fixes." + "reason": "Assign-reviewers checkout ref fix and build-ci-docker-images message parsing are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different fixes." + "reason": "Assign-reviewers workflow fix is unrelated to PR CI security-gate behavior." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated edits." + "reason": "Benchmark dispatch conditions and build-ci-docker-images commit-message parsing are different code paths." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated edits." + "reason": "Benchmark trigger change is unrelated to PR CI security-gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows; not the same concrete bug or change." + "reason": "Build-ci-docker-images commit-message handling is unrelated to PR CI security-gate workflow changes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows; not the same concrete bug or change." + "reason": "Build-ci-docker-images commit-message handling is unrelated to PR CI security-gate permission/approval changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but these modify different parts of the workflow and address different security hardening steps." + "reason": "Same workflow file, but different concrete changes: one adds checkout-based file scanning, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different behavior changes; not a single duplicate fix." + "reason": "Same file, but different fixes: security-check implementation vs comments about reusable workflow safety." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different behavior changes; not a single duplicate fix." + "reason": "Same file, but different fixes: added security checks vs removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but distinct edits with different purposes." + "reason": "Same file, but different concrete changes: permissions/if-guarding vs explanatory comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but distinct edits with different purposes." + "reason": "Same file, but different concrete changes: permissions/approval flow vs switching to empty secrets." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Both touch the same reusable workflow, but they change different lines and different security settings." + "reason": "Both touch the same reusable workflow, but one adds safety notes while the other changes secrets passing; not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated edits." + "reason": "Build-ci-docker-images and PR CI security-gate are unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated edits." + "reason": "SSH-runner hardening is unrelated to PR CI security-gate comments." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated edits." + "reason": "Build-ci-docker-images and PR CI security-gate are unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated edits." - }, - { - "left": "pull_request:46501", - "right": "pull_request:46503", - "accept": false, - "reason": "Different workflows and unrelated edits." - }, - { - "left": "pull_request:46501", - "right": "pull_request:46504", - "accept": false, - "reason": "Different workflows and unrelated edits." + "reason": "SSH-runner hardening is unrelated to PR CI security-gate secrets handling." } ] }, @@ -27342,12 +27601,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "97af501dbbba744b88ce5f21fb5e98b05712f3aadc6709cb5d5eaee574646816", + "prepared_review_unit_hash": "e636400753970857be102b331a1698d93a599f332073d3f3d098eae9b17403e9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4881, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -27355,7 +27614,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4881, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -27364,18 +27623,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same MoonshineStreaming right-window off-by-one in sliding_window_mask_function; PR 47162 is the broader, more complete patch and includes tests, while also carrying a related Gemma4 fix.", - "confidence": 0.94, + "summary": "Both PRs fix the same off-by-one in the right side of the MoonshineStreaming sliding-window mask. PR 47162 is the better representative because it includes the MoonshineStreaming fix plus an analogous Gemma4 fix and tests, while 46310 is the narrower MoonshineStreaming-only version.", + "confidence": 0.76, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the best canonical PR because it includes the MoonshineStreaming off-by-one fix, adds test coverage, and appears to be the more complete follow-up patch compared with the narrower 46310.", + "canonical_pr_reason": "PR 47162 is the broader, more complete change set: it includes the same MoonshineStreaming one-line fix as 46310, adds the same correction in Gemma4, and includes tests, so it is the best canonical PR for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest representative of this bug fix cluster: it addresses the same concrete mask boundary bug as 46310 but with broader coverage and tests.", + "best_pr_reason": "PR 47162 best represents the cluster because it captures the shared off-by-one bug and the broader follow-up coverage, whereas 46310 is just the narrower MoonshineStreaming-only subset.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same underlying off-by-one in MoonshineStreaming's right-window mask; 47162 effectively subsumes 46310 and could plausibly be merged as one PR." + "reason": "Same underlying off-by-one right-window bug in the MoonshineStreaming sliding-window mask; 47162 contains the same fix and extends it to Gemma4/tests, so the overlap is strong enough to treat as the same change family." } ] }, @@ -27405,7 +27664,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "e8da74bbc0e8a4124d74bd7bcc84569994f26f85b88d60ef1f49570ed07d157c", + "prepared_review_unit_hash": "d36d24896dd46d556546d62d8280ea1bf51a0c0e6f7f55fd45d7e6bfbd5291ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -27427,18 +27686,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs: one fixes CodeLlama decode stripping leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading via the wrong tokenizer class. They do not appear to be duplicates or mergeable into one PR.", - "confidence": 0.95, + "summary": "These two PRs are not duplicates: one fixes CodeLlama decode stripping by moving decoder setup, while the other fixes DeepSeek checkpoint tokenizer-class selection in auto-loading. They touch different code paths and should stay separate.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If a single PR must represent the cluster, #46580 is the better choice because it addresses a broader tokenizer-loading mismatch across multiple DeepSeek checkpoints and has a clearer centralized fix in tokenization_auto.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the cleaner representative of a single concrete bug fix: it addresses a specific CodeLlama decode regression with a focused tokenizer change and targeted test coverage.", + "best_pr_reason": "#46580 is the more representative PR for the cluster because it targets a cross-checkpoint tokenizer-class loading bug; #46574 is a narrower, model-specific decode regression in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different failures and code paths: CodeLlama decode-space stripping vs. DeepSeek auto-tokenizer class selection. They are not the same underlying bug and would not plausibly be merged into one PR." + "reason": "Different underlying problems and code paths: CodeLlama decode-space stripping vs DeepSeek tokenizer-class misloading. They are not plausibly mergeable into one PR." } ] }, @@ -27468,12 +27727,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "3b8608b6246ce1802f7d0d8d9be4d4ca03312a36a14c3cd9ca9ba1abe40fb978", + "prepared_review_unit_hash": "940e904b4107f60fefbbeb50c45d60888e6fa8168106e1954f42c2deee58a48e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4579, + "serialized_chars": 4580, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -27481,7 +27740,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4579, + "serialized_chars": 4580, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -27490,18 +27749,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to the same flash-attention long-context performance issue, but they do not look like the same concrete fix: one targets the tracing/eager branch in `_process_flash_attention_kwargs`, while the other broadens the regression work across `_unpad_input` plus tests/benchmarks and other files.", - "confidence": 0.71, + "summary": "Two PRs target the same tracking issue and the same flash-attention performance area, but they appear to fix related yet different concrete code paths: one corrects a tracing/conditioning mistake in FA2 decoding, while the other broadens the fix across unpadding/tokenizer paths with tests and a benchmark. I would not treat them as duplicate PRs.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47215 is the broader, later fix for issue #46693 and appears to subsume the performance-regression work with additional coverage and related code-path changes.", + "canonical_pr_reason": "pull_request:47215 is the better canonical PR because it is the later, more complete fix for the long-context FA2 performance regression and includes accompanying tests/benchmark changes, making it the strongest representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #47215 is the best representative because it addresses the issue more comprehensively, touches the main flash-attention utility path, and includes validation/test scaffolding beyond the narrow regression patch in #46696.", + "best_pr_reason": "pull_request:47215 is the best PR in the cluster because it addresses the regression more comprehensively and has broader validation coverage than pull_request:46696.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": false, - "reason": "Same general subsystem and issue target, but not the same concrete change: #46696 fixes an inverted `is_tracing` condition in `_process_flash_attention_kwargs`, while #47215 changes `_unpad_input` and other files to address a broader perf regression. They could be related follow-ups, but not one mergeable duplicate PR." + "reason": "They share the same tracking issue and one flash-attention file, but the fixes are not clearly the same concrete change. 46696 focuses on an inverted tracing condition in FA2 decode, while 47215 changes unpadding logic, tokenizer-related code, tests, and a benchmark. Related performance work, but not safe to merge as one PR." } ] }, @@ -27531,7 +27790,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "91be9ac0725df515d57dbd6f34e046e9a515abad8b1f6ed2d7b213035efbb8a7", + "prepared_review_unit_hash": "1aa3aebdcb27305e323bf9d1b8004aa3305ae60a1e50cb26795d4197a02d43c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -27553,18 +27812,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address padding-mask handling in attention code, but they fix different bugs in different paths: #46773 targets linear-attention models skipping padding masks for batch size 1, while #47087 fixes recurrent-layer masking being skipped on continued forwards/chunked prefill and cache continuation. They are related, but not the same change and should not be merged as duplicates.", - "confidence": 0.92, + "summary": "Two PRs address padding-mask behavior, but they fix different bugs in different code paths: one is a batch-size-1 masking guard in linear-attention model forwards, the other is recurrent/cached-forward masking in shared masking utilities and recurrent models.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#47087 is the better canonical PR for this cluster because it has the clearer, broader fix in shared masking utilities, an explicit issue link, and a more general continued-forward/cache-continuation scope. #46773 is a separate model-specific batch-size-1 bug fix.", + "canonical_pr_reason": "PR 47087 is the better canonical PR because it targets the shared masking utility, has an explicit issue link, and covers the broader recurrent/chunked-prefill cache-continuation bug rather than a model-specific edge case.", "best_issue_reason": null, - "best_pr_reason": "#47087 is the strongest representative PR: it centralizes the masking logic change, has explicit issue linkage, and addresses a concrete recurrent-state code path with broader applicability than the model-specific fix in #46773.", + "best_pr_reason": "PR 47087 is the best overall representative of the cluster because it fixes the more central masking logic and affects multiple models through a common utility path.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Different underlying bugs and execution paths: #46773 fixes batch-size-1 padding-mask application in linear-attention models, while #47087 fixes mask skipping on continued forwards/chunked prefill and cache continuation in recurrent masking. Similar theme, not the same patch." + "reason": "Both mention padding masks being skipped, but 46773 fixes a batch-size-1 condition in linear-attention model code, while 47087 fixes continued-forward/recurrent masking in shared utilities and recurrent models. They are not the same underlying bug or mergeable into one PR." } ] }, @@ -27596,12 +27855,12 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "ffae42dc1201287d1674f10a23e851b0499222479c863c0c91388b4416527689", + "prepared_review_unit_hash": "1efcb65641fff23bc11cf63289d19ade068feec63592140ff5d10f2948ba05f0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6434, + "serialized_chars": 6433, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -27609,7 +27868,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6434, + "serialized_chars": 6433, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -27618,24 +27877,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are distinct pull requests touching unrelated code paths: AnyToAnyPipeline key normalization, Gemma4 audio placeholder validation, and candidate decoding length capping. No duplicate/merge candidate relationship is supported by the diffs or titles.", - "confidence": 0.98, + "summary": "No duplicate cluster here: the three PRs fix different bugs in different areas (AnyToAnyPipeline key normalization, Gemma4 processor placeholder validation, and generation candidate length capping).", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for deduplication: the PRs address different subsystems and different bugs, so there is no single underlying change to anchor the cluster.", + "canonical_pr_reason": "No canonical PR: the PRs address separate code paths and cannot be safely merged as one duplicate fix.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the best standalone representative only because it has the broadest user-facing scope and the most discussion, but it is not a duplicate of the others.", + "best_pr_reason": "PR 47074 is the clearest standalone user-facing bugfix and the most generally representative of the set, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different components and bugs: pipeline input key normalization vs Gemma4 processor placeholder validation. The code changes do not target the same failure mode." + "reason": "Different bugs and code paths: 47074 normalizes AnyToAnyPipeline input keys, while 47076 validates Gemma4 audio placeholders in processor inputs." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated functionality: multimodal pipeline input schema vs generation candidate length budgeting. No shared concrete code-path problem." + "reason": "Unrelated fixes: 47074 changes multimodal pipeline input dict keys, while 47195 adjusts generation candidate length capping in prompt lookup decoding." } ] }, @@ -27665,7 +27924,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "cab2a3ab99154c1ab2c904ee852ba97ea724ce7bc52d8853cf7b2a23e29f5868", + "prepared_review_unit_hash": "4204bc5071a04da2a3e9412cce791174c319aa427649c58dd8345820a4e8d713", "component_budget": { "node_count": 2, "item_count": 2, @@ -27687,18 +27946,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one re-enables a VITS model forward test, while the other fixes an RT-DETR v2 weight converter mapping. They do not target the same bug or change set.", - "confidence": 0.97, + "summary": "The two PRs are unrelated: one re-enables and adjusts a VITS model-forward test, while the other fixes an RT-DETR v2 weight converter mapping/config issue. They do not appear to be the same underlying bug or change, so they should not be clustered together as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #47129 is the better canonical PR within this cluster because it contains an actual code-path fix in the model converter, whereas PR #47105 is primarily a test re-enable with assertion adjustments.", "best_issue_reason": null, - "best_pr_reason": "PR #47129 is the stronger standalone fix because it addresses a concrete converter key-mapping problem in code, whereas PR #47105 is primarily a test re-enable with no shared code-path overlap.", + "best_pr_reason": "PR #47129 is the strongest standalone PR candidate: it targets a specific converter bug, changes production code, and is more likely to represent a real fix than the test-only re-enable in #47105.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different models, different files, and different problems: VITS test expectations vs RT-DETR v2 converter key mapping. They are not the same underlying change and could not plausibly be merged into one PR." + "reason": "Different subsystems and different problems: VITS test expectations versus RT-DETR v2 converter key/config updates. They are not mergeable as one fix and do not share the same underlying bug." } ] }, @@ -27762,206 +28021,209 @@ "pull_request:47282|pull_request:47310", "pull_request:47280|pull_request:47282" ], - "prepared_review_unit_hash": "38ce6ad34722ed9a34b096de205121c4cc6c3002ddb807b60c49eb141499c546", + "prepared_review_unit_hash": "71551cfe149d211b5068f0b20b67f2cf18d2c5720ea5a99f6af411463c29773c", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29378, - "estimated_input_tokens": 7345, - "estimated_eval_tokens": 14946 + "serialized_chars": 29375, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29378, - "estimated_input_tokens": 7345, - "estimated_eval_tokens": 14946 + "serialized_chars": 29375, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several PRs are model-specific integration-test fixes for different bugs, with only a couple of direct code-path overlaps (notably the Minimax-M3-VL offload-folder workaround, and two fixes already subsumed by the broader umbrella PR 47224).", - "confidence": 0.79, + "summary": "This cluster is mostly a mix of unrelated serge-generated integration-test fixes across different models, plus one broader umbrella PR that bundles several of them. Only the two MiniMax-M3-VL load-error fixes look like the same concrete issue; the rest are too model-specific or too bundled to treat as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broad umbrella fix in the set: it explicitly resolves the serge integration-test failures and contains multiple concrete code-path fixes across affected files, making it the most representative PR in this cluster.", + "canonical_pr_reason": "PR 47224 is the broadest umbrella patch and directly contains some of the concrete fixes represented in the cluster, so it is the best single representative of the set.", "best_issue_reason": null, - "best_pr_reason": "PR 47224 is the best representative PR because it is the broadest, explicitly scoped umbrella change and subsumes some of the same concrete fixes seen in smaller PRs.", + "best_pr_reason": "PR 47224 best represents the cluster because it aggregates multiple serge integration-test fixes and is the most central/far-reaching change among the items.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and unrelated bugs: edgetam backbone kwarg handling vs glm46v model changes." + "reason": "Different models and bugs: EdgeTAM import_or_config fix vs GLM46V integration-test/model changes." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different failure modes and code paths: edgetam import_or_config kwarg issue vs MiniMax-M3-VL load_error/offload handling." + "reason": "Both are integration-test fixes, but for different models and failure modes (EdgeTAM import_or_config vs MiniMax-M3-VL load_error)." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Different model/test bug; 47280 is another MiniMax-M3-VL load_error fix, not the edgetam kwarg issue." + "reason": "Different model-specific issues; EdgeTAM backbone kwarg cleanup is not the same change as MiniMax-M3-VL offload-folder handling." }, { "left": "pull_request:47122", "right": "pull_request:47224", - "accept": true, - "reason": "Same concrete edgetam bug: both remove/pass-through original_sizes before calling the backbone, and 47224 includes that same fix in a broader PR." + "accept": false, + "reason": "47224 is a multi-fix umbrella PR bundling unrelated fixes; it is not just the same EdgeTAM bug/change as 47122." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "Different code paths and models: edgetam backbone kwargs vs gemma3 generation cache_implementation behavior." + "reason": "EdgeTAM kwarg cleanup and Gemma3 cache-implementation logic are unrelated code-paths." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same MiniMax-M3-VL load_error workaround in the same test file; both add an offload folder so from_pretrained can load successfully." + "reason": "Same underlying MiniMax-M3-VL load_error/offload-folder problem; both PRs fix the model-loading test path in essentially the same way." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Both are load_error fixes, but for different models and likely different underlying causes." + "reason": "Different models and different failure contexts: MiniMax-M3-VL load_error vs DeepSeekV3.2 integration-test setup." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Different model and change: MiniMax-M3-VL loading workaround vs glm46v module refactor/fix." + "reason": "MiniMax-M3-VL load_error fix is unrelated to GLM46V modular/model refactoring." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different model/test failure: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch." + "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output-mismatch are different bugs in different models." }, { "left": "pull_request:47124", - "right": "pull_request:47310", + "right": "pull_request:47150", "accept": false, - "reason": "Different models and bugs: Falcon-Mamba output mismatch vs gemma3 generation cache defaults." + "reason": "Falcon-Mamba expected-output adjustments are not the same concrete change as Whisper generation max_length handling." }, { "left": "pull_request:47124", - "right": "pull_request:47150", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", "accept": false, - "reason": "Different concrete problems and models: Falcon-Mamba output mismatch vs Whisper max_length handling." + "reason": "Falcon-Mamba test expectation updates do not match GLM46V model/code changes." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Different model and failure mode; no shared code-path bug." + "reason": "Falcon-Mamba output mismatch and Mamba2 OOM/test tuning are unrelated." }, { "left": "pull_request:47124", - "right": "pull_request:47281", + "right": "pull_request:47310", "accept": false, - "reason": "Falcon-Mamba output mismatch and glm46v model changes are unrelated." + "reason": "Falcon-Mamba test expectation fixes and Gemma3 generation-config behavior are not the same issue." }, { "left": "pull_request:47150", - "right": "pull_request:47310", + "right": "pull_request:47224", "accept": false, - "reason": "Different code paths: Whisper generation length adjustment vs gemma3 cache_implementation default handling." + "reason": "47224 bundles multiple fixes across models; it is not the same single Whisper bug/change as 47150." }, { "left": "pull_request:47150", "right": "pull_request:47280", "accept": false, - "reason": "Different models and bugs; Whisper generation fix is unrelated to MiniMax-M3-VL loading." + "reason": "Whisper generation max_length fix and MiniMax-M3-VL load_error fix are unrelated." }, { "left": "pull_request:47150", - "right": "pull_request:47282", + "right": "pull_request:47281", "accept": false, - "reason": "Whisper generation bug vs Mamba2 OOM/test adjustment are unrelated." + "reason": "Whisper generation behavior and GLM46V changes are different code paths." }, { "left": "pull_request:47150", - "right": "pull_request:47281", + "right": "pull_request:47282", "accept": false, - "reason": "Different models and code paths." + "reason": "Whisper generation logic and Mamba2 generation-test tuning are different problems." }, { "left": "pull_request:47150", - "right": "pull_request:47224", - "accept": true, - "reason": "Same Whisper bug: both adjust generation max_length for the same code path, and 47224 carries that same fix inside a broader PR." + "right": "pull_request:47310", + "accept": false, + "reason": "Whisper max_length handling and Gemma3 cache-implementation defaulting are different generation bugs." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Different models and different load-error causes; not the same bug." + "reason": "Both are load_error-style test fixes, but for different models and not the same concrete code change." }, { "left": "pull_request:47266", "right": "pull_request:47281", "accept": false, - "reason": "DeepSeek-V3.2 load test change vs glm46v module change are unrelated." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47266", - "accept": false, - "reason": "Different models and failure modes: Falcon-Mamba output mismatch vs DeepSeek-V3.2 load_error." + "reason": "DeepSeekV3.2 test setup/offload handling is unrelated to GLM46V modular/model changes." }, { "left": "pull_request:47266", "right": "pull_request:47310", "accept": false, - "reason": "Different models/code paths; no shared concrete bug." + "reason": "DeepSeekV3.2 load_error fix and Gemma3 generation-config fix are different issues." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "Different models and fixes: MiniMax-M3-VL load_error vs glm46v refactor/change." + "reason": "Different models and different fixes: MiniMax-M3-VL offload-folder setup vs GLM46V modular/model rewrite." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix is not the same as Mamba2 OOM/max_new_tokens test adjustment." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Different model/test issues with no shared underlying code-path bug." + "reason": "MiniMax-M3-VL load_error/offload-folder handling and Gemma3 cache defaulting are unrelated." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "Unrelated changes in different models." + "reason": "GLM46V model changes and Mamba2 OOM test tuning are different bugs." }, { - "left": "pull_request:47282", + "left": "pull_request:47281", "right": "pull_request:47310", "accept": false, - "reason": "Different failure modes and code paths: Mamba2 OOM/test tuning vs gemma3 cache default fix." + "reason": "GLM46V modular/model changes are unrelated to Gemma3 generation-config behavior." }, { - "left": "pull_request:47280", - "right": "pull_request:47282", + "left": "pull_request:47282", + "right": "pull_request:47310", "accept": false, - "reason": "Different models and different bugs; not mergeable as one duplicate fix." + "reason": "Mamba2 OOM test adjustment and Gemma3 generation-config fix are different code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous, and the only accepted overlaps are supported by shared filenames and matching bugfix intent (edgetam original_sizes handling, whisper max_length handling, and the MiniMax-M3-VL offload-folder workaround). The umbrella PR 47224 is also a reasonable representative because it explicitly includes the edgetam and whisper fixes. No pair acceptance looks overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -27984,7 +28246,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "6cea8079f7e5544555757c2e2fc95d016a567177fad9f5908aea82d9234e4cc0", + "prepared_review_unit_hash": "fb09866cd229f998fa1ae9baae03c4482ed226b5819183dceb7935b064651406", "component_budget": { "node_count": 2, "item_count": 2, @@ -28006,25 +28268,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address chat CLI management endpoints hitting the wrong base, but they do so with different scopes: one mutates the interface base URL globally, the other reroutes specific management calls to the service root. They are related, but not a clear duplicate pair.", - "confidence": 0.79, + "summary": "Both PRs fix the same chat CLI URL-construction bug: management endpoints were being sent to the wrong base when the server URL includes `/v1`. They differ in implementation style, but target the same concrete code path in `src/transformers/cli/chat.py` and the same test area.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47303 is the better canonical PR: it targets the management call path directly and avoids globally rewriting the chat base URL, which is safer for non-management requests.", + "canonical_pr_reason": "47140 is the cleaner, broader fix: it normalizes the chat base URL up front in `RichInterface`, so all management calls inherit the correct service-root URL instead of only patching one request site.", "best_issue_reason": null, - "best_pr_reason": "PR 47303 is the best standalone fix because it keeps inference routing separate from management routing and appears to address the concrete bug with less risk of side effects.", + "best_pr_reason": "47140 is the strongest candidate overall because it addresses the root URL normalization once in the constructor, which is more complete than a single-call reroute and better matches the underlying bug.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", - "accept": false, - "reason": "Related but not the same concrete change: 47140 normalizes the class base URL up front, while 47303 only redirects management requests to the service root. They could coexist, but they are not clearly the same fix." + "accept": true, + "reason": "Accepted: both PRs fix the same service-root vs `/v1` management URL bug in the chat CLI, touching the same path and test file, with only minor implementation differences." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs address the chat CLI management URL base, and both touch the same files. The pair verdict is also conservative enough for a same-bugfix mergeable PR judgment, since the changes are compatible rather than conflicting." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -28047,12 +28312,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "c961a004022998b7e5afc1e23a0359fccff0f1a04b377ff82862863811700d12", + "prepared_review_unit_hash": "244c08209ab59beb5ef76fc83e8564a054d6fc0dc11b439f3888802f4841fb34", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28060,7 +28325,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28069,18 +28334,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one fixes gradient inflation in Trainer label smoothing during gradient accumulation, while the other adds/validates `min_tokens_to_keep` support in `TopHLogitsWarper`. They should not be clustered as duplicates.", + "summary": "The cluster contains two unrelated open PRs: one fixes loss scaling during label smoothing with gradient accumulation, and the other adds/enforces `min_tokens_to_keep` handling in `TopHLogitsWarper`. They do not appear to address the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47261 is the better canonical PR because it has a clear, concrete bug fix, an explicit issue target (#46731), and a narrowly defined code-path change in training loss computation.", + "canonical_pr_reason": "PR 47261 is the better representative because it has a concrete explicit issue target and a narrowly scoped trainer loss-scaling fix tied to one bug report.", "best_issue_reason": null, - "best_pr_reason": "PR #47261 is the strongest representative of the cluster only in the sense that it is more clearly bug-driven and issue-linked; PR #47262 is a separate generation-feature change and not a duplicate of it.", + "best_pr_reason": "PR 47261 is the strongest standalone candidate: it has a clear problem statement, explicit issue linkage, and a focused code-path fix. PR 47262 is a separate generation-API change, not a duplicate of it.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different subsystems and different problems: Trainer label-smoothing gradient scaling vs. logits warper argument validation/behavior. They do not appear to fix the same underlying bug or change." + "reason": "These PRs fix different subsystems and different bugs: trainer label-smoothing/gradient-accumulation loss scaling vs. TopHLogitsWarper min-token handling. They are not the same underlying change and would not plausibly merge into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 17efc5a7963dfa221c1c3b39f3447486475d595c..512b07b9f6622eb285e64b832c3492cc62b285ca 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260716t060036z", + "analysis_id": "hybrid-model-20260716t120054z", "archived_artifacts": { - "hybrid": "snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-16T06:14:08Z", + "published_at": "2026-07-16T12:10:31Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260716T060036Z", + "snapshot_id": "20260716T120054Z", "variant": "hybrid" } diff --git a/snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.json b/snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..c305e7c323fb9da1c8b856a64e3b998237bc9d9e --- /dev/null +++ b/snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.json @@ -0,0 +1,5714 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260716T120054Z", + "generated_at": "2026-07-16T12:10:29Z", + "evidence_quality": "full", + 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evidence." + }, + { + "cluster_id": "cluster-46894-6", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46901 + ], + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47138-4", + "canonical_issue_number": 47138, + "duplicate_issue_numbers": [ + 47139 + ], + "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43451-12", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46196, + 46509, + 46658, + 46836, + 47143, + 47163, + 47181, + 47210, + 47301, + 47304, + 47350 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-12 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44779-5", + "canonical_pr_number": 47017, + "duplicate_pr_numbers": [ + 46580 + ], + "target_issue_number": 45488, + "reason": "PRs in cluster-44779-5 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 47162, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46693-3", + "canonical_pr_number": 47215, + "duplicate_pr_numbers": [ + 46696 + ], + "target_issue_number": 46693, + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46821-3", + "canonical_pr_number": 46834, + "duplicate_pr_numbers": [ + 47363 + ], + "target_issue_number": 46821, + "reason": "PRs in cluster-46821-3 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "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", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958, + 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." + }, + { + "cluster_id": "cluster-47003-2", + "canonical_pr_number": 47096, + "duplicate_pr_numbers": [ + 47003 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47003-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47123-2", + "canonical_pr_number": 47123, + "duplicate_pr_numbers": [ + 47280 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47123-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47138-4", + "canonical_pr_number": 47303, + "duplicate_pr_numbers": [ + 47140 + ], + "target_issue_number": 47138, + "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-6", + "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 + }, + "best_pr": { + "cluster_id": "cluster-43451-12", + "pr_number": 43451, + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 12 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1193.678 + } +} diff --git a/snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..09b833934e83de15690affc2e4a383a30c5082e1 --- /dev/null +++ b/snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,28360 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260716T120054Z", + "generated_at": "2026-07-16T12:10:29Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "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:30277", + "issue:34634", + "issue:34928", + "issue:35308", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:34928|issue:35308", + "issue:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:34928|issue:36331", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638" + ], + "prepared_review_unit_hash": "fff140820f3e9281b9ec5cca6cda5ebc22bec46846015853a1d4622920262500", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 56, + "serialized_chars": 44521, + "estimated_input_tokens": 11131, + "estimated_eval_tokens": 22518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: only a few soft pairs look like true duplicates, while most are just same-subsystem or same-model-family reports. I accepted the clearly matching issue duplicates and rejected the rest.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44805 is the best single representative of the recurring tensor-shape/mask/index runtime-error theme, but the overall set is too mixed to treat as one true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44805 is the strongest general representative of the closest technical cluster (runtime shape/index mismatch failures), even though many other items here are unrelated bugs or docs issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failure modes and code paths: missing config attribute in Qwen3.5 vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend issues: AMD GPU device-map failure vs MPS histogram op not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and symptoms: image-preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention mismatches, but one is autocast dtype mismatch and the other is an AMD GPU runtime failure; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "GPT-OSS on AMD GPUs and a broken Nemotron example are unrelated issues." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and errors; no shared concrete bug path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Collective mismatch under DeepSpeed ZeRO-3 is unrelated to ModernBERT ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model/export related, but one is ONNX export and the other is an FP8 config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and Qwen3 device-mapping cuda assert are different problems." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "A task crash and outdated RAG docs are not the same underlying issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": true, + "reason": "Both are v5 docs cleanup issues about removed commands/tasks and look like the same documentation change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training-with-remote-code are different training workflows and failures." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training trust_remote_code issue is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both involve mismatches, but one is a mask/index tensor error and the other is a Gemma4 device placement bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Similar error wording, but one is ZeRO-3 Bert index-out-of-bounds and the other is a mask-shape mismatch; not the same concrete bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert initialization failure is unrelated to resume-training trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/shape failures, but the BERT ZeRO-3 zero-sized tensor bug is distinct from the mask-shape mismatch bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index mismatch is unrelated to Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model behaviors: generic tensor mismatch vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:43039", + "right": "issue:46165", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and resume-training remote-code issues do not share a concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save/load mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime error and LoRA weight merge divergence are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class error are different model-loading problems." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Both are multi-GPU training issues, but activation-checkpointing/FSDP tensor recomputation is not the same as iterable-dataset length crashes." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Weight-2D training error and ZeRO-3 collective mismatch are separate DeepSpeed failures." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and backends; dtype mismatch in Mistral-3 is not YOLO device-map auto failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation bug is distinct from tensor mask/index mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op limitation is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP recomputed tensor-size mismatch and compute_loss signature change are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5 MoE rotary embedding, but one is CPU-offload incompatibility and the other is uninitialized-memory materialization; not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: BERT ZeRO-3 index error vs GPT-OSS MoE TP bug." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Same as above; unrelated code paths and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 and invalid method call in GraniteMoEHybrid are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are different model-specific issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and failure modes; no shared bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error with vLLM and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch/transformers incompatibility around torch 2.4.1." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4, but one is device mismatch in forward and the other is an expensive reverse-embedding lookup; different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is not the same as a Qwen-3 NVFP4 runtime issue." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different training/device-map contexts; not one underlying defect." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is distinct from Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different runtime errors." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram limitation are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram error." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and TRL SFT unpacking issue are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and distinct failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel issues are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and TRL SFT embedding unpacking do not share a concrete fix." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 zero-sized index error and BERT ZeRO-3 zero-sized index error are similar-shaped but appear to be different model-specific failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The accepted soft pairs (44509/44512 and 45800/46515) are plausible same-bug or same-change matches, and the rest of the rejections are appropriately cautious. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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" + ], + "prepared_review_unit_hash": "274117d3298e5a6e07d246c512e079a43e60b940d6b8a64259fe05f20067c2db", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated issues spanning docs, model loading, distributed training, and model-specific runtime errors. The only likely duplicate pair is the two AutoTokenizer v5 regression reports about wrong token IDs.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest, most representative bug report in the cluster: it describes the same AutoTokenizer v5 regression across multiple model families, which subsumes the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best represents the cluster\u2019s one clear duplicate theme because it is the most general tokenizer-regression report and has supporting references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they cover different outdated references and do not describe the same concrete change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE-related failures with different error paths: autocast dtype mismatch vs an MPS int histogram limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy being called is not the same bug as a torch.autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch in DeepSpeed ZeRO-3 is unrelated to a CustomTrainer method signature change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "An AMD GPU runtime failure for GPT-OSS is unrelated to outdated RAG examples docs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different issues: Liger Kernel cross-entropy call vs a mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/version incompatibility is not the same bug as a USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "A vLLM model-loading failure is unrelated to the PyTorch distributed build regression." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing text-encoder weights are different failure modes and likely different causes." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-map cuda assert are distinct model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are separate docs corrections for different deprecated/changed API references." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3, but the model-loading index error for Gemma3 and the BertModel case are not clearly the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "A GPU/model runtime issue and a table-question-answering crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Missing Float8 storage support is not the same underlying problem as the distributed-off build regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy being invoked is unrelated to a Qwen3-vl video/template StopIteration issue." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different model-specific code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping forward mismatch is unrelated to a video apply_chat_template feature/token count mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility for a different model family." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code compatibility breakage is not the same as the PyTorch distributed-off regression." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "IterableDataset multi-GPU crash and a generic 3d_parallel.py failure are too underspecified and not clearly the same bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same underlying v5 AutoTokenizer regression producing wrong token IDs across model families; they are plausibly one fix." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH checkpoint loading failure are different problems, not a shared code-path bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to outdated RAG docs." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params compatibility is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Although both mention sliding_window, one is a Gemma3 config attribute error and the other is a Qwen3-MoE sliding_window issue; they are not the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch in one issue and BertModel ZeRO-3 index error in the other are similar only superficially." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading failure for GLM-4.7-Flash is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig regression are different compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Mixtral grouped_mm torch dynamo tracing error and Sam3 bf16 compilation regression affect different models and code paths." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative and matches the packet: most pairs are clearly unrelated by title, and the only supported likely duplicate is 45812/45920, both about the same v5 AutoTokenizer wrong-token-ID regression across model families. No PR-mergeability issue here since these are issue pairs, not pull requests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:43792", + "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:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:45399|issue:46661", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43296|issue:43366", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:46640|issue:46661", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399" + ], + "prepared_review_unit_hash": "86c12a2b1937da4e9738651e7b8ee3080c98a0cdff9442da5cec0ae3b938a358", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39554, + "estimated_input_tokens": 9889, + "estimated_eval_tokens": 20034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of distinct Transformers regressions and model-specific failures (remote code, dtype/device mismatches, quantization, video/chat template bugs, FSDP/ZeRO-3, etc.). The titles do not indicate a single underlying bug, so the soft links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella ('Recent transformers versions break models using `remote_code`') and is the closest thing to a cluster hub, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best representative issue because it covers the widest compatibility-regression surface, but the cluster remains heterogeneous rather than a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 chat crash vs streaming API failure on Qwen3.5-0.8B; related family, not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are loading/runtime compatibility issues, but one is DeepSpeed ZeRO-3 index error and the other is a torch/Transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model load/run failure is not the same as the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different code paths: torch dynamo tracing on Mixtral vs multi-GPU device-map YOLO loading." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "`init_empty_weights` / `_is_hf_initialized` TypeError is unrelated to table-question-answering crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Gemma4 device-mapping mismatch are different model/version bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 config attribute access." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure is unrelated to the MPS MoE histogram kernel error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral tracing/grouped_mm failure is a different path from the MPS histogram op issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/runtime issues, but one is torch dynamo tracing on Mixtral and the other is an autocast mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Un-tied lm_head weights in Mistral3 is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn2 fallback gating and remote-code model_class.config_class errors are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index/shape failures, but one is mask-vs-tensor length mismatch and the other is zero-sized tensor indexing." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "General torch/Transformers incompatibility is not the same as Gemma4 device mismatch during forward." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` constructor mismatch is unrelated to Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Similar indexing-shaped errors, but one is a mask/tensor mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure is not the same as GGUF gpt-oss architecture support." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 dtype mismatch in image preprocessing is unrelated to Sam3 bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Qwen3.5 streaming API failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support request is unrelated to chat/completions streaming failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument when loading with `init_empty_weights` is different from pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization memory regression is not the same as tied-weights issues in translation models." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are different subsystems." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to compilation regression in Sam3." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal models, but one is dtype mismatch and the other is video token/feature count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/Transformers version incompatibility are overlapping in theme but not the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing errors, but the reported shapes and contexts differ; no evidence of one root cause." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both hit Qwen multimodal video paths, but one is a v5.3 regression across multiple variants and the other is a chat-template video feature/token mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 text embedding quality issue is not the same as the AutoModel/pipeline nonsensical-results report." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU loading are unrelated." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue is unrelated to remote-code model_class/config_class failures." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve composite Qwen 3.5/3.6 models, but one is from_config text_config unwrapping and the other is uninitialized memory after materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero-3 init indexing failure is unrelated to resuming training with local model plus trust_remote_code." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/text paths: image-preprocessor dtype mismatch vs embedding unpacking in TRL SFT." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression is unrelated to flash-attn2 fallback checks." + } + ] + }, + "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": 27, + "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:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:43873|issue:45005", + "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:46489|issue:46491", + "issue:39692|issue:43054", + "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": "9cb4588b8d14b971ff90d44a7a525656d20fba3464d2caf27ccb37a2b73cd072", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "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": "Most items are unrelated bug reports, but there are a few clear duplicate-style groups: non-persistent buffer regression, Qwen3 offloading save failures, Gemma4 quantized embedder dtype casting, cache seq_length return-type bugs, and a Mamba2 recurrence regression.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #43950 is the clearest canonical for the non-persistent-buffer regression: it is explicit, specific, and matches the closely related follow-ups #44534 and #45902.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the strongest representative issue overall: it describes a concrete v5 regression with a clear failure mode and directly captures the shared bug behind the closest duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different failures and model families; both mention bad evaluation outcomes, but not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code loading, but one is a cache-path collision and the other loads the wrong custom module after save/load; different root causes." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different quantization/attention issues with no shared concrete failure mode." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head bug while the other is a broader translation-model regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion vs docs about the removed run command; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as stale docs about the removed run command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior vs tied-weights regression; different code paths." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU IterableDataset crash and CustomTrainer compute_loss signature mismatch are separate training issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern validation errors, but the titles point to different specific bugs and code paths." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different tokenizer/model failures; no clear shared underlying bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are distinct problems." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Training crash with IterableDataset vs FP8 quantization failure; unrelated." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer issues, but one is DeepSeek-Coder v1 incorrect output and the other is a CodeLlama space-stripping regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc-example errors and poor text embedding quality are different issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in v5; both describe junk-filled non-persistent buffers." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss signature mismatch vs ZeRO-3 loading failure; unrelated." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Both describe the same Mamba2 recurrence/use_cache bug; the NemotronH issue explicitly says the Mamba2 fix was not propagated." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption regression." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both mention multi-GPU, but one is Qwen2-VL training and the other is an IterableDataset crash." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/float8 compatibility failures." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "#46932 is a direct follow-up to the same Gemma4 quantized vision/audio embedder dtype-casting bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "General tokenizer regression vs a specific DeepSeek-Coder v1 tokenizer bug; not the same concrete issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs broad tokenizer-version change; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too different to merge." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same offloading save failure for disk-offloaded Qwen3 models; only the model variant differs." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch vs RLHF NaN explosion from 3D position_ids and SDPA fallback; different failures." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same get_seq_length contract regression: one returns a shape-(1,) tensor, the other a device tensor that breaks slice arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression; #45902 is a specific manifestation via uninitialized inv_freq after to_empty()." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is text-embedding quality and the other is HF-vs-JAX implementation discrepancy; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge decisions are conservative overall. The accepted pairs all have clear title-level evidence of shared bug families, while the rejected pairs mostly involve different models, symptoms, or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:41553|issue:43883", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "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": "0d76c1eee0d2d2800431d1db11cc683f9856ef1a94ae40e9a7c67199db0900d0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37497, + "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 heterogeneous, with two real duplicate pairs standing out: a v5 docs cleanup around removed pipeline tasks, and a DeepSeek tokenizer regression affecting tokenization output. Most other pairs are related only at a broad subsystem level and should stay separate. No PRs are present.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45488 is the best representative concrete bug in the set: it describes a clear tokenizer regression with a plausible duplicate in 46489, while the rest of the items are separate, model-specific or documentation issues.", + "canonical_pr_reason": null, + "best_issue_reason": "45488 has the clearest, most actionable underlying failure mode and the strongest duplicate signal among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5/MoE-related failures, but one is a Flash Attention memory crash and the other is a CPU-offload incompatibility in rotary embedding; different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different Gemma/Qwen model bugs: FSDP2 KeyError from per-layer state rebuild vs uninitialized-memory access after meta-to-empty materialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention training inefficiency, but one is gradient checkpointing ineffective with LoRA and the other is increased CUDA reserved memory under int4 quantization; separate bugs." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure for ScandiBERT; not the same underlying issue." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Unrelated failures: DeepSpeed weight shape error vs early-stopping metric lookup/disablement." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug and AMD GPU support failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading complaints, but they concern different models and different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote-code loading, but 43643 is about missing fields in AutoConfig return values while 45020 is a broader regression report; not clearly the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 index error and Qwen3Moe FP8 failure are different model-specific bugs." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different symptoms and likely fixes: LoRA gradient checkpointing issue vs MoE training memory usage regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for a specific model vs flash-attn fallback being blocked by checks; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different problems: AutoTokenizer load error for Voxtral vs missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a Qwen VL class and a bitsandbytes Int8Params incompatibility are separate issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different device/backend bugs: MPS histogram int failure vs Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error and GLM5 loading are different model-loading failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regression and Gemma4 PLE device mismatch are not the same underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like failure in tokenizer mappings is a different code path from generic remote_code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Gemma4 device mismatch are separate model/runtime issues." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failures: Voxtral tokenizer loading vs glm-4v-9b loading." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is generic remote-code breakage and the other is a Kimi-K2.5 tokenizer codec/fix_mistral_regex issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility/config warning on Qwen3 MoE is not the same as a tie-word-embeddings warning on Qwen3.5-27B." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different hot paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor 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 related only broadly; not the same concrete bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in v5: tokenizer output is corrupted by the LlamaTokenizer pre-tokenizer handling." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote-code models, but one is a broad regression report and the other is a specific config_class AttributeError; insufficient evidence of one fix." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both say removed v5 pipeline tasks (summarization/translation/text2text-generation) are still referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different from-pretrained regressions: untied lm_head weight vs non-persistent buffer corruption." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are different model-specific issues." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "They share a high-level 'double-shift' pattern, but they are different model families with no clear evidence of the same exact code path or one merged fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are stated conservatively. The non-duplicate soft-edge calls also stay within the evidence shown (mostly distinct model/failure-mode combinations). No PR-pair issue applies here because 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": 27, + "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:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:43716|issue:46468", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "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:41553|issue:44488", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43645|issue:43646" + ], + "prepared_review_unit_hash": "c7f8cdbe936519dd00e928c1ec14095da574fc174a1e8e482e0850709453e928", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated bug reports. The only clear duplicate pockets are the Transformers 5.0.0 custom model initialization regression and the repeated deepspeed/BERT zero3 out-of-bounds initialization error; most other pairs are too model- or subsystem-different to merge as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest clean representative of the duplicate cluster around Transformers 5.0.0 custom model initialization breaking; it subsumes the notebook-specific variant in issue:43645.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best captures the underlying regression with the clearest, most general title and is the strongest duplicate-anchor among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are Whisper/audio-related, but the titles point to different failure surfaces and the evidence is not enough to prove the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed/Qwen3, but one is weight conversion during load and the other is GAS gradient averaging; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected kwarg in Trainer vs tensor/mask shape mismatch; unrelated errors." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective LoRA behavior and the other is a missing capability flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Similar DeepSpeed ZeRO-3 loading complaints, but the model targets and reported failures differ too much to treat as the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; only broad symptom similarity." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen regressions, but one is a broad v5.3.0 input regression and the other is a specific StopIteration path." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs image processor void segmentation maps; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError symptom and same mask/tensor shape-mismatch failure pattern; likely the same underlying bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: RLHF/position_ids BF16 instability vs flash_attention s_aux handling." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failure modes; only both are loading/training issues." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading problems, but NemotronH checkpoint loading and Sam3 text encoder weight loading are distinct." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support request vs autocast dtype mismatch in Phi-tiny-MoE; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support vs Qwen3-MoE sliding_window issue; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3 Bert out-of-bounds init bug vs torch 2.4.1 incompatibility; too broad and unspecific." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position-id internals, but one is a Qwen2.5-VL scaling bug and the other is uninitialized memory after meta materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated model-support request vs Float8 storage lookup failure." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Specific zero3 Bert init out-of-bounds bug vs generic torch incompatibility; not the same issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 per-layer state bug and the other is a device_map forward mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio model paths: batched inference token leak vs Whisper empty transcription handling." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch vs Qwen video StopIteration; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 config failure vs meta-device loading regression; different failure modes." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import for a specific VL class vs general meta-device loading regression." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption vs Kosmos2.5 long OCR index error; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the models and error patterns are different." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure vs gpt-oss GGUF support; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video input regression vs MPS histogram not implemented for Int in MOE; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom model initialization regression; 43645 is just the notebook-specific phrasing of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The accepted soft pairs are conservative and well-supported by the titles: issue:41093 \u2194 issue:44805 are essentially the same mask/tensor shape-mismatch IndexError, and issue:43645 \u2194 issue:43646 are clearly the same Transformers 5.0.0 custom-model initialization regression. The broader summary stays cautious and does not overclaim mergeability for the other pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:43645", + "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:45812|issue:46489", + "issue:45823|issue:46515", + "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:43644|issue:44534", + "issue:41720|issue:42915", + "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", + "issue:39692|issue:43994", + "issue:43644|issue:43645" + ], + "prepared_review_unit_hash": "0bc91e7deebe0b76c2fcf16fe95942e9c460a684bd84d212539f8826ca32c12a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37246, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues, with a few true duplicates around SigLIP2 outputs, Gemma4 4-bit multimodal casting, and non-persistent buffer handling in v5.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 38175 is the clearest representative of a real duplicate pair: 43994 describes the same SigLIP2 base model producing bad/zeroed outputs under the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "38175 is the best single issue to anchor the cluster because it is specific, early, and has the strongest same-bug duplicate in 43994.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen-related embedding behavior, but the reported failures and code paths differ: video StopIteration vs SFT trainer unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "These are different torch-version incompatibility reports with different failure modes and likely different root causes." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attention packed-sequence handling vs static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different attention paths; not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both mention PEFT/gradient checkpointing, but one is ineffective checkpointing and the other is a DeepSpeed ZeRO-3 CheckpointError." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same underlying fix." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is unrelated to a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping utility failure is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and different model/input paths; not a duplicate." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same underlying bad-output bug; 43994 is a later manifestation of the same issue." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they concern different models and validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 Bert indexing failure is unrelated to tokenizer mapping-name handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: Bert Zero3 init indexing vs tokenizer mapping-name edge case." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No shared code-path or bug; one is tokenizer helper logic, the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading issues: qwen3_moe LoRA compatibility vs BitNet packed-weight unpacking." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe the same Gemma4 multimodal 4-bit quantization/dtype-cast bug affecting audio/vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload loading and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but 39692 is a docs/example and quantization issue, not the same bad-output bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent buffer junk regression in Transformers v5, just phrased differently." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-family, but auto device mapping cudaErrorAssert and FineGrainedFP8Config failure are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "No meaningful overlap beyond being runtime failures." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA model compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention/generation failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they are separate repos with no clear shared root cause from the titles alone." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel linear_attn plan gaps are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and Nemotron example breakage are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading and the other is from_config initialization/config staleness." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but 39692 is a docs/example mismatch plus quantization failure, not the same inference bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Buffer-junk regression and Jupyter custom-model initialization failure are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted duplicate pairs are plausibly supported by the titles/body context: 38175\u219443994, 45672\u219446899, and 43644\u219444534. The rejected soft edges are generally cautious and do not overclaim shared root cause from 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": 27, + "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:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "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:44488|issue:44991", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:46897|issue:46901", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:44291|issue:44756", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:43335|issue:45663" + ], + "prepared_review_unit_hash": "331d8652d397438e0f87b319754c870cc9e7465e245288ade2b63726c70bf27d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37173, + "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 issue reports with no strong duplicate pair; the closest themes are tokenizer/loading regressions, quantization/offload problems, and model-specific generation bugs, but they appear distinct.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the strongest representative issue in the set: it is active, detailed, and has the highest inbound-reference/discussion signal, while the rest are mostly narrower model- or feature-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue candidate because it is broadly framed, well-discussed, and has the clearest evidence of ongoing user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE loading/conversion vs GLM-4.7-Flash test loading." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different model families and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory use; the other is quantized offloading behavior. Related area, not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different architectures and symptoms: Qwen3 MoE HF4.x/HF5.x incompatibility vs T5Gemma resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model loading bugs on different models; no evidence of a shared concrete code path." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility issue is unrelated to a resize_token_embeddings/output_embeddings bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps math is unrelated to optimizer argument handling." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is MoE training memory usage and the other is int4 reserved-memory/OOM regression." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is a model-specific report; the other is a save/load regression for sinq-quantized models." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and model families." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state is a different bug from init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings, but they are model-specific embedding update bugs in different architectures." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Similar double-shift symptom, but they are distinct model reports without evidence of one shared implementation bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes in different entry points: chat handling for Qwen3.5-35B vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading failures are separate issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is a vocab-size/token-placement mismatch; the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized during empty-weight init is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map cuda assert is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention KeyError and Qwen multimodal text_config unwrapping are different code paths." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve attention code, but one is a packed-sequence interpretation bug and the other is an s_aux=None crash in sink-less models." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but they are model-specific omissions rather than the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to a GLM5 model-loading report." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Shared quantization/memory theme only; the specific failing behavior and likely fix are different." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA is unrelated to a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Gemma4/Gemma3.5 code paths and symptoms; not the same offload bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment is a general container issue, while the VideoPrism report is model-specific output wiring." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both concern quantized model loading, but NVFP4 and MXFP4 failures are distinct." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 token leak and Gemma4 device mismatch are unrelated bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language failure are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap/OOM are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to Gemma4 FSDP2 attention state rebuilding." + } + ] + }, + "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": 27, + "review_unit_index": 9, + "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:39404", + "issue:42796", + "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:44805", + "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:44863|issue:46468", + "issue:44387|issue:44756", + "issue:44479|issue:44877", + "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:45292|issue:45335", + "issue:43425|issue:47228", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "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:43611|issue:43645", + "issue:39404|issue:45701", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44479|issue:44805", + "issue:44589|issue:45084" + ], + "prepared_review_unit_hash": "b0e5def965e77e5a4c79f08198dfba5e1e3d3956b36d1b363adcee15c1ea12de", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: most items are unrelated regressions across different models and subsystems. The only clear duplicate subcluster is `resize_token_embeddings` not propagating to model-specific output embeddings, plus one likely shared training-loss double-shift pair.", + "confidence": 0.71, + "canonical_issue_reason": "`issue:45292` is the broadest and most central report in the only clear duplicate subcluster: it names the generic `resize_token_embeddings` propagation bug, which the Gemma4 (`45276`) and T5Gemma (`45335`) issues appear to be model-specific manifestations of.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best global issue to anchor this cluster because it captures the shared underlying embedding-resize bug at the right level of abstraction, while the rest of the items are too disparate to serve as a single canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same model family, but different problems: one is checkpoint loading, the other is a broken official example." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth vs mmap behavior on Strix Halo." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems and failures: video-input regression vs strict config loading for `granite_speech`." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` is not propagating updated embeddings/output heads, with `45276` being a Gemma4-specific manifestation of the generic `45292` report." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both are training/runtime issues, but one is gradient checkpointing in eval mode and the other is an RLHF NaN/SDPA fallback problem." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "One is a loading bug with `torch.device(\"meta\")`; the other is a save/offloading bug. Different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` serialization and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE-marker handling and the other is `continue_final_message` behavior for `mistral_common` tokenizers." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different failures in different areas: flash-attention `s_aux=None` crash vs Gemma4 FSDP2 `shared_kv_states` KeyError." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-specific regressions: GLM-4.7-Flash loading in tests vs Qwen3.5 checkpoint saving." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom models, but one is read-only file permission propagation and the other is wrong custom-module resolution." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization breakage is different from `extra_state` save/load handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same concrete bug class: `resize_token_embeddings` fails to update model-specific output embeddings/decoder embeddings; `45335` looks like another manifestation of `45292`." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both involve Torch compatibility, but they are different regressions with different versions and failure modes." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization breakage and Trainer checkpoint-resume `max_steps` miscalculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model-loading issues for different models; no shared failure mode is evident." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Both mention Torch/dtype compatibility, but one is a version incompatibility and the other is an autocast dtype mismatch on a specific model." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "These describe the same training-loss double-shift bug pattern: both models are training against labels shifted one step too far, so one fix could plausibly address both." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "One is a slow `convert_tokens_to_ids` regression; the other is a CodeLlama encode/decode whitespace bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are different tokenizer regressions." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Both mention compilation/runtime errors, but the concrete problems are different: invalid attention group type vs non-template nodes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code-path failures." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 custom-model regressions, but one is base_model_prefix loading and the other is notebook-based initialization; not the same concrete bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline breakage and tokenizer version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility and Mistral-3 image preprocessor/model dtype mismatch are different regressions." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline `return_language` and `from_pretrained` inside Python classes are unrelated behaviors." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape `IndexError` are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the non-template-node compilation error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The accepted duplicate pairs are supported by the issue titles, especially the `resize_token_embeddings` trio and the training-loss double-shift pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "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: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:44462", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45479", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "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:46050|issue:46326", + "issue:43906|issue:44530", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:45479|issue:46894", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:36032|issue:42915", + "issue:43299|issue:43931", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:46285|issue:46402" + ], + "prepared_review_unit_hash": "bf624d18f0055eda4c80bb3fd79446ed790de21dd14cf160e1c4f96f4d7248c8", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers regressions with a broad theme of v5 loading/tokenizer/model-compatibility breakages. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43611 is the broadest and most representative cluster item: a clear Transformers v5 model-loading regression with wide downstream impact, and it aligns with many of the other v5 compatibility reports in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single representative issue because it describes a concrete, broadly impactful loading regression rather than a niche model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "One is a pipeline docs mismatch; the other is a separate docs issue about removed v5 tasks. Same documentation area, different problem." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "Different model families and failure modes: perplexity regression vs Metal quantization batched generation corruption." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: SigLIP2 inference quality issue vs ModelOutput key assignment logic." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer attribute conflict on T5 vs gguf_file handling in from_pretrained; not the same code path." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Both are loading/saving related, but one is extra_state serialization and the other is composite Qwen config unwrapping; distinct bugs." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Export failure in torch.export versus a Perceiver interpolation/load bug; unrelated symptoms and fixes." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption is different from mistral_common continue_final_message behavior." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated repro of an older issue vs a cache crash on Qwen3.5; not the same underlying defect." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These concern different tokenizer/runtime behaviors and do not share a concrete failing code path." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but one is EMBEDDIA/est-roberta and the other is Mistral regex patching with a backend_tokenizer attribute error." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM predictions vs tokenizer load failure; different subsystems and symptoms." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback on gpt-oss-20b." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal models, but one is a device-map forward mismatch and the other is unsafe dtype casting in 4-bit embedders." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Extra_state serialization and TimesFM window_size AttributeError are separate loading/runtime issues." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "OOM mitigation for mmap on Strix Halo is unrelated to disk-offloaded model save failure." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Same loss-shift pattern category, but these are different model implementations and likely need separate fixes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel indexing failure is unrelated to compiled flex_attention breaking on newer torch." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer load failure for a specific model vs a separate transformers>=5.1.0 load failure on another repository." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: missing model load for cjvt/sleng-bert versus Mistral regex patch backend attribute error." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized regression is a Transformers v5 internal flag issue; Canine ONNX export dtype mismatch is unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Same general double-shift pattern, but this is Florence2 rather than the other model-specific issue and is not clearly one bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated loader issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL-30B-A3B weight-shape mismatch are related to the same model family but are different concrete failures." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is not the same as Metal quantization batched generation corruption." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; different fixes." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling is a tokenizer issue; lm_head weight tying in Mistral3 is a model-head loading bug." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder tokenizer output corruption are distinct tokenizer paths and fixes." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text encoder weights not loaded are separate model-architecture regressions." + } + ] + }, + "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": 27, + "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:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "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:44403", + "issue:44451", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46326", + "issue:46661", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:44451|issue:44987", + "issue:43873|issue:47331", + "issue:43541|issue:45084", + "issue:39404|issue:44671", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:36032|issue:43645", + "issue:43644|issue:43646", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "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", + "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43646|issue:44534" + ], + "prepared_review_unit_hash": "e885e3f93172b1c473a6cdb703ebaff62e9515b07b3897bde980b3ce8150a3ae", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct Transformers regressions across different models and subsystems. No soft pair looks like a confident same-bug duplicate, so I reject all of them and keep the broad offloading/quantization report as the best anchor among the set.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it is open, heavily discussed, and has the most inbound references, so it is the best anchor for any offloading/quantization duplicates in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest global issue candidate because it has the highest apparent impact/signals and covers a recurring subsystem theme more broadly than the more isolated model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: image preprocessor/model dtype mismatch vs a compile-time non-template-node error." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping/name handling vs compiled flex_attention failing on newer torch; separate code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but on different models and likely different loader/tokenizer paths." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both involve quantization/offload, but one is a broad offloading problem and the other is a Metal batched-generate corruption bug in affine_qmm_t." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is not the same as the non-template-node compilation error." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language-return behavior and CamemBERT masked-LM prediction regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen-family failures: FineGrainedFP8Config vs PagedAttentionCache linear_attention group-type crash." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Remote-code config field loss is a different bug from the Qwen3.5 cache/group-type crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and tokenizer post-processor update behavior are separate issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal fine-tuning with multiple images and mistral_common continue_final_message are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting bug is unrelated to the iterable-dataset multi-image failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is not the same as custom model initialization in notebooks." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but non-persistent buffer junk and custom model initialization are different symptoms and likely different fixes." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are different model-specific device bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend inclusion and invalid backend mapping are distinct backend-related failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The titles suggest related audio code, but not the same concrete bug or identical failing code path." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but for different models and likely different loader failures." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loading issues, but one is a general AutoTokenizer/AutoModel breakage and the other is a model-specific v5 failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method-call are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and kernels 0.16 incompatibility are different issues." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "AppleSilicon caching allocator warmup and Metal batched-generate corruption are different subsystems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one ignores skip_special_tokens in batch_decode while the other fails on empty transcription after align_special_tokens." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Local-checkpoint PEFT loading for GraniteSpeech and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Metal quantized batched generation corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM, but they describe different training/runtime bugs and not one shared concrete defect." + }, + { + "left": "issue:43317", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model offload loading and gguf_file loading failure are different failure modes." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in notebooks and remote-code model_class/config_class errors are different bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and the Mistral regex patch AttributeError are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer junk are both v5 regressions but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "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:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45923", + "issue:45987", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:44265|issue:44610", + "issue:44464|issue:45987", + "issue:36032|issue:41720", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43531|issue:44877", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43883|issue:44488", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:45216|issue:45357", + "issue:44220|issue:44683" + ], + "prepared_review_unit_hash": "eb4fefbaa6bc31c5f67a70b654e39c4f187d83a61ef4012c04573216379983a6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous grab-bag of unrelated closed issues across training, tokenizers, multimodal loading, generation, serialization, and runtime compatibility. The only clear duplicate-looking pair is the Qwen3.5 `save_pretrained` regression reports; the rest are different bugs and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45216 is the best canonical issue because it is the earlier, broader report of the Qwen3.5 `save_pretrained` checkpoint corruption; issue:45357 reads like a later, narrower follow-up on the same serialization bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative of the only true duplicate pair and has the clearest, broadest bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: Whisper runtime failure vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated bugs: FineGrainedFP8Config on Qwen3Moe vs a template-node compilation error." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are multimodal/model bugs, but the concrete code paths differ: padding-mask batching vs DAC latent conversion/STE." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loading failures in different subsystems: a model load regression vs Mistral regex patching/backend tokenizer access." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Training early-stopping metric lookup and TrainerState token counting are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen3.5 bugs: hidden-state output regression vs Qwen2.5-VL rope-position scaling." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in a specific model class while the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Separate initialization/compatibility problems: FP8 config failure vs `_is_hf_initialized` argument handling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict and a MobileLLM key error are different load-time bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model-specific issues: SigLIP2 bad outputs vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to loading `physical-intelligence/fast`." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failures: ScandiBERT loading vs Mistral regex patch crash." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma family bugs: variable-name collision in forward vs unsafe dtype casting in quantized multimodal embedders." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "A missing model capability flag is not the same bug as PEFT + DeepSpeed ZeRO-3 checkpointing failures." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Torch export failure on `torch_compilable_check` is unrelated to processor/model input-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is a different path from `StaticCache.get_seq_length()` returning the wrong type." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer-loading conflict and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen/LLaVA multimodal issues, but one is a segmentation fault on model load and the other is a video-input processing ValueError." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage support are different compatibility problems." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen vision/video regressions, but one is a broader video-input regression and the other is a specific still-image temporal position bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Granite speech config loading are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same as an incorrect cache-length return type." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 `_is_hf_initialized` breakage and TimesFM `window_size` attribute errors are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch-version incompatibility is unrelated to noisy transformer loading output." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on Molmo and loading failure for `cjvt/sleng-bert` are different bugs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding-window behavior are not the same code-path problem." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 `save_pretrained` serialization regression; 45357 is a later report of incorrect visual-encoder keys in the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue and compiled `flex_attention` failure on newer Torch versions are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:45216 vs issue:45357, is well supported by their shared Qwen3.5 save_pretrained serialization theme and the later/narrower wording of 45357. The remaining verdicts are framed as different bugs or code paths without overstating evidence from the titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:43872|issue:44291", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:43883|issue:44991", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44509|issue:46909", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:43611|issue:43646", + "issue:43377|issue:45491" + ], + "prepared_review_unit_hash": "5eb7d9a4d852acb99478326b0f7133da557c6490e9689cd3d503b6413b23efb8", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are broad thematically similar regressions but not the same concrete bug. The only clear duplicate is the `_is_hf_initialized` loading regression reported in the bitsandbytes/init-empty-weights issues.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44291 is the clearest, most specific report of the shared `_is_hf_initialized` regression, with an explicit failure mode and version range; issue:43872 is a broader manifestation of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the strongest representative issue because it pinpoints the exact loading-path TypeError and is easiest to act on.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` / `init_empty_weights` loading incompatibility; one is a broader bitsandbytes report, the other the concrete TypeError reproduction." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both involve Transformers v5 regressions, but one is model-loading/base_model_prefix and the other is non-persistent buffer contents; different bugs." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions, but one is tokenizer loading failure and the other is convert_tokens_to_ids performance; not the same code-path bug." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they affect different models/components and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise vs tokenizer loading failure; unrelated symptoms and fixes." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions for different models: Granite wrong IDs vs CodeLlama space round-trip loss." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs PEFT adapter checkpoint loading; unrelated bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing issue vs missing supports_gradient_checkpointing flag; distinct problems." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both Qwen2-VL training issues, but one is multi-GPU training and the other is iterable dataset/multiple-image failure; not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both mention Transformers v5 loading breakage, but one is `_is_hf_initialized` while the other is Float8 storage resolution; different failures." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS vs Whisper batch_decode skip_special_tokens; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized compatibility vs mmap/OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs Float8 storage lookup error; different underlying issues." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys attribute vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker issue vs model accuracy regression after upgrade; too different." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL iterable dataset/multi-image finetuning; different code paths." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs `_is_hf_initialized` loading incompatibility; distinct bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure vs missing pad_token_id on Llama4Config; different model/config regressions." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update behavior vs add_special_tokens BOS/EOS handling; similar area but not the same concrete defect." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend dependency issue vs tensorboard-without-TF backend error; both backend-related but not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer/tokenizer resolution, but one is ignoring tokenizer.json and the other is wrong Granite token IDs; not enough to treat as the same bug." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Docs about removed pipeline tasks vs a broken DIA example; both documentation issues, but different content." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL loading failure vs TimesFM window_size AttributeError; different models and failures." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging vs model loading in vLLM; unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling vs non-persistent buffer junk; different internals." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device_map auto/offload loading failure vs Qwen3 MoE training memory inefficiency; not the same issue." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF/v5 loading regression vs CLIPTokenizer model_max_length bug; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Batch-vs-single MIMI encoder mismatch due to padding masks vs Gemma3 NaN embeddings from sliding-window all-padding windows; different models and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted 43872/44291 pair is well supported by the shared `_is_hf_initialized` unexpected-argument failure mode, and the remaining pairs are reasonably left unmerged because the titles point to different bugs or code paths rather than the same concrete defect." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43454", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:45923", + "issue:46209", + "issue:46402", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45834", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:43818|issue:45357", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:44291|issue:44877", + "issue:44829|issue:45479", + "issue:40444|issue:47217", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:41553|issue:43582", + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "ea92322fe33d5d297d255a14d5b5a00661aad33039fe4916e3930e55f44859cb", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a broad mix of unrelated bug reports across different models and subsystems. I don\u2019t see any pair that clearly describes the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "If forced to pick one issue as the cluster anchor, issue:43873 is the most central by activity and inbound references, and it\u2019s the only open, broadly scoped issue in the set. It is not a duplicate of the others, though.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it has the strongest discussion/inbound-reference signal and spans a broad inference/offloading topic. It is the most plausible anchor for triage, even if not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA architecture/weight-sharing issue vs Sam3 text encoder loading regression." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization bug is unrelated to ModelOutput key assignment when a previous key was None." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling bug is unrelated to Kosmos2.5 long OCR input index overflow." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different VL training/input bugs: iterable dataset with multiple images vs video input vision_position_ids regression." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 HF/JAX implementation discrepancy is not the same as nonsensical AutoModel/pipeline outputs for the same checkpoint." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 visual encoder key serialization in save_pretrained." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL video/position ids, but one is about still-image temporal scaling and the other about video vision_position_ids; not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head tying/loading issue is distinct from v5 serialization differences depending on device for lm_head.weight." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to strict config blocking granite_speech config loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration in sequence classification is a different failure from zero-loss behavior with num_labels=1 across models." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning failure is different from VL image-placeholder-in-user-text parsing failures." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading problems are unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id logic." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral-3 is unrelated to Qwen2.5-VL video position-id regressions." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same code-path as torch.export failures with torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen VL video-input regression and Gemma4 PLE device mismatch are different model families and different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate default bug is unrelated to PEFT adapters failing to load local checkpoints." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are separate inference issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crash is unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "cudaErrorAssert on Qwen3 device mapping is distinct from Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload mismatch for bark-small is unrelated to DAC.from_latents vs forward-pass mismatch with missing STE." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying/loading issue is unrelated to Bamba torch.compile + SDPA failure." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 forward device mismatch is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b is unrelated to PEFT LoRA gradient checkpointing ineffectiveness." + } + ] + }, + "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": 27, + "review_unit_index": 15, + "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:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44451", + "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:45920", + "issue:46050", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46612", + "issue:46821", + "issue:46858", + "issue:46897", + "issue:47020", + "issue:47317" + ], + "soft_pairs": [ + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:36331|issue:42617", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:46897|issue:47317", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43065|issue:46402", + "issue:44451|issue:47020", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:43550|issue:43720" + ], + "prepared_review_unit_hash": "8f1bc4bd546a6df841caff5e769c3428111bc54263159ea51e8c8f5d65387a90", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes tokenizer regressions, loading/offload/quantization bugs, generation/cache issues, and model-specific training/runtime failures. The soft edges are mostly superficial semantic similarities rather than true duplicates, so all candidate merges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45920 is the strongest representative of the tokenizer-regression subcluster: it is broad across multiple model families and captures the clearest shared failure mode among the closest text-processing issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue in the cluster because it is open, high-activity, and broad enough to represent the offloading/quantization thread that appears in a few nearby issues, even though the cluster as a whole is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but 44568 is a model-specific BOS/EOS omission while 45920 is a broader wrong-token-ID regression across several models; different concrete bugs." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both mention batched inputs, but one is MIMI encoder padding-mask behavior and the other is OmDet-Turbo processor output shape; unrelated code paths." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight-tying/generation failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different failures, not one underlying bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffers being filled with junk are distinct loading/runtime issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both are in the offloading/quantization area, but 43317 is a specific dequantized-model load failure and 43873 is a broader open report; not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are unrelated model-loading problems." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss API breakage and failure to run 3d_parallel.py do not point to the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-padding-mask output differences and Perceiver non-default-resolution failure are different model-specific bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are runtime failures while loading models, but the Qwen3 device-map assert and Llava Next segfault are separate model/path-specific crashes." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and not unwrapping text_config in composite Qwen configs are different config-handling bugs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one masking and slow convert_tokens_to_ids performance are unrelated problems." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3Moe fine-grained FP8 failure are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq quantized model save/load breakage are different model persistence/runtime issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map A800 crash and Qwen3.5 flash-attention generation issue are both model-family regressions, but they affect different code paths." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory growth and T5's apex FusedRMSNorm memory leak are unrelated memory issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific benchmark and a tokenization-version regression are not the same failure mode." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "The Qwen3 device-map crash and the 3d_parallel.py script failure are different issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape errors and tokenization changes are unrelated." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they involve different models and likely different loss computations; not enough evidence for a shared root cause." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency and incorrect visual-encoder keys in save_pretrained are both save/load regressions, but they affect different state entries and model components." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and mmap-induced OOM on Strix Halo are different memory-management problems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint-resume iterator exhaustion and early-stopping metric selection are separate trainer-control-flow issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crash and dtype mismatch in bfloat16 inference are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram on Int and TimesFM window_size AttributeError are unrelated runtime errors." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 PixelDecoder dummy Conv2d and missing text-encoder weights are different parts of the model, not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Model loading failure for ScandiBERT and XLMRobertaTokenizer's Unigram initializer error are different tokenizer/model-loading issues." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "The v4.57.5 processor.tokenizer regression with image passing is not the same as a general tokenization change regression." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder being skipped and cache.get_seq_length returning a device tensor are both generation/cache bugs, but they are different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and accelerate loading of packed BitNet weights 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": 27, + "review_unit_index": 16, + "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:28530", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45823", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46894", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43646|issue:46665", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43881|issue:44488", + "issue:46821|issue:46869", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:44008|issue:45823", + "issue:44423|issue:45406", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:45479|issue:47317", + "issue:44186|issue:44361", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:46894|issue:47317", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "413b970c3c7fce4ba02805e9d28267bd957011ea6f3c9ab7d235819dbc4cb318", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36197, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: all soft pairs are at most superficially similar (same subsystem or symptom class), but none look like the same concrete bug/change. No duplicate merges are warranted.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear canonical representative because the cluster spans unrelated bugs across different models, loaders, tokenizers, generation paths, and training behaviors.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no global best issue for deduplication: the pairings are mostly broad-similarity matches rather than the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading/custom model init, but they describe different failure modes and code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a model dtype bug; the other is Trainer checkpoint resume/max_steps logic." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: tokenizer padding/truncation crash vs image processor size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated bugs: SDPA/torch.compile behavior in Bamba vs CPU offload device mismatch in Bark." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models and likely different root causes." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 visual encoder key saving." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantization/offload, but the model/configuration and failure mechanics differ." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision input-size complaints, but they affect different models and different preprocessing paths." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different distributed-inference problems." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma multimodal forward variable collision vs Gemma4 PLE device mismatch are distinct bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serve/multimodal paths, but one is a ``.to`` crash and the other is a missing ``_tokenizer`` attribute." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding window handling in Qwen3-MoE is unrelated to StableLmConfig missing ``pad_token_idx``." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different subsystems: model quantization config vs pipeline import dependency validation." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention model failure is unrelated to a flaky bbox-range test." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation, but one is serve KV-cache indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both concern training loss, but there is no evidence they share the same loss computation bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer AttributeError issues, but for different tokenizer classes and tasks." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention compiled generation/cache, but the reported symptoms and triggers are different." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM prediction error and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Filesystem/path collision during trust_remote_code loading is unrelated to read-only permission propagation in save_pretrained." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but the models and specific failure patterns differ." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation map processing are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Configuration API discrepancy in Gemma3TextConfig is not the same as GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both tokenizer-related, but one is slow/fast inconsistency and the other is a T5Tokenizer load-time attribute conflict." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load failures, but they affect different models and failure points." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "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:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43883", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43526|issue:43883", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "3cacabe054a6f67f0777fff4535e890585a43ff01107d67ebeef5d4fc1485b9b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are isolated model-loading, tokenizer, offload, or docs bugs that only share broad Transformers/Qwen themes. None of the soft pairs look like the same concrete bug, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue stands out; the items span unrelated subsystems and the soft pairs do not identify a single underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue exists for this cluster. If forced, issue 45759 is the closest to a broad config/load bug, but it still does not represent the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processors and failures: segmentation-map handling vs Bark voice_preset loading." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer/loading bugs, but they hit different models and different failure points." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenizer output changes vs FP8 checkpoint scale loading; unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and errors: Qwen3Moe FP8 config vs Llava Next segfault." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Mac CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offload bug and T5 apex RMSNorm leak are separate issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image label reduction bug vs missing tied-weights attribute; no shared bug." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal failures with different APIs and likely different root causes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3 sliding-window handling is distinct from from_config text_config unwrapping." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and removed docs pipeline tasks are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA model failure vs tokenizer special-token registration bug." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior in Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Both involve DeepSpeed/accelerate, but the bugs are different: MoE weight conversion vs checkpointing error." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch accelerate/offload, but one is CPU offload device mismatch and the other packed-weight unpacking." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to missing video-token helper variables." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming API crash." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token counter update bug is unrelated to generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue vs TimesFM window_size AttributeError; different models and paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor preset handling is unrelated to Qwen3 auto device mapping asserts." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window logic bug is unrelated to FP8 storage lookup failures." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration are different bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to SAM3 text/box behavior." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping in from_config is distinct from CPU-offload compatibility in rotary embedding forward." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading regressions with no shared concrete failure." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are multimodal model loading/saving issues, but they affect different models and different parameter sets." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation 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": 27, + "review_unit_index": 18, + "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:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:47050", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:45923|issue:47333", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44514|issue:44545", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:43673|issue:47337", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "70d8f770befd7fcc23e0935294e16edf9a6a126c698c34019d91d4875b5b1efe", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35330, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash pair; the other soft-similar issues share broad subsystems but not the same concrete bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the only true duplicate pair, with a direct and concise statement of the apply_chat_template batched-input/padding=False crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best overall issue to anchor this cluster because it is the clearest duplicate target and most directly states the shared failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Different features and failure modes: missing supports_gradient_checkpointing vs disk-offloaded model save failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs in different code paths: model loading failure vs PIL backend requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken argument conflict and model load failure are not the same underlying issue." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different problem classes: image resolution handling vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation, the other is loss computation/label semantics; not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures with different triggers and code paths." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are model/processor issues, but one is a documentation/example mismatch and the other is an input-size expectation bug." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different subsystems: device-mapping CUDA assert vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the ZeRO-3 gradient growth regression." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline tokenization, but one is a broad cache-load failure and the other is a specific mistral_regex/model_info regression." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Tie-word-embeddings warning on fine-tuning is unrelated to incorrect visual encoder keys on save/load." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence problems: local PEFT checkpoint loading vs quantized model save/load corruption." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different bug families with no shared concrete code path." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; the titles are near-identical." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation bug vs long-context FA2 performance regression are different issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token/post-processor update bug is distinct from DiaConfig token-ID loss after save/load." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with adapters is unrelated to offloading not working with quantization." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a docs example problem and the other is an implementation discrepancy vs JAX." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special tokens, but one is runtime post-processor syncing and the other is a BigBirdTokenizer decode/CI issue." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill and bbox-range flakiness are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 inference oddities vs CamemBERT masked LM prediction regression." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash and the other is a tokenizer codec/regression issue; not the same concrete bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Incorrect use_cache results and an error-message validation issue are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to CanineModel fp16 ONNX dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen-VL issues: weight_only loading failure vs wrong vision_position_ids for video input." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The single accepted duplicate pair (issue:44514 / issue:44545) is strongly supported by near-identical titles, and the remaining soft-edge rejections do not overclaim duplicate status based on 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": 27, + "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:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:44995|issue:46858", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:43526|issue:43881", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43653|issue:43720", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:45072|issue:47050", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:43611|issue:46665", + "issue:30064|issue:36331", + "issue:44843|issue:45081", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45987|issue:46829", + "issue:44821|issue:45084", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "9ceb7b6f999495ad2e081d61fe5612a906851fef902e1cfd2277c9b5c1674f63", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer, image processor, model-loading, cache, and quantization bugs. None of the soft pairs look like true duplicates; at most they share broad subsystem keywords. 43873 is the closest anchor only because it is the broadest and most active open issue.", + "confidence": 0.28, + "canonical_issue_reason": "43873 is the broadest, most active open issue in the set, so it is the best rough cluster anchor even though the surrounding items are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 has the strongest triage signal for a representative issue: open state, high discussion activity, and multiple inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache-related failures, but one is a stale indexer cache crash in GlmMoeDsa and the other is a static-cache seq-length tensor/type bug in prefill. Different code paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend post-processor updates for runtime special tokens are unrelated to LayoutLMv2Tokenizer crashes on NER inputs and batched padding/truncation." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is unrelated to list_repo_files failing to forward the revision argument." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype-related crashes, but one is LwDetrImageLoss AMP/CUDA and the other is CanineModel ONNX export attention mismatch. Different models and failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs example errors are a specific model/processor and quantization mismatch; 43873 is a broader offloading/quantization behavior issue, not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "A broken SigLIP2 documentation example and a CanineModel fp16 ONNX export dtype mismatch are different issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate is unrelated to DAC.from_latents missing STE parity with forward." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "deepspeed zero3/BertModel initialization failure is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer/image handling regression is different from Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but Qwen3OmniMoe ValueError and Qwen3.5-9B chat-template token/feature mismatch are different model families and different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash is unrelated to DiaConfig losing custom token IDs across save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to BitNet packed-weight unpacking during loading." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication is a tokenizer construction bug; loading cjvt/sleng-bert is a separate model/tokenizer load failure." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs are a model-specific correctness bug, while 46693 is a performance regression in long-context FA2 generation." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated issues." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Failed loading cjvt/sleng-bert and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer/model-loading bugs." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism hidden_states output misuse and RTDetrModel num_feature_levels/backbone-output mismatch are distinct vision-model bugs." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype mismatches, but they affect different models and code paths: SwitchTransformers/TimmWrapperModel bf16 inference versus CanineModel fp16 ONNX export." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is unrelated to transformers 5.0.0 tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "_torch_extract_fbank_features() and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are unrelated components." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Base_model_prefix loading breakage in Transformers 5.0.0 is not the same bug as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image Processor void segmentation-map handling is unrelated to CustomTrainer.compute_loss receiving an unexpected num_items_in_batch argument." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an unconditional model_info offline-mode regression and the other is an AttributeError on a tokenizer object without backend_tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and Perceiver non-default-resolution interpolation failures are different model/tokenizer issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to DAC.from_latents missing STE parity." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache.get_seq_length() returning a shape-(1,) tensor is unrelated to VideoPrism returning the wrong hidden_states tensor." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a TypeError compiling non-template nodes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE parity with forward." + } + ] + }, + "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": 27, + "review_unit_index": 20, + "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:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46752", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47337" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43540|issue:44008", + "issue:44991|issue:47020", + "issue:44008|issue:46858", + "issue:34634|issue:36010", + "issue:43643|issue:44877", + "issue:43618|issue:43697", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:46752|issue:47337", + "issue:43322|issue:45685", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:45584|issue:45834", + "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:46294|issue:46463", + "issue:45183|issue:45479", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "43c847926fb36e1c069d4bbed8508fe9c243fa2e57afcec885ee62fd01c2b2f4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports that share only broad themes like model loading, dtype/device mismatches, and v5 regressions. None of the soft pairs look like the same underlying bug, so they should stay separate.", + "confidence": 0.31, + "canonical_issue_reason": "Issue #45020 is the broadest, most representative report of the set because it captures a general class of recent remote-code regressions; the rest are more model- or subsystem-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue representative for this cluster\u2019s overall v5/remote-code regression theme, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and different failures: sparse-layer config bug vs RoPE layer count mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Unrelated code paths and models: Qwen3OmniMoe video input validation vs Gemma3n variable collision." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different tokenizer classes and distinct root causes." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n forward-name collision is unrelated to static-cache sequence-length arithmetic." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to a GenerationMixin import error." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different regressions: missing attentions assignment vs changed outputs in RTDetrV2." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Static cache length return-type bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs example errors for SigLIP2 are not the same as a Kosmos2.5 long-ocr index error." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "#44561 is a specific API-removal breakage; #45020 is a broader remote_code regression report." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures on different models and inputs; not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4/v5 behavior regressions, but they affect different models and distinct inference paths." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty apply_chat_template crash is unrelated to the bbox-range flaky test." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault in Llava Next loading is unrelated to an MPS histogram/int backend error." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError is not the same as trainer.evaluate() failing after train." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading and kernels version/revision dependency failure are different problems." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor update logic and batch_decode skip_special_tokens behavior are different tokenizer/processor paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device mismatch with CPU offload is a different issue from bf16 dtype mismatches under inference." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template feature/token mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR bug and single-label zero-loss bug are different model-wide issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to dtype mismatch issues." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to Video-LLaVA\u2019s missing temporal attention/shared weights problem." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are separate code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization bug is unrelated to broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 preprocessor/model dtype mismatch is not the same as Gemma3n attribute collision." + } + ] + }, + "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": 27, + "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:43645", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44610", + "issue:44671", + "issue:44964", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45563", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43825|issue:43994", + "issue:45563|issue:47276", + "issue:43582|issue:46512", + "issue:28218|issue:29159", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:43388|issue:46032", + "issue:47276|issue:47337", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:34634|issue:36331", + "issue:47254|issue:47333", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:46697|issue:46728", + "issue:47254|issue:47332", + "issue:43577|issue:43582", + "issue:44964|issue:47337", + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:43825|issue:43827", + "issue:42915|issue:47333", + "issue:46175|issue:46932", + "issue:43262|issue:43819", + "issue:45003|issue:46285" + ], + "prepared_review_unit_hash": "f30a3be1548f4f7c66191e5f92e12b0b1972620189beb3add18fa1e730830f2e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35545, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change. The overlaps are mostly broad subsystem/model-family similarity (tokenizers, loading, vision, warnings), but each pair targets a different concrete failure mode or surface area, so none should be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both involve pipeline/model behavior, but one is an incorrect v5 translation-support message and the other is a model output regression for SigLIP2; different bugs." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues in generation, but they concern different warnings and code paths (`num_return_sequences` vs `synced_gpus`)." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype-ish behavior, but one is an Apple Silicon allocator warmup TypeError and the other is stale `config.dtype` after `from_config`." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The first is a specific added-token spacing bug; the second is a broader slow-vs-fast tokenizer inconsistency and is not clearly the same defect." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both mention loading/shape errors for Qwen models, but one is a model-specific weight mismatch and the other is a TP-plan omission causing OOM/shape issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen models and likely different preprocessing/position-id code paths." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Completely different subsystems: metric gathering with tuple labels vs Mamba cache correctness." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A generation warning-message bug is unrelated to a flaky bbox-coordinate test failure." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are unrelated failures." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading flows, but one is FSDP CPU RAM efficient loading and the other is `init_empty_weights` passing an unexpected argument." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization contexts, but Jupyter custom-model registration and `from_pretrained` inside Python classes are different problems." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "A Bark processor preset bug is unrelated to a `CustomTrainer.compute_loss` signature mismatch." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "PEFT/ZeRO-3 checkpointing failure and disk-offload save failure are different code paths and failure modes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency selection is unrelated to a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM regressions are not the same as a general tokenization change across versions." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-preprocessing bugs, but one over-pads divisible images while the other miscounts patches for a specific resolution heuristic." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Checkpointing with PEFT/DeepSpeed is unrelated to saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "A model dtype propagation bug and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "A model-loading regression for Phi-4 multimodal is unrelated to a flaky bbox coordinate test." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM load failure and a broad remote_code regression are not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL `weight_only=True` loading error is distinct from Qwen2.5-VL rope-index scaling for still images." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about v5 pipeline removal fallout, but one is an error-message issue and the other is stale documentation; not the same bug/change." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "FineGrainedFP8Config failure and disk-offload save failure are unrelated Qwen3 issues." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "A huge one-hot position embedding optimization issue is unrelated to dtype casting for quantized embedders." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe `sys.modules` access and CLIP text-model structure inconsistency are different code changes/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": 27, + "review_unit_index": 22, + "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:36331", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:36010|issue:36331", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:42175|issue:46291", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:38175|issue:44610", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43643|issue:45759", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "fe76f506e06655c77521cdd5a8839bfd5137eeb91fa07f38ce9894221c2181eb", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; the issues span many unrelated areas (tokenizers, multimodal processors, training, quantization, configs, and model-specific bugs). None of the soft pairs look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not share one underlying bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for dedupe; any choice would misrepresent this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: Float8 storage lookup vs PIL backend incorrectly requiring torchvision." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to GPT-oss MXFP4 quantization fallback." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and LwDetr float16 AMP crash are separate code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral-related loading, but one is a ReasoningEffort import error and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different problems." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Torch.compile SDPA issue in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback in git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 index error on non-pretrained BERT is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to an undefined-variable bug in multimodal video token counting." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen tied-weights warnings, but the concrete warnings and root causes differ." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output differences in v5." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow backend from pip extras and kernels dependency validation on import are separate issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file breaks from_pretrained loading, while EMBEDDIA/est-roberta fails tokenizer loading for a different reason." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are different loader bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is too generic to match an FP8 inference OOM/correctness report." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents mismatch and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading failure and Qwen3.5 flash-attention generation bug are distinct model-specific issues." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are different subsystems." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model path warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion and GPT-oss CUDA OOM are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 zero-probability outputs and OmDet-Turbo input-size mismatch are different model/processor problems." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper variables and stale auto_mappings references are separate maintenance bugs." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code config field loss and missing text_config unwrapping in from_config are different config-loading bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens 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": 27, + "review_unit_index": 23, + "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:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47050", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:45859|issue:47050", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:43650|issue:43906", + "issue:44987|issue:45538", + "issue:46421|issue:46424", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:33357|issue:34567" + ], + "prepared_review_unit_hash": "346d08d0846eb3cc445f5907a343a15f6e50c701504106e3b9475ebb5fea0985", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35358, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad subsystem keywords (tokenizers, loading, video, quantization, memory). The only soft edge that looks plausibly like the same underlying regression is the pair about video-input failures in Qwen/VLM processors.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43329 is the best canonical issue: it is the most root-cause-oriented and broadly scoped video/multimodal bug, explicitly pointing to the broken video branch and multiple VLM processors.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the strongest representative of the only credible duplicate theme in this cluster; it describes the underlying code-path defect rather than a downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different models and different failures: CPU-offload rotary embedding vs ONNX fp16 dtype mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs-example mismatch/quantization failure versus MXFP4 loading fallback; not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both describe the same video-input regression family in VLM processors; 43329 is the root-cause code-path defect and 44479 is the broader user-facing regression." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 fine-grained config failure and AutoImageProcessor URL loading failure are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined helper usage in token counting while the other is a batched-shape bug in video processors." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and different loading/config errors; no shared concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and PIL backend torchvision requirement are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer accounting bug and high perplexity on a model are not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen family loading, but one is deepspeed/accelerate weight conversion and the other is a VL weight-shape mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Quantization memory-reservation regression and Sam3Video OOM are different problems." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and trainer token-count update are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Float8 storage lookup failure and disk-offload save failure do not share the same code path." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both concern quantization, but MXFP4 fallback and missing weight_scale are different concrete bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention hidden errors, but they affect different components and failure modes." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash and XLMRoberta Unigram init error are distinct tokenizer bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Low-signal title versus an isolated reproduction of a different issue; no concrete match." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-load failure for a specific repo and CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is recompilation from lazy init and the other is cache_length config handling." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and kernels/version requirement for pipelines are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels import requirements are different issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both touch multimodal inputs, but they involve different models and different failing code paths." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing import error and Bart generate UnboundLocalError are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading breakage and Strix Halo mmap OOM are different memory/loading problems." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic model-loading symptom only; one is missing torch, the other is a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but on different tokenizers and different root causes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying/generation corruption and dtype not propagating are unrelated model bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading and trainer token accounting are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it treats most pairs conservatively as unrelated, and the single accepted soft edge (issue:43329 vs issue:44479) is a plausible same-family video/VLM regression based on the titles alone. The canonical choice is also justified by the broader, root-cause-style wording of issue:43329. No mergeability problems apply here since there are no PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "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:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "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:44821", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:42175|issue:43824", + "issue:44936|issue:46821", + "issue:39379|issue:44554", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:28282|issue:29127", + "issue:45137|issue:45405", + "issue:44857|issue:46832", + "issue:44589|issue:47332", + "issue:43582|issue:47254", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:42915|issue:45538", + "issue:44062|issue:44991", + "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:45538|issue:46869", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:41720|issue:43540", + "issue:43540|issue:44479", + "issue:43577|issue:46512", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:43531|issue:44821" + ], + "prepared_review_unit_hash": "93a7af006b4c2936a4bafaea2946f9fdaf1af79e37936c846aad76293c7e81b7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36359, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformer issues. The only strong duplicate-looking pair is the Qwen2.5-VL/Qwen3.5 video-input regression report; the rest are too model- or error-specific to merge.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the best umbrella issue for the only clear duplicate pair: it describes the broader v5.3.0 video-input regression and explicitly includes qwen2_5_vl among the affected models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global issue candidate if one must be chosen, because it is the broadest and most explicit regression report in the only closely related pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tying/weight-related behavior, but they are different bugs in different workflows: Mistral3 lm_head tying vs LoRA merge with extended vocab." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "One is an RT-DETR output-difference regression; the other is a Qwen3.5 save_pretrained key-mapping bug. Same broad area, not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated import/backend problems: missing TensorFlow in a torch install vs missing Qwen2_5_VL class export." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train and TimesFM window_size AttributeError are different code paths and failures." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Both mention correctness, but one is Mllama mask handling and the other is an MPS attention head-dim issue; no evidence they are the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different model-loading failures: MobileLLM key lookup vs init_empty_weights unexpected argument." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "A missing-PyTorch import error is not the same as a LayoutLMv3 box-validation error-message issue." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque failure and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR-related, but one is AMP/CUDA loss crashing and the other is a feature-level mismatch TypeError; not the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure and disk-offload save failure are different runtime paths and symptoms." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "AppleSilicon TypeError in allocator warmup is unrelated to the PEFT+ZeRO-3 checkpointing error." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Model loading with init_empty_weights and loading an AutoImageProcessor from URL are different operations and failures." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "'weight must be 2-D' under DeepSpeed is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and CLIPTokenizer max_length bug are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer loading for EMBEDDIA/est-roberta are distinct tokenizer issues." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 model failure and FSDP CPU RAM efficient loading breakage are separate training/loading paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens not adding BOS/EOS and the other is LlamaTokenizer overriding the tokenizer.json pre-tokenizer." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length misuse is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and AppleSilicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and a missing-PyTorch import error do not share the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input reports, but they affect different Qwen model families and different errors (ValueError vs StopIteration)." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are different failure modes and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related theme, but the models and symptoms differ enough that they do not look like one concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 weights staying float32 and config.dtype becoming stale are related to dtype handling, but they are not the same underlying defect." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-loading failure for a specific checkpoint and a repo-files revision-forwarding CI break are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These describe the same Qwen2.5-VL video-input regression: the broader v5.3.0 regression report matches the more specific vision_position_ids symptom." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and AutoImageProcessor URL loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted soft edge, issue:44479 \u2194 issue:45381, is well supported by the titles and descriptions as the same Qwen2.5-VL video-input regression. The remaining pair rejections are cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44062|issue:45081", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44849|issue:45701", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:45325", + "issue:43742|issue:47333", + "issue:43756|issue:46399", + "issue:43716|issue:46701", + "issue:46463|issue:47276", + "issue:45672|issue:45674", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", + "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:46463|issue:46899", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "fc908777e85b110aad53595f1519b026667f7f2071ce5ae66fe1af757b10f7ac", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36964, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and should not be collapsed into one issue. I found one plausible duplicate overlap around v5 tied-weights handling, but the rest are distinct bugs across unrelated subsystems.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45005 is the best umbrella candidate for the tied-weights regression in v5; it is broader and more representative than the device-specific serialization symptom in 44466.", + "canonical_pr_reason": null, + "best_issue_reason": "45005 is the strongest issue to keep as the representative report for the only plausible duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken special-argument handling vs Mistral regex patch crash." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated problems: torch-only install missing TensorFlow vs loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model inference issues, but they affect different models and failure modes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to the tokenizer-version behavior change." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Different Qwen3 issues: FP8 config failure vs saving a disk-offloaded model." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Dependency/processor requirement issue vs tokenizer regex crash; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures: Janus generation test vs Phi-4-multimodal loading." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading MobileLLM is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "MOE weight conversion with accelerate/deepspeed is not the same as Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they are different models and different positional-index bugs." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Loading a model and saving a disk-offloaded model are different code paths and failures." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/Smollm rotary-related issues with different symptoms and fixes." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Incorrect T5 decoder validation message and synced_gpus warning text are unrelated." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve quantization, but one is an unsafe dtype cast in Gemma4 audio modules and the other is a BitsAndBytes skip-modules regression." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU positional encoding bug is unrelated to T5 decoder-input validation." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 validation error are distinct issues." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump fallout is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of a prior bug is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and models." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-mismatch bugs in different model families and inference paths." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to Bart generate() decoder_attention_mask initialization." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input handling in Qwen3OmniMoe is unrelated to FA2 long-context generation slowdown." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech config strictness are different config bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading breakage and cjvt/sleng-bert loading failure are not the same underlying issue." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Model loading KeyError vs disk-offloaded save failure: different problem domains." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to the isolated reproduction of a different bug." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation and Gemma4 multimodal 4-bit dtype casting are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe v5 tied-weights regressions in the lm_head/serialization path; 45005 is the broader umbrella and 44466 is a specific manifestation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted overlap (44466 \u2194 45005) is reasonably supported by the tied-weights/serialization framing, and the rest of the pairwise rejections do not overclaim beyond the issue titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "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:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000", + "issue:47332" + ], + "soft_pairs": [ + "issue:43452|issue:44843", + "issue:43697|issue:46829", + "issue:44913|issue:46121", + "issue:41762|issue:44936", + "issue:45663|issue:46846", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43643|issue:45375", + "issue:43994|issue:44898", + "issue:44843|issue:44991", + "issue:40444|issue:44811", + "issue:44821|issue:46821", + "issue:29159|issue:33357", + "issue:44756|issue:47332", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43688|issue:45704", + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:43688|issue:45701" + ], + "prepared_review_unit_hash": "083dd9235fd404cffe6468a2934b5d48b54354988a9b1e27af5f10e091e84fb0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35556, + "estimated_input_tokens": 8889, + "estimated_eval_tokens": 18034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is loosely centered on Transformers tokenizer/model-loading regressions, but the soft pairs mostly share only broad subsystem similarity. None look like the same concrete bug or mergeable duplicate change.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the cluster\u2019s main theme: a v5 tokenizer regression producing wrong token IDs across multiple models, which best matches the tokenizer-focused duplication pattern here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best single anchor for this cluster because it is specific, high-impact, and spans several models, making it the most representative tokenizer regression among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer-related behavior, but one is a gguf/from_pretrained loading breakage and the other is an offline-mode regex patch network call. Different code paths and failure modes." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output drift and VideoPrism output field wiring are unrelated model bugs, not the same underlying change." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is config persistence on reload; the other is rope-validation type handling for a JSON-loaded list. Different APIs and defects." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer evaluate-after-train failure are unrelated problems." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared state KeyError and Qwen3.5 TP-plan omissions are distinct parallelism/model issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device bug in torch.arange is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "A detection output mismatch is not the same bug as Qwen3.5 save_pretrained writing incorrect checkpoint contents." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are different code paths and symptoms." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual-encoder key serialization and global tokenizer ID regression are different issues." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key with position id and sinq save/load breakage are not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different tokenizer bugs." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP zero-probability outputs and processor.tokenizer/image regression are different model/API failures." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task error and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer-loading problems." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing fields, but they affect different config classes with different mechanisms and fixes." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are distinct model behaviors." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline mistral regex patch failure and EMBEDDIA tokenizer loading failure are both tokenizer-related but not the same concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Qwen2.5-VL multi-image iterable dataset failure and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size attribute handling are different components." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Strix Halo mmap OOM avoidance and disk-offloaded Qwen3-VL save failure are different storage/offloading issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency issues are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RTDetrLoss infeasible cost matrix are different losses and failure causes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id and DiffusionGemma pipeline failure are different model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression with images and Kimi-K2.5 codec handling warning are different tokenizer regressions." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and generic tokenization changes are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "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:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43761|issue:46829", + "issue:46832|issue:46932", + "issue:43653|issue:43927", + "issue:43761|issue:47013", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:43688|issue:45440", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:44484|issue:44704", + "issue:43643|issue:44561", + "issue:44734|issue:46612", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:44625|issue:47276", + "issue:43606|issue:43927" + ], + "prepared_review_unit_hash": "7fe9fb35a5615c27a1bb5a64f29342759db597d409a9f620fbd8810cd6df902b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37250, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bugs across loading, tokenization, generation, dtype, and model-specific regressions. None of the soft pairs look like true duplicates; they only share broad subsystem similarity.", + "confidence": 0.78, + "canonical_issue_reason": "If an anchor is needed, issue 43646 is the broadest and most umbrella-like report in the set: a general v5 custom-model initialization breakage that fits the overall regression theme better than the narrower, model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best representative issue because it is the most general, user-facing regression and can serve as a cluster anchor even though the cluster does not contain a clear duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different problems: RoPE layer count mismatch vs. text-encoder weight loading failure. Same broad model-loading area, but not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "General custom-model init regression vs. FSDP CPU RAM efficient loading breakage. Related to loading, but distinct code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is a BigBird special-token registration bug and the other is BOS/EOS insertion behavior for mdeberta-v3. Not the same underlying issue." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend detection, but one is missing TensorFlow backend handling and the other is an invalid tensorflow_text backend entry. Distinct causes." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but they are opposite failures in different vision models and output classes. Not mergeable as one fix." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch vs. Gemma4 quantized embedder dtype casting. Completely different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token bug vs. DiaConfig losing custom token IDs on save/load. Similar surface area, different bug and fix." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Hidden-state output regression vs. xLSTM train-mode return shape mismatch. Both are state/output bugs, but not the same code path." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation with stateful/compiled behavior, but one is chunked generation under compiled forward and the other is xLSTM recurrent-state reset. Different models and mechanisms." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both Qwen-family issues, but one is a video-input regression and the other is num_labels propagation. Different components." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL vs. GenerationMixin import failure. No shared underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file/from_pretrained loading regression vs. Blip2 dtype mismatch. Both are loading-related, but unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both tokenizer behavior regressions, but one is a global clean_up_tokenization_spaces change and the other is a CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is a training bug; Qwen2-VL multi-GPU training is a model/setup-specific request. Not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load semantics, but one is tied-weight serialization and the other is quantized sinq persistence. Different implementation paths." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both touch flash-attention/Qwen3.5 generation, but one is correctness and the other is a performance regression. Too different to merge as one fix." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert on A800 vs. compiled chunked-generation inconsistency. Different failure modes and code paths." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs. CustomTrainer compute_loss signature mismatch. No shared underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both MoE-related, but one is auxiliary-loss normalization and the other is DeepseekV3MoE divergence from remote implementation. Related domain, not same fix." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field loading bug in BEiT vs. torch.compile + SDPA failure in Bamba. Different models and code paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but one is compiled chunked generation inconsistency and the other is flash-attention failure in Qwen3.5. Not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained max shard-size question vs. AutoProcessor kwarg forwarding bug. Different concerns entirely." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code=True vs. v5 removal of is_torch_fx_available breaking trust_remote_code models. Both affect remote code, but not the same issue." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash in serve vs. beam-search cache reorder skipped for certain models. Both involve cache handling, but distinct bugs." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pin complaint vs. PEFT+DeepSpeed ZeRO-3 checkpoint error. No overlap in underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in evaluation vs. MoE auxiliary-loss normalization. Completely different areas." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure in BEiT vs. BitNet packed-weight unpacking during accelerate loading. Both are loading bugs, but unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error vs. FA2 long-context performance regression. Different layers of the stack and different symptoms." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading failure vs. DiaConfig custom token ID loss. Both can surface during load, but they are different defects." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs. misleading synced_gpus warning in continuous batching. Not the same problem." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs. DiaConfig save/load token ID loss. Different model subsystems 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": 27, + "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:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46846", + "issue:47332" + ], + "soft_pairs": [ + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:44361", + "issue:43611|issue:46846", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:45405|issue:47332", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:44568|issue:46489", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:43278|issue:43701", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:43504|issue:43606" + ], + "prepared_review_unit_hash": "7a13751fc0f18eb7b0e7d093fab9bf9ded0d55f08e78f00bc2c30d90869431da", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36499, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster appears heterogeneous: most items are unrelated model-specific regressions, tokenizer edge cases, or docs/example failures rather than duplicates. I did not find any soft pair that clearly shares the same concrete bug or code path.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 45812 is the strongest cluster anchor: it describes a broad, concrete tokenizer regression with multiple inbound references and a clear v4\u2192v5 impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best representative issue because it is specific enough to be actionable yet broad enough to stand in for a major tokenizer regression theme in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and failures: model preset loading with a legacy field vs processor/model image-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated bugs: Blip2 dtype propagation vs an MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading failure and tokenizer AttributeError are different code paths and model areas." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "One is about base_model_prefix loading, the other about missing tensor-parallel plan entries; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute errors, but for different models and different missing fields; no clear shared root bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and an unreleased dependency version bump are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat template paths, but the triggers differ materially: batched padding handling vs assistant tool-call content handling." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and a MacOS bus error in a CLIP model are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline error-message regression are different issues." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime problems: flash-attention generation issues vs FP8 inference on B200." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mismatch during forward and broken quantized reload after save_pretrained are separate failures." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN scenarios in different training/eval contexts; not the same underlying bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example mistakes are not the same as a regression in processor.tokenizer/image handling." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "General model load failure vs a specific offline-mode Mistral regex/model_info regression." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs and ignored return_tensors in multimodal kwargs are different API bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "A dependency version policy issue is unrelated to an offloading save failure." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both concern multimodal config loading, but one is a missing pad_token_id attribute and the other is unwrapping text_config for causal LM construction." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Dtype mismatch in evaluation and a DeepSpeed/ZeRO gradient anomaly are different training issues." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id vs missing pad_token_idx on different configs; too model-specific to merge." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are distinct v5 regressions." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but one is special-token insertion for a specific tokenizer while the other is Granite-wide wrong token IDs; different concrete bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and DeepSpeed gradient inflation are separate issues." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are model quality/runtime regressions, but one is FP8 hardware inference and the other is a post-upgrade accuracy regression on a specific model." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token ID persistence/generation failure is unrelated to a tokenizer AttributeError on tasks." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing config attribute after v5 update and an init_empty_weights constructor argument error are different failures." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy preset loading and CPU offload device mismatch 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": 27, + "review_unit_index": 29, + "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:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43504", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:46821|issue:46832", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:44493|issue:46285", + "issue:45245|issue:46710", + "issue:43504|issue:43653", + "issue:44849|issue:46209", + "issue:43606|issue:44112", + "issue:44849|issue:45357", + "issue:45072|issue:46832", + "issue:43994|issue:44493", + "issue:42490|issue:43696", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:44464|issue:45584", + "issue:15354|issue:38175", + "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:46399|issue:46846", + "issue:47013|issue:47254", + "issue:29159|issue:32090", + "issue:44849|issue:47145", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:43937|issue:46701" + ], + "prepared_review_unit_hash": "f8dbfa3b4cf7d525c7606efd4eac578c5f4d83a30c9f11cbf146de1367cdc25d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36246, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs mostly connect unrelated model-loading, tokenizer, serving, checkpointing, and quantization bugs, so none should be merged as duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 44849 is the best representative standalone issue here: it is a concrete model-specific regression report (Qwen3.5 output_hidden_states) and sits closest to the small Qwen3.5-related subset in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44849 is the strongest general issue candidate because it is specific, reproducible, and model-behavior focused rather than an environment or CI artifact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failure modes: TimesFM window_size AttributeError vs RT-DETR forward shape mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing class is unrelated to a storage-object lookup failure." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "One is a missing storage backend type; the other is a flash_attn import KeyError." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure drift are different bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error is unrelated to an accuracy regression." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy pretrained-field loading in BEiT is not the same as BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden_states bug vs FP8 inference OOM on B200 are different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU offload device mismatch is not the same as a stale CI test failure." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but output_hidden_states and incorrect save_pretrained visual keys are distinct bugs." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "dtype mismatch in inference is unrelated to RT-DETR feature-level count mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs do not match an unexpected position-id key issue." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path slash import warning is unrelated to a CUDA OOM." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading misbehavior is broader and different from a save_pretrained/from_pretrained corruption bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient blow-up under ZeRO-3 is not the same underlying problem as a model-load failure." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency is different from Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support is unrelated to Siglip2 zero-probability outputs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT LoRA gradient-checkpointing ineffectiveness is not the same as checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in multi-GPU inference is different from a device mismatch with device_map=auto." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "A missing decorator for rotary-pos-emb registration is not the same as missing tensor-parallel plan entries." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM unpacking a bare tensor is a distinct train-mode bug from a PEFT+DeepSpeed checkpoint error." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 output_hidden_states regression and FP8 frozen-checkpoint scaling loss are separate issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra spacing after an added token is unrelated to TrainerState token-count updates." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation failure does not share the flash_attn import KeyError root cause." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is a different bug from multi-GPU CUDA OOM." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention s_aux=None crash and sinq checkpoint save/load corruption are different code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash with str.to is not the same as KV-cache continuation indexing." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig and broken image-text-to-text pipeline behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "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:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:37428|issue:43957", + "issue:44977|issue:46701", + "issue:44869|issue:46752", + "issue:43295|issue:43450", + "issue:29942|issue:30333", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43295|issue:43493", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "a60601506bef531bec5d18de7b0975a1a2003564ce61dd777318e2e615436dca", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37414, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model-, processor-, or backend-specific bugs. There is no clear duplicate set; the closest theme is multimodal/processor regressions, with issue 43295 the best representative.", + "confidence": 0.23, + "canonical_issue_reason": "Issue 43295 is the broadest and most representative multimodal regression in the set, centered on processor/tokenizer behavior and image handling; several other items are also processor-facing, but none are close duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best global issue for this cluster because it captures a common, user-facing multimodal processor regression without being overly narrow to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: SigLIP2 implementation discrepancy vs checkpoint key mismatch. No shared code path or bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Different model/runtime problems: CUDA assert on auto device mapping vs accuracy regression after upgrade." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated issues: MPS attention correctness vs a PyTorch version gate for flex_attention imports." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but one is a dummy Conv2d implementation detail and the other is an OOM/memory issue; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing flash-attention helper vs model loading failures on meta device; different code paths." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different subsystems: Qwen3.5 flash-attention generation bug vs a DiffusionGemma pipeline issue." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash vs empty-list chat template IndexError; no concrete overlap." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor-related, but one is a processor.tokenizer regression and the other is batched video shape handling; distinct bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLFlow run-finalization issues are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Weight tying bug in Mistral3 vs an accuracy regression in DeepSeek; different models and symptoms." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch in inference vs save_pretrained/tokenization failure; not the same underlying problem." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention integration crash on sink-less models vs config unwrapping for composite multimodal models; different fixes." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs rope-parameter dict type handling; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different areas." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both mention config attributes, but StableLm pad_token_idx and TimesFM window_size are separate model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe vs Gemma 4 mm_token_type_ids handling; different issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding vs return_tensors being ignored with text_kwargs; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is tokenizer attribute access and the other is incorrect image size preprocessing." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mismatch during forward vs return_tensors precedence; unrelated behaviors." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure and ZeRO-3 gradient anomaly are different training/runtime problems." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs meta-device model loading breakage; different root causes." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug vs tensor-parallel OOM on large Qwen2 model; no overlap." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import-key error on Python 3.13 vs BACKENDS_MAPPING validation for tensorflow_text; different import paths." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only fine-tuning token-type defaults vs Gemma4 device placement mismatch; separate issues." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing helper import in flash-attention utilities vs inability to import a Qwen2.5 VL class; different modules." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Doc-example errors for SigLIP2 vs return_tensors being ignored; different problem classes." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Both are multimodal regressions, but one is processor/tokenizer access and the other is SigLIP2 implementation discrepancy; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5 VL import error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different model configs and are not clearly the same concrete bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content; distinct failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:35141", + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:43824|issue:43975", + "issue:44737|issue:46894", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44561|issue:46234", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44792|issue:45563", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:43827|issue:43901", + "issue:44857|issue:45593" + ], + "prepared_review_unit_hash": "c846bd60af4fd9a59f838afa68d37aba1094cc594b7d1c9686ee875121e435e3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: tokenizer spacing, embedding init/dtype, processor shape/template bugs, import regressions, and model-specific training/inference failures. None of the soft pairs looks like the same underlying bug, so all should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the broadest standalone regression in the set (a v5 from_pretrained loading/corruption bug) and is the most plausible anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the strongest overall candidate to keep as the representative issue: it is concrete, regression-like, and broadly impactful compared with the more niche model- or doc-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different root causes and surfaces: embedding dtype mismatch during evaluate vs memory usage in Qwen3 MoE training." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer detokenization spacing bug vs embedding resizing/post_init reinitialization bug; unrelated code paths." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision position IDs bug vs FP8/B200 inference failure; different models and failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization/device-dependent lm_head weight saving and the other is LoRA merge with extended vocabulary; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing class vs incorrect detokenization for a specific model; no shared underlying fix." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU device placement bug vs ASR training-loss double-shift bug; unrelated subsystems." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization issue vs import_utils KeyError on flash_attn; completely different problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug vs batched video processor shape bug; different processors and logic." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model-loading/structure in v5, but one is non-persistent buffer corruption on from_pretrained and the other is CLIP text-model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a stale CI device-override test; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure vs from_config(dtype=...) leaving config dtype stale; different APIs and defects." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import_utils symbol regressions, but they affect different missing helpers and different downstream breakages." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer AutoTokenizer load failure vs Wav2Vec2 save_pretrained/tokenization failure; different models and code paths." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting bug vs unsafe dtype cast in quantized multimodal embedders; related family, but not the same underlying change." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "reduce_labels truncation bug vs return_tensors being ignored when text_kwargs is passed; different processor API issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Default mm_token_type_ids behavior vs Qwen2.5-VL rope index scaling; unrelated multimodal bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling bug vs RT-DETR memory leak; different models and bug classes." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs stale CI device override test; no shared code path." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure; different model internals." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is missing default mm_token_type_ids and the other is quantized vision/audio dtype casting; separate fixes." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert vs FP8 inference incompatibility on B200; different hardware-path failures." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP CUDA crash; unrelated detection bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents/STE mismatch vs qwen3_omni_moe feature-length helper behavior; different modules." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale paged-generate warning for num_return_sequences; not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small vs qwen3_omni_moe length helper bug; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing import symbol regression vs torch 2.10 incompatibility; one is a code/API break, the other is a dependency version issue." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse layer creation bug vs BigBirdTokenizer special-token registration bug; different components." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation cleanup items, but they concern different pages and different deprecated pipeline arguments; not the same underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE when denoising is off; different model logic." + } + ] + }, + "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": 27, + "review_unit_index": 32, + "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:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46512|issue:46821", + "issue:28282|issue:33357", + "issue:43388|issue:43526", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:46424|issue:46858", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45520|issue:46170", + "issue:46431|issue:46566", + "issue:43335|issue:43606", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:44514|issue:44521", + "issue:39692|issue:43526" + ], + "prepared_review_unit_hash": "b14eea833704a82ac9475db6fab9d4718f82af8cf44fd4d15dcb0d77d4b6ea5f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36294, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports spanning model loading, chat templates, cache behavior, device/offload issues, and platform-specific import errors. None of the soft edges look like the same underlying bug, so they should all be rejected. If a representative anchor is needed, issue 43335 is the most connected, but it is not a true duplicate hub.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43335 is the most centrally connected item in the cluster by soft-link count, so it is the best available representative anchor, though the surrounding items are not actually duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global canonical for the whole cluster because the topics diverge too much; 43335 is only the least-bad representative, not a definitive duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: audio feature extractor argument handling vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model/config problems: text_config unwrapping in AutoModelForCausalLM vs CLIP model structure inconsistency." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated issues: SigLIP2 zero probabilities vs RT-DETR memory not being released." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different failures in different config paths: stale config.dtype vs TimesFM window_size AttributeError." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are load failures, but one is missing PyTorch and the other is a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and root causes: Flash Attention 2 test failures vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both are model/config bugs, but they concern different models and different failure modes." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache handling, but one is a max_cache_length config limitation and the other is a device-tensor seq_length arithmetic bug." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Different code paths: model loading with base_model_prefix vs serialization of lm_head.weight varying by device." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated: Bamba SDPA torch.compile failure vs a GraniteSpeech CI device-override test regression." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different issues: Python 3.13 import parsing failure vs a qwen3_omni_moe helper-length behavior bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different models and different logic: SwitchTransformers sparse layer creation vs qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared bug: SwitchTransformers config construction vs GraniteSpeech CI stale device override." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/compatibility issues, but they stem from different dependency/platform problems." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different problem classes: missing chat template on a processor vs DiffusionGemma weights staying on meta with device_map=auto." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Different models and failure modes: SwitchTransformers sparse-layer config vs Bark-small CPU offload device mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: Pegasus output regression vs qwen3_5 recurrent states resetting when using cache." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one crashes on assistant tool calls with no content and the other is about continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different issues: trailing-slash local path import warning vs GLM-4.7-Flash loading failure in unit tests." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and unrelated code paths." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Different data and symptoms: CUDA OOM in Sam3Video vs over-padding in Swin2SR image processing." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention flash/MoE-related code, but one crashes on s_aux=None in flash_attention integration and the other is CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: Llama 3.2 Vision model loading regression vs token-embedding resizing reinitializing output embeddings." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different failures: DAC from_latents mismatch vs unexpected position-id keys across models." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same area, but not the same bug: batched padding=False crash vs all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different topics: SigLIP2 documentation example errors vs BeitImageProcessorFast label reduction 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": 27, + "review_unit_index": 33, + "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:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:47000" + ], + "soft_pairs": [ + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:10000|issue:15354", + "issue:26413|issue:31501", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:45127|issue:45245", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:32090|issue:33357", + "issue:38175|issue:44493", + "issue:45459|issue:46234", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:44464|issue:46424", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "4a91b0b63a267d9f295ca2513fd75df03ce8f30f1a79eaf0ca85eb17070f5ada", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35267, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broadly heterogeneous. Most soft edges are correctly rejected as same-subsystem but different bugs. The Qwen3.5 Moe pair is the only near-duplicate; it looks like the same failure family, but the packet does not show an explicit duplicate link, so the wording should stay conservative.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is one side of the strongest near-duplicate pair: issue:45478 has an identical title and describes the same Qwen3.5 Moe from_pretrained regression on transformers>=5.4.0, though the packet does not explicitly prove an exact duplicate relation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue anchor since it most clearly captures the shared Qwen3.5 Moe from_pretrained failure and is the strongest candidate for grouping the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: CPU offload device mismatch for bark-small vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated bugs: LayoutLMv3 error clarity vs Trainer `_gpu_broadcast_one` NoneType crash." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths and symptoms: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch under `device_map=\"auto\"`." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different issues: SigLIP2 docs/model-processor mismatch and quantization example failures vs position-id key warnings across models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to Trainer broadcast handling." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: dtype drift in evaluation vs misleading pipeline translation-task error message." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/training-related, but they involve different models and different failures." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Same broad area only; checkpoint key mismatch is not the same bug as qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different models and failure modes." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure is unrelated to FineWeb training not starting." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different versions and different components: Pegasus generation output change vs Deepseek tokenizer regression." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Likely duplicate / same issue family: identical title and the same Qwen3.5 Moe from_pretrained regression on transformers>=5.4.0, but the packet does not explicitly confirm an exact duplicate link." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "No concrete overlap: LoRA + extended vocabulary collapse vs categorical limit RuntimeError." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/precision, but they affect different models and different execution paths." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature extraction behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different changes: DSA indexer missing ReLU vs removal of `is_torch_fx_available` breaking trust_remote_code models." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: NoneType broadcast in Trainer vs MacOS bus error with community CLIP model." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as position-id key warnings." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling vs missing import_utils symbol are separate issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local path slash warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-model losses and different crash causes." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token-embedding resize reinitialization." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different model families and different regressions." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate UnboundLocalError is unrelated to the Trainer broadcast TypeError." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crash with tool calls is a different path from qwen2.5-vl video position-id bugs." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to cache max length handling." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Evaluation dtype drift and multimodal token-count video-branch undefined references are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is plausible, but the duplicate claim is a bit too strong for the packet: issue:45310 and issue:45478 have identical titles, yet the packet does not explicitly confirm an exact duplicate relation. Please downgrade that to a more conservative \u2018likely duplicate\u2019/\u2018same issue family\u2019 unless you have direct linkage evidence. The other soft-edge rejections look conservative and grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:43257|issue:43299", + "issue:44448|issue:44977", + "issue:29870|issue:33290", + "issue:40444|issue:43526", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "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:46421|issue:46858", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:29942|issue:30064", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "86b779e4c429e3be275fee9608729352a5d4f91e9c9b0d9edf07ab1b06e2ef1e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36591, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated bug reports across tokenizers, generation, training, quantization, cache, and packaging. None of the soft pairs look like the same underlying issue, so there is no safe duplicate collapse here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different failures: a flash-attention import error vs missing TensorFlow backend in an installation extra." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is an accelerate+deepspeed weight conversion issue and the other is a v5 regression for Qwen3VL MoE loading; not the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model paths and symptoms: Pegasus output differences across versions vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to deepspeed Adafactor OOM." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different components and bugs: multi-image iterable dataset finetuning vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both hit Python 3.13-related import/script issues, but on different models and different root causes." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call handling and SmolVLM video padding are separate code paths and bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Adafactor memory OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting regression is unrelated to Trainer broadcast NoneType handling." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one loses custom token IDs while the other loads the wrong custom module; different failure modes." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs from AutoTokenizer and ignored return_tensors handling are distinct tokenizer API bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to Deepseek tokenizer output regression." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash and a misleading synced_gpus warning are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading behavior are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading issue is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but one is recompilation from lazy init and the other is device-tensor seq length breaking slice arithmetic." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output differences and lm_head serialization inconsistency are separate model-behavior bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization fail are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are distinct runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43278|issue:43575", + "issue:43611|issue:46121", + "issue:44206|issue:44479", + "issue:45198|issue:45803", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:44077|issue:47276", + "issue:43756|issue:45440", + "issue:44977|issue:45563", + "issue:43653|issue:44743", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:42490|issue:43381", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:43575|issue:44387", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:45459|issue:45712", + "issue:43421|issue:45491", + "issue:43334|issue:43531" + ], + "prepared_review_unit_hash": "eff2f0d96337a28e0ac7eca24fa635da6d043ee4d4049f670ea1fdfa998d8b4a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated Transformers bug reports across loading, tokenization, generation, export, quantization, and warnings. None of the soft pairs look like the same underlying defect, so no duplicate merges are warranted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46693 is the most central, high-signal report in this loose set: it has the most discussion/inbound references and describes a concrete, user-facing generation regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the best representative issue because it is well-scoped, broadly impactful, and clearly framed as a real regression rather than a peripheral symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different bugs: embedding dtype drift in eval vs tensor-parallel OOM on model load." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated failures: base_model_prefix loading regression vs rope-validation TypeError on a JSON-loaded list." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different code paths and symptoms: unsupported feature-extractor arg vs VL video-input regression across Qwen models." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is not the same as a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug and Gemma3 NaN embeddings are separate problems." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue is unrelated to flash-attention's s_aux=None crash." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate UnboundLocalError and Llama 3.2 Vision loading breakage affect different paths." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTSMixer post_init policy and a stale synced_gpus warning are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer misconfiguration and DeepseekV3MoE divergence are different model-specific defects." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation breakage is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure on torch_compilable_check is unrelated to Wav2Vec2 save/tokenization errors." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d cleanup in Sam3PixelDecoder does not match a Siglip2 incorrect-output issue." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on load and resume_from_checkpoint key mismatch are distinct issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs in sliding-window attention and FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy pixel-decoder layer cleanup is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import-warning behavior for trailing slashes and gradient-checkpointing-in-eval are separate problems." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Incorrect Siglip2 outputs and RT-DETR GC/memory retention are not the same defect." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-information error messaging is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import error and flash_attention s_aux=None crash are different root causes." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Model load OOM on tensor parallelism is distinct from an int4 CUDA reserved-memory regression." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to VL failures when the image placeholder appears in user text." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and DiffusionGemma pipeline failure are different code paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and leftover dummy classes are unrelated maintenance vs error-handling issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are separate model 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": 27, + "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:43262", + "issue:43316", + "issue:43381", + "issue:43526", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44857", + "issue:44898", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46697", + "issue:46821", + "issue:47312" + ], + "soft_pairs": [ + "issue:44442|issue:45072", + "issue:44625|issue:45584", + "issue:45372|issue:45406", + "issue:45250|issue:46640", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:43994|issue:46369", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43381|issue:43873", + "issue:42915|issue:43931", + "issue:44857|issue:45588", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:46121|issue:46399", + "issue:43646|issue:44077", + "issue:43316|issue:47312", + "issue:43262|issue:44206", + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:45325|issue:46697" + ], + "prepared_review_unit_hash": "3eeab90cb1abbd95d3abb1cf0e33922abf66b19f9b7365c72e094fd0a119746c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not one duplicate cluster; they span many unrelated bugs across tokenizers, vision/audio processors, generation, kernels, and memory/runtime issues. All soft pairs 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:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: tokenizer loading for FastSpeech2ConformerTokenizer vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model paths: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma 4, but one is a mistral_common import error and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Same broad FA2 topic, but no evidence of the same concrete bug or code path." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Different memory problems in different models: RT-DETR GC/leak vs SAM3-litetext overflow." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit RuntimeError vs stale num_return_sequences warning are unrelated generation issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer-related, but one is decoder-type API mismatch and the other is tokenizer.json being ignored." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure vs tokenizer error masking when protobuf is missing are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Both involve vision/ocr models, but one is a BEiT label reduction bug and the other is a Kosmos2.5 long-input index error." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Completely different areas: image label reduction vs FA2 long-context performance regression." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Unrelated issues: XLMRoberta Flash Attention support vs Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs SAM3-litetext memory overflow." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "No same bug: Flash Attention support for XLMRoberta vs LayoutLMv3 error message clarity." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Import error for a specific Qwen class vs a generic dependency issue; not the same underlying defect." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during optimizer/deepspeed use vs model-loading breakage for Llama 3.2 Vision are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths: optimizer memory blowup vs output embedding reinit after resize_token_embeddings." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen models, but one is FineGrainedFP8Config failure and the other is a weight-shape mismatch." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: LwDetr loss AMP/CUDA crash vs flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems and bugs: flash_attention sinkless-model crash vs TimesFM window_size AttributeError." + }, + { + "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 rope/position-id logic." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Different rope-related failures: JSON list handling in validation vs missing decorator on rotary-pos-emb registration." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom model init regression vs a specific patchtsmixer post_init restriction are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to kernel compatibility." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio template sample-rate defaulting vs unsupported center arg in feature extraction are different issues." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure vs Perceiver image resizing failure are different code paths." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug vs Swin2SR over-padding are unrelated image/video preprocessing 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": 27, + "review_unit_index": 37, + "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:28282", + "issue:29870", + "issue:32090", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506" + ], + "soft_pairs": [ + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:42490|issue:44743", + "issue:44077|issue:44479", + "issue:27957|issue:29870", + "issue:43873|issue:44871", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44964|issue:45440", + "issue:43316|issue:45759", + "issue:43316|issue:43525", + "issue:25251|issue:28282", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43931|issue:45216", + "issue:44190|issue:44496", + "issue:43701|issue:46506", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:44442|issue:45803", + "issue:27957|issue:32090" + ], + "prepared_review_unit_hash": "8ce45d4d7948d23e8354f22d2df0165853133ef4496e21f36f04607d8b383aa6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36159, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated transformer bugs, regressions, and model-specific loading failures. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The best representative issue is the broad, still-active offloading/quantization report (43873), but there is no strong duplicate canonical in this set.", + "confidence": 0.84, + "canonical_issue_reason": "No clear duplicate cluster emerges from these titles; if one issue must anchor the set, 43873 is the strongest representative because it is open, heavily discussed, and has the most inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best issue candidate as a cluster representative: it is broad, actively discussed, and looks like the most central runtime/loading problem among otherwise unrelated one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: a Qwen3.5 flash-attention generation bug vs a categorical embedding limit error. No shared code path or concrete bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset in Qwen3.5 is unrelated to Whisper processor batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different loading path than AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "One is backend packaging for pip extras; the other is a missing import_utils availability helper. Same ecosystem, not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen recurrent state reset behavior." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init in patchtsmixer is unrelated to the v5.3.0 video input regression in Qwen video models." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is not the same issue as Bart generate() using decoder_attention_mask before assignment." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id configuration inconsistency." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift vs JAX is unrelated to docs still referencing pipeline() after v5 removals." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken duplicate keyword error is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig return values is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure is a different model-loading issue than DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same concrete bug as AutoModelForCausalLM.from_config failing to unwrap text_config for Qwen multimodal configs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-schema problems." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Nested-list pipeline output regression is unrelated to an AutoModel ImportError due to missing PyTorch." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is different from a Qwen3-VL weight-shape mismatch during loading." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast does not match the tensorflow_text backend mapping error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parse/IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same bug as tp loading OOM for Qwen2-57B-A14B-Instruct." + }, + { + "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." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A model weight-shape mismatch is not the same concrete bug as Qwen3.5 save_pretrained producing a bad checkpoint." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/configuration error for Olmo-Hybrid-Instruct-SFT-7B." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch during resume_from_checkpoint is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment when values are None are related at a high level, but they are not clearly the same concrete bug or fix path." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when tensor-parallel loading Qwen2-57B-A14B-Instruct is a different failure mode than a key error loading MobileLLM-125M." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to FuyuBatchFeature swallowing KeyboardInterrupt and masking errors." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to Trainer gpu_broadcast_one rejecting NoneType." + } + ] + }, + "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": 27, + "review_unit_index": 38, + "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:16998", + "issue:22355", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45381", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46894", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:46829|issue:46932", + "issue:43232|issue:43388", + "issue:42490|issue:47276", + "issue:43761|issue:44188", + "issue:43295|issue:44871", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:44521|issue:47217", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:43352|issue:46640", + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:44242|issue:46894" + ], + "prepared_review_unit_hash": "c36d35aced8b81ddee1a928a881fc42d7e395e9a93026ff1a7c4aed193c714b0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35377, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate cluster; they span many unrelated Transformers bugs, regressions, and model-specific issues. All soft links look like superficial similarity rather than the same underlying change or defect.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous across unrelated models, APIs, and failure modes, so there is no single issue that best represents the cluster.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No strong best issue candidate: several items are broad or high-impact, but none is a reliable umbrella for the others because the underlying bugs are different.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different bugs: one is a hidden_states output issue in VideoPrism classification, the other is dtype casting for Gemma4 quantized embedders." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different code paths: generation kwargs handling after synced GPUs vs metric gathering dropping tuple labels in the last batch." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Both mention warnings, but one is a local-model path import warning and the other is a synced_gpus warning message in continuous batching." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Unrelated failures: CLIPVisionModel hidden_states bug vs torch.compile attention-kernel divergence." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regressions: processor.tokenizer access/passing images vs eos_token_id config inconsistency." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a custom model/processor regression; the other is a pipeline task-support error message issue." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different model and mechanism: Gemma eos_token_id config mismatch vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different issues: Gemma3TextConfig API inconsistency vs Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/template-related, but one is assistant_masks being all zero and the other is image placeholder handling in user text." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Different load/save bugs: path-with-slash import warning vs wrong custom module restored after save_pretrained." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated: model_max_length question for DeBERTa-V3 vs missing transformers.onnx module import." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but one is about optional post_init enforcement and the other about non-persistent buffers being initialized incorrectly." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General v5 breakage is not enough: custom model initialization failure vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency/import problems: missing import_utils helper vs pipelines import failing on kernels version/revision requirements." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both affect loading, but one is gguf_file handling in from_pretrained and the other is an unrecognized-model config.json model_type error." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization bugs: Gemma eos_token_id mismatch vs quantized model broken after save_pretrained/from_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Related to generation/performance, but one is inconsistent outputs from compiled forward and the other is spurious recompilation from cache lazy initialization." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different model-specific problems: untied lm_head weights vs FlashAttention 2 support failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Completely different models and symptoms: ESM2 is broken vs a janus image-generation test failure." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too vague and not the same bug: NemotronHForCausalLM FlashAttention 2 support error vs a generic Flash Attention 2 issue." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different import/error handling bugs: bare except swallowing interrupts vs Trainer import failing until datasets is removed." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve multimodal inputs, but video processing ValueError and batched apply_chat_template padding=False crash are distinct failures." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same family name only; dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and root causes: OmDet-Turbo input-size mismatch vs sam3-litetext memory overflow." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but wrong vision_position_ids in qwen2.5-vl video input is not the same as image-placeholder-in-user-text failure." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Different training bugs: load-balancing loss omission in MoE routing vs CohereASR double-shift loss 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": 27, + "review_unit_index": 39, + "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:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44479", + "issue:44534", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:45632|issue:46424", + "issue:45542|issue:46234", + "issue:44792|issue:44977", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:25251|issue:27957", + "issue:45803|issue:46170", + "issue:45127|issue:45200", + "issue:46082|issue:46697", + "issue:43650|issue:46202", + "issue:43931|issue:44060", + "issue:46693|issue:47217", + "issue:43673|issue:44743", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:43827|issue:43994", + "issue:45072|issue:46932" + ], + "prepared_review_unit_hash": "6999f46d75be02f0f7f5962a358f4a07d22299c3460ea469b56ea23371370ca0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate or the same fixable change; the cluster is mostly a set of unrelated Transformers issues. I would not merge any of the proposed pairs.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45698 is the strongest standalone anchor in this set: it has the most discussion/inbound references and describes a concrete, high-impact save_pretrained/from_pretrained custom-module loading bug. The rest of the items are too heterogeneous to form a coherent duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best overall issue to keep as the representative triage target because it is well-documented, broadly impactful, and has strong community activity. It is the clearest actionable bug among otherwise unrelated items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different failure modes: one is a missing pad_token_idx config field in StableLmConfig, the other is a backend mapping/import error for tensorflow_text." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading, but one is a BEiT legacy-field preset load failure and the other is wrong custom-module selection after save_pretrained; different code paths and fixes." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to cache max length being honored only for Quantized Cache." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and a missing import_utils helper are unrelated dependency/import problems." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A Janus test failure on image generation is not the same bug as Qwen3.5 flash-attention generation misbehavior." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal regressions, but one is a video-input regression in specific Qwen variants and the other is an image-placeholder handling bug in VL models." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload behavior are different state/serialization bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failing Janus image-generation test and stale auto_mappings references to removed configs are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a sliding_window issue in Qwen3-MoE affect different configs and runtime paths." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated; one is output-shape behavior, the other is a model/attention backend issue." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A bare-except in tensor conversion code and a Windows ROCm torch.distributed import problem are not the same underlying bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and missing mm_token_type_ids defaults are both embedding-adjacent but different mechanisms and fixes." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated config vs preprocessing bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder issue title and a Gemma pipeline roundtrip failure are not the same change or bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load and a Qwen3-Next tied-weights warning are different model/config problems." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is unrelated to image-placeholder handling in VL models." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked_prefill cache missing and recurrent states resetting with cache are both cache-related, but they concern different mechanisms and code paths." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize and slash-ending local model path warnings are unrelated serialization/loading issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in SAM 3 Video are different vision-model bugs." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric-gathering label truncation and auxiliary-loss normalization are unrelated training/evaluation bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script and loading a specific multimodal model are not the same problem." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure from a decorator/comment pattern and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A model test failure and a dependency version bump to an unreleased PEFT version are completely different concerns." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder_attention_mask scoping and post_init embedding reinitialization are different generation vs initialization bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs and Siglip2 producing bad outputs with pipeline/AutoModel are not the same underlying issue." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and Gemma4 quantized embedder casting are both dtype-related but affect different models and 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": 27, + "review_unit_index": 40, + "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:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46399", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:45245|issue:46858", + "issue:43335|issue:44855", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:46399|issue:47312", + "issue:43644|issue:44913", + "issue:44617|issue:45584", + "issue:45632|issue:46617", + "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43550|issue:44190", + "issue:43827|issue:47321", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:25251|issue:29870", + "issue:43854|issue:44792", + "issue:39692|issue:47321", + "issue:43065|issue:44610", + "issue:45381|issue:46655", + "issue:43335|issue:44190", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:44617|issue:46369", + "issue:39692|issue:44190", + "issue:43526|issue:46697", + "issue:43295|issue:45276", + "issue:43673|issue:46421", + "issue:44779|issue:46489" + ], + "prepared_review_unit_hash": "fc6cd53510a9d7c0bc673959f2f9ae68dcf1877d65c9245f6c8cb5728d157823", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35958, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated issues; there is no single coherent duplicate cluster. The only plausible duplicate pair is the DeepSeek tokenizer regression pair.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46489 is the most specific and actionable of the only near-duplicate pair: it names the exact DeepSeek-Coder v1 v5+ tokenizer regression and points to a gap in an earlier fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the best representative issue here because it is the clearest duplicate-style report with a concrete regression description and prior-fix context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different bugs: one is a category-cardinality runtime error, the other is a static-cache/torch.compile slice arithmetic issue." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated failures: SwitchTransformers sparse-layer config bug vs Python 3.13 IndentationError in DebertaV2Model import." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve, but the crashes come from different code paths: KV-cache indexing vs missing Gemma4Processor _tokenizer." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper decode crash and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Both mention kernels, but one is a specific Qwen3.5 decorator/registration failure and the other is a broad incompatibility report." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different problems: non-persistent buffer initialization vs GPTNeoX config value not persisting on reload." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code caching, but one is a leaf-directory collision while the other is a FileNotFoundError from cache loading." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different models and different failure modes: flash_attention aux handling vs xLSTM unpacking return shape." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video position-id regression and Sam3LiteText memory overflow are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert on A800 for Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA crash in Bamba is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Documentation references to removed pipelines have nothing to do with the AMD quark class update issue." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss issues, but they affect different mechanisms and models; not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning and Whisper empty-transcription crash are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting bug and Bart decoder_attention_mask UnboundLocalError are different generation issues." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different model/test failures: GLM-4.7-Flash unit-test loading vs janus image generation test." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 documentation/quantization errors are unrelated to AMD quark class updates." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo input-size mismatch are different vision-model bugs." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they are model-specific and involve different computations." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the local dataset script failure." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Separate regressions: v5.3.0 video-input regression vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related in Sam3 models, but the reported causes and model variants differ." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc example errors and local dataset loading failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: Beit reduce_labels truncation vs Swin2SR over-padding." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache and the other is spurious recompilation from lazy init; not the same concrete bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions on v5+ producing incorrect output; 46489 explicitly frames itself as a gap in the prior fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:44779 and issue:46489, is well supported by the titles and the stated prior-fix gap. The other pair rejections are cautious and consistent with the issue descriptions. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "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:32090", + "issue:35141", + "issue:36246", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43335", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:47145|issue:47321", + "issue:43854|issue:44964", + "issue:44521|issue:45381", + "issue:44112|issue:45600", + "issue:43317|issue:47312", + "issue:43643|issue:44496", + "issue:43994|issue:47321", + "issue:45290|issue:46752", + "issue:43673|issue:46858", + "issue:43611|issue:47321", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:44112|issue:44964", + "issue:44737|issue:45803", + "issue:42175|issue:44279", + "issue:44938|issue:45542", + "issue:44964|issue:45600", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:36246|issue:41628", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "0a5f681eb880a7a2de2c15048966dc6925e7b83296bf64a8ac28fd731abc2095", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36585, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like distinct bugs or regressions rather than duplicates, so no mergeable duplicate cluster emerges here.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the candidate pairs span unrelated topics such as tokenizer behavior, multimodal template handling, cache/generation internals, model loading, and CI/backend setup.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative because none of the soft pairs appear to describe the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save/tie-weight behavior, but one is about LoRA/extended-vocab collapse and the other about incorrect visual encoder keys; different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-input error, the other is a serve/KV-cache continuation indexing crash; unrelated code paths." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize-token-embeddings behavior and Whisper empty-transcription handling are unrelated bugs in different subsystems." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json loading and list_repo_files revision forwarding affect different APIs and do not describe the same bug." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 weight_scale loading corruption and AMD quark class updates are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but they affect different models with different causes and fixes." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "assistant_masks being all zero is a chat-template bug; wrong vision_position_ids is a Qwen2.5-VL video-positioning bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both involve CI breakage, but one is a stale GraniteSpeech test and the other is outdated auto_mappings references; different problems." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "device_map/offload loading failure and kernel-compatibility issues are not the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code returning missing fields and unrecognized-model config loading are distinct config-loading issues." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 inference corruption and AMD quark class updates are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call messages with no content and the other is an empty-input IndexError; different edge cases." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both touch generation cache, but one is a missing cache in chunked_prefill and the other is device-tensor seq_length arithmetic under static cache/compile." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "A base_model_prefix loading regression and an AMD quark class update are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are different problems; one is performance, the other is correctness/safety." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention support and token-embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI test staleness and Phi-4 multimodal loading failure do not share a concrete bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU placement bug and Fuyu bare-except error swallowing are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow backend packaging and a generic dependency issue are too different to be duplicates." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard-only install are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure and stale Sam3LiteText auto-mappings references are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression affect different models and serialization paths." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal chat-template assistant masks are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and output embedding reinitialization are different bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collisions and a missing import_utils helper are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model loading and VL placeholder handling are different model/input issues." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed-config references in auto_mappings do not match." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "A missing Qwen2_5_VLImageProcessor export and inability to import AutoImageProcessor are related only at a very broad import level, not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss behavior are unrelated model-specific 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": 27, + "review_unit_index": 42, + "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:38617", + "issue:39692", + "issue:41950", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43650", + "issue:43673", + "issue:43824", + "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:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:44295|issue:46506", + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:43976|issue:44987", + "issue:43673|issue:46424", + "issue:44683|issue:45446", + "issue:39692|issue:46932", + "issue:46082|issue:46121", + "issue:43673|issue:44336", + "issue:43526|issue:43901", + "issue:44496|issue:45759", + "issue:42994|issue:47333", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44327|issue:46752", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:44279|issue:46515", + "issue:42994|issue:47332", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:43901|issue:44496" + ], + "prepared_review_unit_hash": "19620a51ad246f0d0efefefa1466c264247fbc98976d3461bc0dc1bbca8ea437", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36968, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mixed heterogeneous cluster with a few loose theme overlaps (saving/offloading, flash-attention, multimodal configs), but no soft pair looks like a true duplicate or mergeable single fix. Most pairs are distinct bugs in different code paths or different models/features.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 42994 is the broadest, most generic save-failure report and the closest thing to an umbrella for the small save/offload subgroup, though the overall cluster is too mixed to have a strong true canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42994 is the best representative issue here because its title is the most general and reusable for deduping save-related reports; it is still only a weak cluster fit, not a clear duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different modules; no shared underlying bug is evident." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model config loading and PIL/torchvision image processor requirements are unrelated failures." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems and symptoms: a qwen3_omni_moe helper bug vs CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A buffer/position_ids access error is not the same bug as device-dependent PPDocLayoutV3 output differences." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a processor/tokenizer regression in v4.57.5; the other is an embedding resize bug in t5gemma." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both mention version/dependency trouble, but one is Python support and the other is a specific model-loading failure." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked_prefill while the other is max_cache_length handling for Quantized Cache." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled flex_attention failure on torch>=2.9 and the other is a bad version check for AuxRequest import." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Documentation example errors and Gemma4 quantized embedder dtype casting are different issues." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation problems: head_dim rejection vs JSON-loaded rope validation list handling." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI console formatting are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BEiT processor label-reduction bug is not the same as outdated TextClassificationPipeline docs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model/config loading, but one is a missing model_type and the other is unwrap logic for composite multimodal configs." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are save-related, but quantized saving and disk-offloaded saving are different code paths and failure modes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features() issue." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a save-path bug, while Ministral-3 FlashAttention failure is a model/runtime issue." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder title is not a technical bug and does not match the audio feature extraction issue." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken special-argument collision are different problems." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are edge-case crashes, but QA top-k bounds and empty chat template input are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length handling." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 model failure and the other is a sink-less-model AttributeError in the integration code." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic transformers dependency problem is not the same as torch 2.4.1 incompatibility." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both are save failures, but quantized save failure and disk-offloaded save failure are distinct bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python version support issue; the other is only a vague dependency problem with no shared concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export complaints, but they refer to different missing symbols in different modules." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config-field bugs in different model families; no same code path is evident." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regression reports, but one is model loading in dev0 and the other is incorrect checkpoint saving in 5.4.0." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs for a pipeline flag and a model-type loading error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "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:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "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:43901|issue:47217", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:41950|issue:45020", + "issue:39692|issue:43901", + "issue:46123|issue:46369", + "issue:42796|issue:43650", + "issue:46614|issue:47085", + "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:43299|issue:45357", + "issue:43381|issue:47000", + "issue:43653|issue:45593", + "issue:46082|issue:46399", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43299|issue:43854", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:43644|issue:47145", + "issue:44016|issue:44291", + "issue:43931|issue:47145", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "1b18b855b3d73b9fa467883c13f6a2b2ce87a65b4377272f3688c9e1f3a3ee80", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "This cluster is not a true duplicate set: the issues span many unrelated regressions, tokenizer bugs, docs errors, loading failures, and dependency problems across different models and subsystems. All soft links look like superficial similarity rather than the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is appropriate because the cluster is heterogeneous; the items do not share one concrete code-path or root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues can represent the cluster as a whole since they are unrelated defects across different areas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs text about return_all_scores is unrelated to a VL placeholder-in-text runtime failure." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency-related, but one is a generic transformers dependency issue and the other is an unreleased peft version bump; different problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer regressions, but they affect different APIs/models and describe different failure modes." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code model breakage are different code paths with different symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Two unrelated documentation issues; no shared bug or fix target." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline partial-batch handling is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling and a generic 'ADD THE DATA' issue are clearly unrelated." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state is a different subsystem from tokenizer thread-safety." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained serialization are different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and likely different root causes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a tied-embeddings warning." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased dependency version are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Image-processor lookup in a video pipeline is unrelated to Gemma4 device-map placement." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization inconsistency and embedding resize propagation are distinct behaviors, not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is loading failure and the other is save_pretrained key serialization; not the same issue." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to RTDetrLoss infeasibility." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are different defects." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Explicit head_dim validation has no overlap with from_config dtype/config staleness." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache export and broad import errors after upgrade are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3-VL loading failure and GLM-4.7-Flash test loading failure are model-specific, separate bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder issue and an FP8 inference bug are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router load-balancing loss and Gemma4 mm_token_type_ids defaults are different model-training issues." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk fill and FP8 weight_scale omission are both corruption issues, but with different mechanisms and fixes." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to FP8 compressed-tensors scaling." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and a TensorBoard/TensorFlow backend issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "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:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45325", + "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:45081|issue:45907", + "issue:45588|issue:47000", + "issue:44336|issue:46851", + "issue:43441|issue:45834", + "issue:45859|issue:46851", + "issue:45103|issue:45372", + "issue:43479|issue:43525", + "issue:43873|issue:47145", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44246|issue:47217", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:44261|issue:44263", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:44186|issue:47000", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43784|issue:45542", + "issue:45600|issue:45712", + "issue:44188|issue:44336", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:43575|issue:47145", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "17307341a9d6a329ebe440cd95fa5379304a2998ec999b672c85d53a7767c5cd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36712, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformer issues; they span packaging, tokenizers, model loading, offloading/quantization, docs, and runtime regressions. I do not see any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most active open report with multiple inbound references and a broad runtime theme (quantization/offloading), so it is the best representative anchor for this otherwise unrelated set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest issue anchor by activity/refs and centrality, but only as a representative\u2014not as a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Different areas: Mistral tokenizer regex patching vs a Hub file-listing revision-forwarding bug." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink handling crash and RTDetr loss infeasible-cost-matrix are unrelated code paths." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape output in loading reports is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error do not describe the same defect." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position/rotary behavior, but one is CPU offload compatibility and the other is variable-length inputs; not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and a mistral_common import error are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal config defaulting and Llama4Config missing pad_token_id are different config initialization bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "General offloading/quantization issues, but one is behavior not working and the other is silent FP8 weight_scale corruption; not the same concrete bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed optimizer OOM and double optimizer-step invocation are distinct training-loop problems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized load with cpu offload failure are different lifecycle stages and failure modes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and a training-data filtering slowdown are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility are separate environment issues." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Intermittent slow import and VL image-placeholder handling are unrelated runtime problems." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained failure are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression are model-specific and not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and GlmMoeDsaIndexer split return-values issue are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing TensorFlow backend installation and torch/transformers incompatibility are different environment/setup problems." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenization crash and RTDetr loss infeasible-cost-matrix are unrelated model components." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill and CLIPVision hidden_states regression are different v5 regressions in different modules." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id missing and glm-4v-9b loading failure are not the same failure path." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and TensorFlow backend packaging issue are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings stale config references and leftover dummy classes are different maintenance/CI problems." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "docs mismatch for return_all_scores and sporadic slow import are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and missing fields with trust_remote_code are similar in theme but not the same defect." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are different issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but one is Qwen2.5-VL rope scaling and the other is Qwen3.5 variable-length input handling; not a duplicate." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on load and FP8 checkpoint corruption are different quantization/loading failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Python 3.9+/3.10+ compatibility 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": 27, + "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:42915", + "issue:43299", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43976", + "issue:44162", + "issue:44242", + "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:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46291", + "issue:46399", + "issue:46506", + "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:47312", + "issue:47333" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:47176|issue:47177", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:45362|issue:47333", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44871|issue:47145", + "issue:42617|issue:43976", + "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:43540|issue:46752", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:45588|issue:46851", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655", + "issue:42915|issue:47312" + ], + "prepared_review_unit_hash": "84476abcc24c8d8c572ace8ad14b5f0c891e28a5e8727d15c42a07abfc2ec735", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35950, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only a broad subsystem or version context, not the same underlying bug or change. I would not merge any of the soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear duplicate anchor for the whole cluster; if forced, #42491 is the most concrete compatibility regression report with explicit hf4.x\u2192hf5.x context.", + "canonical_pr_reason": null, + "best_issue_reason": "#42491 is the strongest representative issue: it is specific, actionable, and directly describes a user-facing regression tied to a concrete version transition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: Float8 storage deserialization vs Qwen3.5 chat crashes; no shared code path." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both security-related, but command-substitution bypass and tar/zip-slip are distinct vulnerabilities with different fixes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code generation in loading_report is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage affect different APIs and model paths." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat crash and disk-offloaded Qwen3-30B save failure are different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 ZeRO3 from_pretrained issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is not the same as an unrecognized-model config error." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-family, but one is a feature-extractor length helper bug and the other is variable-length position_ids handling." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "EOS token inconsistency and FP8 weight_scale omission are unrelated model-loading problems." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "A script execution failure is not the same as a Python-version compatibility break." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel dependency/version requirements and a missing decorator in Qwen3.5 kernels registration are different issues." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding math and missing vision-backend handling are separate processor/AutoProcessor problems." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration failure is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access and VL image-placeholder parsing are different code paths." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE compatibility regressions, but one is LoRA reuse across versions and the other is Qwen3VL MoE loading; not the same concrete bug." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch and hidden_states assignment are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction and sys.modules access are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and empty-chat-template IndexError are different failures." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing and Qwen3.5 kernel registration are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration and Gemma-4 ZeRO3 loading are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention s_aux=None crashes and variable-length position_ids failures are distinct." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is not the same as a stale warning in generate()." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern optional losses, but they are different models and different gating conditions; not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state and from_pretrained inconsistency are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting and GLM-5 RoPE implementation are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure and CPU/CUDA result mismatch are different model/runtime bugs." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Same broad idea of missing auxiliary loss, but the model code paths and triggers differ enough that they are not duplicates." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both video-related, but Qwen3OmniMoe video input validation and SmolVLM padding calculation are distinct." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and kernel-version incompatibility 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": 27, + "review_unit_index": 46, + "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:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47321" + ], + "soft_pairs": [ + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44479|issue:46655", + "issue:36246|issue:43596", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:44451|issue:46752", + "issue:44295|issue:44749", + "issue:45292|issue:45701", + "issue:44162|issue:45200", + "issue:43295|issue:45292", + "issue:43352|issue:45250", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "f33b85928319fd95019b07c0ece3b8fcfc0708b40d9c419dc95f07676d62d1e4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35396, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a bag of unrelated transformer bugs and regressions with superficial topical overlap (Qwen, video, Deepspeed, config/import issues). None of the soft pairs look like the same underlying bug or change, so no duplicate merge is justified.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated failure modes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "One is a tokenizer regression; the other is resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and _torch_extract_fbank_features are different code paths and symptoms." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend import handling is distinct from empty user-text image placeholder handling." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion with accelerate and the other is a zero3 deque IndexError." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Broad Qwen video-input regression is different from SmolVLM's video padding bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure and BertModel zero3 IndexError are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen image processor symbol is unrelated to huggingface_hub.is_offline_mode import failure." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing APIs with different causes." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "A missing config field in Qwen3.5-Moe vision config is not the same as AutoModelForCausalLM text_config unwrapping." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and apply_chat_template empty-list IndexError are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and a 5.3.0 preprocessing slowdown are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings behavior is unrelated to tokenization output changes across versions." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token_type_ids defaulting are separate model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as output_embeddings not tracking resized embeddings." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Lack of FA2 support for NemotronH is different from the generic Flash Attention 2.0 topic." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed zero3 deque error and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "lm_head serialization inconsistency and t5gemma decoder.embed_tokens resizing are different embedding issues." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows ROCm torch.distributed import problems are unrelated to AMD quark class updates." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist captured_info.txt races are different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video encoder missing attribute and SAM 3 LiteText memory overflow are distinct problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict granite_speech config loading and Qwen vision config field loss are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in processor.save_pretrained and unrecognized image processor backend handling are different issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and tokenizer error masking from protobuf fallback are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 token_type_ids defaults." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46851", + "issue:46858", + "issue:47068", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:44479|issue:46170", + "issue:29870|issue:30333", + "issue:45397|issue:45656", + "issue:44877|issue:46170", + 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None of the soft pairs look like the same underlying defect, so there is no credible canonical duplicate target 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:44242", + "right": "issue:44857", + "accept": false, + "reason": "Both mention losses, but they affect different models and failure modes (router load-balancing loss vs LwDETR AMP crash). No shared code-path bug is evident." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import dependency issue." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are entirely different subsystems and symptoms." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a Gemma-4 zero3 from_pretrained issue and the other is a duplicate optimizer-step problem; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and a Windows ROCm torch.distributed dependency error are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings in LoRA fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on a second forward pass and an AttributeError in flash_attention for sink-less models are distinct code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model bugs." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model families and different failure modes." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "An MPS histogram kernel type error and a missing chat template ValueError are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder attribute errors and Qwen3OmniMoe video processing errors do not indicate the same underlying bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on deletion and a final partial batch being dropped are unrelated issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure and kernel compatibility are not the same concrete defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "AutoTokenizer loading in v5 and an accuracy regression after upgrade are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a model-type warning for sam3_video vs sam3_tracker are separate config/architecture issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel branching divergence and a Gemma pipeline roundtrip issue have no shared code path." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning about tied embeddings are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma token roundtrip failure are not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return-type mismatch and LlamaConfig head_dim validation are distinct API issues." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior changes and FP8 weight_scale loading corruption are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A Qwen3.5 config warning and a stale paging warning in generate() are different issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring future-annotations crash and cache seq-length device-tensor arithmetic are separate utilities/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": 27, + "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:41628", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47217" + ], + "soft_pairs": [ + "issue:46752|issue:47020", + "issue:43994|issue:46726", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:43784|issue:46399", + "issue:44964|issue:45137", + "issue:44373|issue:46851", + "issue:39692|issue:46726", + "issue:44871|issue:46132", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:46463|issue:46877", + "issue:45561|issue:47217", + "issue:45375|issue:45478", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:43232|issue:43673", + "issue:44869|issue:45356", + "issue:45310|issue:45375", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "485bff594196e9acdf57ed10e0dc9d86090cd1cf65179b8fdca5d26abc631785", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35280, + "estimated_input_tokens": 8820, + "estimated_eval_tokens": 17896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports across model loading, generation, tokenizers, vision, and docs. The only clear duplicate-like group is the Qwen3.5 Moe from_pretrained regression, where one report provides the specific root cause and the others are generic symptoms.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45375 is the strongest canonical representative for the Qwen3.5 Moe loading regression because it names the specific missing field and strict-schema behavior, while nearby reports are broader symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the best issue to anchor this cluster\u2019s only real duplicate set: it is the most specific description of the Qwen3.5 Moe from_pretrained failure and plausibly subsumes the generic duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template handling and a tokenizer constructor type mismatch are different bugs in different code paths." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision models, but one reports bad outputs from AutoModel/pipeline usage while the other is an AutoProcessor/backend import error." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and a data-processing slowdown regression are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression in filtering is not the same as DeepSpeed causing optimizer.step to run twice." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and processor file omission are different serialization bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer setup and MaskGenerationPipeline final-batch dropping are unrelated issues." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "trust_remote_code config-field loss and ESM2 breakage do not describe the same failure mode." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor persistence and DeepSpeed optimizer stepping are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different model families and different attribute errors; no shared concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 VisionEncoderOutput missing an attribute is not the same as AutoConfig losing fields under trust_remote_code." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration failure." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a ZeRO3 deque error are different code paths." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a runtime variable-length input bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example mistakes are not the same as a missing vision backend causing AutoProcessor import/recognition errors." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error and loading getting stuck are unrelated symptoms." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Wrong error text for T5 validation is unrelated to auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist file race and VL placeholder handling are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5 Moe from_pretrained regression; 45375 provides the specific missing-field/root-cause detail and 45478 is a generic symptom report." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma-4 ZeRO3 loading failure are not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and continue_final_message behavior for mistral_common are different problems." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained failure and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing cache in chunked_prefill are different generation bugs." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word timestamp decode crash and Kimi tokenizer codec regression are different tokenizer issues." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "These are the same Qwen3.5 Moe loading regression; the later report is the more specific root-cause version of the generic from_pretrained error." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Top-level AutoImageProcessor import failure and a missing image_utils import symbol are related in area but not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it characterizes most items as unrelated and limits the duplicate claim to the Qwen3.5 Moe from_pretrained reports, which do line up by title/body. The soft-edge rejections are generally conservative given the limited title-level evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43704", + "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:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:42371|issue:45092", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:45406|issue:46202", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:43232|issue:44792", + "issue:44222|issue:45310", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:42831|issue:44222", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:42175|issue:45712", + "issue:42673|issue:43704", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" + ], + "prepared_review_unit_hash": "7e570b319255e6d597dcb41684a87eadd745a3d60a81c709f61e46afe2f8e714", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36076, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair appears to be a true duplicate: the two Qwen3ForCausalLM VRAM leak issues. The rest are related at most by subsystem or version, but they describe different concrete failures.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue: it is the earlier report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, and issue:43704 is a duplicate of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue candidate overall because it is an exact duplicate target with a specific, reproducible bug title and the earlier report in the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs pipeline-parallel output correctness." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated failures: TF32 settings guidance vs meta-init incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and code paths (`GenerationMixin` vs `AutoImageProcessor`)." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Different subsystems: tokenizer mapping/model registration vs Hugging Face CLI completion API breakage." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Distinct bugs: dtype drift during evaluate vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but one is a processor attribute crash and the other is a token roundtrip regression." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different areas: Mistral regex/tokenizer loading crash vs auto_docstring annotation handling." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different pipeline failures with different symptoms and model components." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: AMP/CUDA loss crash vs noisy docstring diagnostics at import time." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Different issues: D-FINE loss configuration vs auto_docstring import-time stdout output." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but not the same concrete bug or code path; one targets Qwen3-VL-Moe and the other Qwen3.5 MoE from_pretrained." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different exported names and different fixes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different model behavior bugs: pipeline parallelism output error vs an infinite loop on a specific image." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and Janus image-generation test failure are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths: FP8 save_pretrained vs Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Separate failures: pytest-xdist file race vs CLI completion attribute error." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different packaging/import problems: missing TensorFlow backend vs missing image_utils import." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different runtime bugs: recurrent-state reset in Qwen3.5 cache handling vs host synchronization in deepspeed_sp_compute_loss." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both touch FP8, but one is an accuracy issue and the other is a save_pretrained issue." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: dependency version bump problem vs docstring logging noise." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different failures: MLflow reporting on failed jobs vs DeepSpeed OOM with Adafactor." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different behaviors and different tokenizers." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different modules/classes; not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Related to packaging/minimal installs, but one is missing TensorFlow backend and the other is leftover dummy PT objects." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate: same title and same Qwen3ForCausalLM multi-dataloader-thread VRAM leak bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Different problems: Python version compatibility vs a nonexistent import from image_utils." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model config loading failure vs pytest-xdist file-race bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: Sentence-Transformers load hang vs embedding resize/reinit behavior." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression and tokenizer thread-safety are separate issues." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Different failures: offline Mistral regex patching vs tokenizer thread-safety regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The duplicate call on issue:42673 / issue:43704 is supported by identical titles and earlier timestamp, and the other soft-edge rejections are phrased conservatively as different concrete failures. No clear 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": 27, + "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:34689", + "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:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:46077|issue:46123", + "issue:42673|issue:47085", + "issue:42898|issue:44779", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:44060|issue:45125", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:22355|issue:28282", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "71aec1cdac6a7c4b9ee46f1bcbc41b447b0eadc3dea819259ed9b506e57f1c39", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36583, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated closed issues spanning tokenizers, multimodal models, docs/examples, training, and runtime regressions. The soft edges are largely false positives from broad textual similarity rather than shared root causes.", + "confidence": 0.89, + "canonical_issue_reason": "If a representative issue is needed, issue 42898 is the broadest and most general v5 tokenizer-regression report, but this set does not form a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the best representative because it is a concrete regression tied to a major version change and is broader than the more model-specific or documentation-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different bugs in different model families: config initialization defaults vs misassigned hidden_states in video classification output." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and models; not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to fast tokenizer thread-safety regressions." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failures." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "One is a VRAM leak in Qwen3ForCausalLM with dataloader threads; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation example problems, but they are different examples with different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a from_pretrained loading issue and the other is add_special_tokens behavior." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "CI breakage from removed config references is unrelated to a huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error is unrelated to a documentation parameter-name mismatch in set_training()." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization and Whisper timestamp decoding are unrelated code paths." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different subsystems: multimodal config defaults vs ModelOutput key assignment semantics." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction is unrelated to MaskGenerationPipeline partial-batch handling." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "A memory leak in generation is not the same as tokenizer thread safety; different layers of the stack." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and symptoms, so they are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to Llama 3.2 vision model loading breakage." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow job-status reporting." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen3.5 MoE issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenizer spacing behavior and the other is processor/tokenizer API compatibility." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different model-specific regression: tokenizer cleanup behavior versus Pegasus output changes between versions." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting is unrelated to CustomTrainer.compute_loss signature incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and double optimizer stepping under deepspeed are unrelated training/runtime bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 multimodal token defaults are different model families and failure modes." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors with different causes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in GLM46V processor is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification example returning empty results is unrelated to image-classification script failing to load a local dataset." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Unused SGD optimizer args is unrelated to a docs parameter-name mismatch." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer.save_pretrained class metadata are different save-path bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A PEFT version pin issue 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": 27, + "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:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "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:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:41628|issue:42757", + "issue:43504|issue:47059", + "issue:43232|issue:47276", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:44263|issue:45092", + "issue:44327|issue:47059", + "issue:44263|issue:44373", + "issue:43232|issue:46424", + "issue:45092|issue:45357", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "2f1c1e2991843f53fa532f58c898c6f2e71a0dfd634f00854ab90b1615f07f09", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links mostly connect unrelated bugs that happen to share broad themes like loading, saving, imports, or v5 regressions. I do not see a true duplicate pair among the proposed soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single true duplicate stands out; if one issue must represent the cluster, issue 43723 is the broadest user-facing regression around tokenizer loading in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best representative because it is concrete, broadly scoped, and centered on a common v5 loading failure mode rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is a BPE-marker handling bug and the other is a v5 AutoTokenizer loading issue." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: output regression for Pegasus vs behavior change in AttentionInterface.register." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the deepspeed optimizer-step duplication report." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and missing processor save files are different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization with None is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both mention imports, but one is a missing image_utils import and the other is leftover dummy class cleanup." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count overflow and attention registration behavior are unrelated bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained for MoE and generic processor.save_pretrained file loss are different failures." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "B200 FP8 inference failure and missing chat template support are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue about position_ids is not the same as the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch is distinct from Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both are loading/generation related, but one is tokenizer loading in v5 and the other is flash-attention generation behavior." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions are unrelated to FP8 inference on B200." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different dependencies: AutoImageProcessor vs is_offline_mode." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy-field model loading failure is unrelated to a huggingface_hub CLI test breakage." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation state update after sync_gpus is a different bug from a misleading warning message." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but one is type checking in PretrainedConfig and the other is LlamaConfig head_dim validation." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Missing ReLU in the DSA indexer is a different issue from numerical differences in Minimax MSA attention." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE saving and the other is shard-size defaults." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script has nothing to do with LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling is unrelated to the Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hangs and zero-probabilities in SigLIP2 are different model issues." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids buffers is not the same as missing processor save files." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video output attribute missing and MoonshineStreaming window masking are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split indexing bug is not the same as remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k bounds error is unrelated to the CLI completion breakage." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer split-return bug and a position_ids docstring issue are clearly different." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "sync_gpus generation handling and cache max length semantics are different features." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "These are both InternVL/Qwen-related loading problems, but one is meta initialization compatibility and the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving quantized/dequantized models, but they target different quantization paths and 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": 27, + "review_unit_index": 52, + "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:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "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:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "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:44279|issue:46328", + "issue:46305|issue:46655", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:44263|issue:44360", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:41628|issue:43824", + "issue:44483|issue:45406", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:43576|issue:43784", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:43784|issue:45600", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:43644|issue:46305", + "issue:43756|issue:44060", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:39379|issue:46172", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "f77aa0e03258f5d8ce35f0af4dfd34679d76126a1e386bca9db33277949d4c5d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36114, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: most items are unrelated regressions, API/import failures, or tokenizer quirks that only share broad subsystem wording. I don\u2019t see any soft pair that clearly represents the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.24, + "canonical_issue_reason": "Issue #43122 is the broadest tokenizer-regression report in the set and best represents the recurring v5 tokenization subset, but the overall cluster is too mixed for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43122 is the most generally phrased issue about a version-to-version tokenization regression, making it the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext and a broken DIA docs example are different problems." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue and a SequenceFeatureExtractor.pad performance issue are not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different media processors and different defects: off-by-one future-frame attention vs padding math." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve processor loading and missing vision deps, but the concrete failures and affected paths differ." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy problems and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer code, but one is about torch.split outputs and the other about a missing ReLU." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and MoonshineStreaming mask indexing are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A sam3 model-type warning and missing text-encoder weights are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports for different symbols; no shared concrete defect." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model-loading failure and CLI breakage from huggingface_hub are different bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy degradation and Qwen3-VL-Moe from_pretrained errors are not the same problem." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs on init/checkout are distinct failure modes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision mismatch and remote-code meta-init incompatibility are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken `transformers env` and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and added-token spacing are different tokenizer/package problems." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention divergence and a wrong docstring are not duplicates." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError and auto_mappings CI breakage come from different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy and a Qwen3_5 image infinite loop are unrelated regressions." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset-mapping errors and missing BOS/EOS insertion are different tokenizer bugs." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision error handling and VL placeholder-in-user-text failures are not the same defect." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is model-specific BPE marker handling and the other is a broader version-change report." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization and sliding-window masking are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Missing RoPE layers and a tied-weights warning are different model-architecture bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving are separate workflows and failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong decoder type in v5 are different tokenizer issues." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "mllama mask handling and deepseek-v4 comb transpose/dtype behavior are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "A sam3 model-type warning and a memory overflow in sam3-litetext 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": 27, + "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:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "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:44222", + "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:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:43976|issue:44945", + "issue:44625|issue:44829", + "issue:42907|issue:44945", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:22355|issue:29159", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:44360|issue:44485", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:46172|issue:46762", + "issue:45216|issue:45478", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "ab05c589f366140a0b355f466cb203c1628b54971d919f2e64b353be643530a4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues across different subsystems; I found no soft pair that appears to be the same underlying bug or change. No PRs were provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue here: it is active, detailed, and has multiple inbound references, while the rest of the set is too heterogeneous to form one clear duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most substantial, current, and well-scoped bug report in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad post-upgrade import-regression report; 42757 is one specific missing symbol. Related theme, but not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different models and failure modes: Flash Attention 2 support vs loading hangs." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Video position-id bug vs a broken documentation example; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing error does not match a DIA docs issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both mention initialization, but the concrete bugs differ: custom model init vs NaNs in classification heads." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stall in sentence-transformers is not the same as a Mac bus error on a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position-ids buffer access and tokenizer_class mismatch are separate save/load problems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure for Ministral/Devstral is unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "A multimodal token counting bug is unrelated to a CLI/test failure from huggingface_hub." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-to-version tokenization drift and the other is a continue_final_message bug in mistral_common tokenizers." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are different problems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Save/export failure and incorrect pipeline-parallel inference output are not the same code-path." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs a model-load problem for cjvt/sleng-bert." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizers, but offset_mapping and assistant_masks are distinct behaviors and likely distinct fixes." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor export is only one symptom; 45278 is a broader import-regression report." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different loader issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "A save-pretrained dequantization issue is unrelated to invalid GenerationConfig handling." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer regressions: general tokenization drift vs multimodal assistant mask generation." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split/indexer bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file forwarding and chat-template tool-call crashes are separate areas." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Package import failure for transformers.onnx vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 model-type mismatch warning and missing fpn_position_embeddings are different SAM3 video bugs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file loading failures are not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading and tokenizer save metadata mismatch do not match." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and likely different fixes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and position_ids buffer access are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different models and different numerical issues; not the same change." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 Moe from_pretrained error share a family, but the concrete code paths are different." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe 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": 27, + "review_unit_index": 54, + "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: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:43937", + "issue:43976", + "issue:44188", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43937|issue:44485", + "issue:43066|issue:44779", + "issue:44995|issue:46697", + "issue:45083|issue:45446", + "issue:43116|issue:43493" + ], + "prepared_review_unit_hash": "c2ff881bf7304476e6553b5edc5ab576dab78897c3276877c176c940459ab300", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34723, + "estimated_input_tokens": 8681, + "estimated_eval_tokens": 17618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate group: the soft edges mostly connect unrelated issues that only share broad keywords like tokenization, import errors, or model regressions. None of the pairs look like the same concrete bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits well here; the items span unrelated subsystems and model-specific regressions, so collapsing them into one duplicate target would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42757 is the cleanest standalone triage candidate: a specific import error with a clear symptom and likely fix path. It is not representative of the whole cluster, just the most actionable individual issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification script behavior is unrelated to Gemma 4 multimodal token IDs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenization regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer backend caching are different tokenizer bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package/backend installation issue is unrelated to Python 3.14 loading failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype change is not the same as incorrect pipeline-parallel generation output." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose breakage and kernel compatibility are different failures with no shared code path." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the classification example script issue." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs after sync_gpus are separate generation issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 parity gap vs Qwen3.5 infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence and feature-extractor padding performance are unrelated." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A docstring parameter mismatch is not the same as import-time doc-lint output." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash-Attn 2 support request for GPT2LMHeadModel is not the same as an unspecified flash-attention bug." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat-completions API rejection and image-placeholder handling in VL models are different problems." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and stale phonemizer language caching are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading via base_model_prefix and NaNs in classification heads are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version check in flex_attention are separate compatibility bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad post-upgrade import-breakage report are not the same concrete bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained visual encoder key regression and from-pretrained Moe loading error affect different paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE discussion are not the same issue." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression and Deepseek tokenization errors are model-specific, separate problems." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale-cache crash in GlmMoeDsa is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length computation and an AuxRequest import version check are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification script output and SigLIP2 implementation parity are different areas and 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": 27, + "review_unit_index": 55, + "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:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "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:44263", + "issue:44291", + "issue:44355", + "issue:44466", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44610|issue:46909", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:39379|issue:43688", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:45092|issue:46762", + "issue:45405|issue:45446", + "issue:43064|issue:43673", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:44466|issue:46002", + "issue:44263|issue:46762", + "issue:42222|issue:47000" + ], + "prepared_review_unit_hash": "fc44e83f4534d043efaa1373ae3fe70cbabc623312d2cb4e70a6c11621a04965", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34751, + "estimated_input_tokens": 8688, + "estimated_eval_tokens": 17632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad Transformer/tokenizer/loading vocabulary, but each describes a different bug, model, or subsystem. I do not see any true duplicate pairs here.", + "confidence": 0.9, + "canonical_issue_reason": "issue:33453 is the most generic high-level regression report in the set, while the others are narrower model/API-specific bugs or docs issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the best cluster representative because its title is broad and regression-oriented, making it the closest umbrella item among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size bug vs documentation example bug; different artifacts and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arguments not used vs trainer.evaluate() failure after train(); not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen/MoE, but they are different model versions and different from_pretrained failures." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file runtime errors vs a documentation parameter-name mismatch." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Different output-field regressions in different model classes; no shared codepath shown." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression vs model accuracy regression; too broad and not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification bug vs pipeline error-message wording; unrelated failures." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings behavior vs missing image-processor method; completely different areas." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both hit AutoProcessor.from_pretrained, but one is backend-missing handling and the other is 429 retry behavior." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in dataloader threads vs tokenizer BPE-marker handling; no same underlying bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Separate from_pretrained/cached_file issues with different objects and symptoms." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "SequenceFeatureExtractor padding inefficiency vs streaming pipeline regression; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline API vs a PyTorch version-check bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same defect." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Different model-specific computation bugs with no shared failing path." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing class vs HTTP-429 retry behavior; different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache issue vs sequence feature extractor padding inefficiency; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for remote-code checkpoints vs attention numerical differences; not duplicates." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump problem vs flex_attention import-version check bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption vs generation cache missing; distinct trainer/generation bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5 loading/config validation, but they target different errors and codepaths." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None assumption vs flash_attention sink-less-model crash; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning text in paged generate(); different issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights vs NaNs in classification heads; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split return handling vs Minimax attention numeric drift; different components." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage vs RTDetrLoss infeasible cost matrix; 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": 27, + "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:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44380", + "issue:44410", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:42222|issue:43441", + "issue:44117|issue:45081", + "issue:39379|issue:46897", + "issue:42222|issue:46752", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:42617|issue:45341", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43408|issue:43742", + "issue:45632|issue:46981", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44877|issue:46231", + "issue:43208|issue:46894", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:39401|issue:43421", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:42371|issue:44261", + "issue:44964|issue:45278" + ], + "prepared_review_unit_hash": "8f56d99b660d3be79ac9eb950eb411c71a31e923d410422ce1c6fc05413dd018", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35996, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports and regressions spanning imports, tokenizers, configs, model-specific loading issues, and training/attention behavior. The soft pairs share broad subsystem themes, but none look like the same concrete bug or change.", + "confidence": 0.39, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative umbrella issue because it describes a broad post-upgrade import regression and is the closest fit to the cluster\u2019s general symptom pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but one is GPT2 scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional masking; different code paths and fixes." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "A broken VitPose model import/load issue is not the same as a Ministral FlashAttention failure; they affect different models and failure modes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and the Mistral regex patch crash are separate tokenizer-internal bugs with different root causes." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both mention sequence/loss masking, but mllama mask handling and Florence2 double-shift training loss are distinct bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat template IndexError are unrelated issues in different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and Qwen3.5 flash-attention generation problems are different failures." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression and stale dtype on from_config are different config-handling bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batching shape error and AutoProcessor crashing without torchvision are both video-related, but not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and symptoms: offset_mapping vs incorrect tokenization results." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning and MobileLLM load KeyError are separate loading/config issues." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and repeated HTTP 429 retries in AutoProcessor are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained failure are different model-specific bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention 3 causing degenerate training and an incorrect save_pretrained checkpoint are not the same fix." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A config type-checking regression and a CLI compatibility failure with huggingface_hub are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to cached_file and special_tokens being a list instead of a mapping are different API bugs." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and SequenceFeatureExtractor.pad inefficiency are unrelated, one functional and one performance-oriented." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a generic bug report and the other is a pytest-xdist race; different underlying problems." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docs parameter-name mismatch are not the same issue." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are separate model/training issues." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior changed across versions and a noisy logging message are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping errors and runtime post-processor updates for special tokens are different tokenizer problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/config.json loading are different config validation failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Layer-type import failure and _torch_extract_fbank_features issues are unrelated import vs feature-extraction bugs." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Missing rms_norm_eps precision handling and Minimax attention numerical differences are different technical issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA layernorm epsilon handling are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal load failure and broad import errors after upgrade are related only at a very high level, 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": 27, + "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: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:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:44484|issue:45310", + "issue:42371|issue:42831", + "issue:43097|issue:44493", + "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:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43874|issue:44261", + "issue:43097|issue:43452", + "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", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369" + ], + "prepared_review_unit_hash": "c3a2dd859d4d8a231a0bafb07cecf365c8ac81e81681bd5b8224731f21fade3b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate bug reports spanning unrelated subsystems and models. Even where titles sound similar, they usually point to different concrete failure modes, so I would reject all soft edges. If a single representative is needed, #44246 is the broadest discussion-driven issue, but there is no strong true canonical across the set.", + "confidence": 0.79, + "canonical_issue_reason": "#44246 is the broadest, most discussion-heavy user-facing regression report in the set and is the closest thing to a cluster representative, though the cluster itself is not a single duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "#44246 is the best issue to anchor triage because it is broadly scoped and has significant discussion, but it should not be treated as a duplicate umbrella for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is about SGD args being ignored and the other about deepspeed causing double optimizer steps; different bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both affect chat/completions, but one is a general v5 API rejection and the other is a streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained sharding size defaults and Qwen3.5 MoE from_pretrained loading errors are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Both mention precision settings, but TF32 API behavior and FineGrainedFP8 accuracy are different issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are separate model/config regressions." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to v5 tokenizers but not the same failure." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different loading failures; not the same code-path bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Optional post_init validation and repeated 429 retries are unrelated concerns." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and missing attn projections in qwen3next are different model-loading bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template input IndexError and streaming pipeline regression are different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are unrelated API regressions." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is model support failure and the other is degenerate training behavior." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL related, but the reported model and loading error differ." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch float32 warning during compile and BLIP2 dtype propagation bugs are not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2 support, but they concern different models and different compatibility paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in a processor and an MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie removal and gguf_file breaking from_pretrained are different loading regressions." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size default behavior and Qwen3.5 MoE from_pretrained errors are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different low-level tensor-manipulation bugs in different model code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU and DeepSeek transpose/cast behavior are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are separate model-specific training issues." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and loading physical-intelligence/fast failing are related to loading, but not the same concrete defect." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA and GLM-5 RoPE implementation are distinct numerical/model bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision and a testing_utils change are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to testing_utils." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tie removal and flash_attention.py crashing on s_aux=None are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import-time slowness and repeated HTTP 429 retries are both performance-related but not the same underlying failure." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are unrelated model 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": 27, + "review_unit_index": 58, + "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:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "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:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45440", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116", + "issue:47312" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:47312", + "issue:44410|issue:45375", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:38617|issue:42757", + "issue:44117|issue:46701", + "issue:46655|issue:46664", + "issue:43064|issue:44315", + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:43208|issue:43550", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298" + ], + "prepared_review_unit_hash": "5038ed103396d63a6fdc5c5e94cfd8b093e8c3e34859d92034f18e6d3fa08344", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36379, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The item set is highly heterogeneous, and every soft pair appears to describe a different bug, regression, or feature request rather than the same underlying change. No soft merge should be accepted.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43873 is the strongest weak canonical anchor: it is open, discussion-heavy, and has the most inbound references, but the overall set is too diverse for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must represent the group, 43873 is the best representative by activity and breadth of impact; otherwise there is no meaningful shared canonical issue among these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-related failures: model divergence vs a dtype/transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated problems: removed config flag vs quantized save/load breakage." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "Different domains: missing torchvision dependency crash vs kernel compatibility issue." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Separate Qwen model bugs affecting different config/model fields." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM issues: missing processor method vs wrong torch.split behavior." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both involve generation/pipeline flow, but the concrete failures are distinct." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different root causes: removed API field vs offloading/quantization behavior." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer import/constructor bug vs tokenizer mapping returning None." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen bugs: generic v5 compatibility vs missing projections in one layer." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Precision warning on compile vs TimesFM window_size AttributeError." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping bug vs pipeline output incompatibility; unrelated failures." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same subsystem, but padding calculation and num_frames semantics are different bugs." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP optimizer-state issue vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging vs apply_chat_template empty-list crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor import crash vs save_pretrained shard-size question." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Low-level tensor op bug vs accuracy regression; not the same underlying defect." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness due to missing seed vs logging noise are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different transformer internals." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer lifecycle bug vs dependency-conflict import failure." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Argument forwarding bug vs auto_docstring annotations crash." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/network leakage vs missing weight loading are different issues." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model load failure for ScandiBERT vs streaming pipeline regression." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling ignored vs lazy cache recompilation are different code paths." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load issue vs backend mapping validation error." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Trainer distributed optimizer bug vs streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save/load bug vs Qwen image infinite loop." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compile warning on bfloat16 vs SDPA compile failure are not the same bug." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy-class cleanup issue vs unrelated noisy log message." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:45584|issue:46365", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:43352|issue:44380", + "issue:44077|issue:46365", + "issue:43097|issue:46298", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43012|issue:47276", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761" + ], + "prepared_review_unit_hash": "f06f6d04f5b9457bc382c6fc6969a5b7966cd0f0918cf93c8f5f3a7eae11306e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36214, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a semantic false-positive grouping: the items share broad Transformers themes, but the soft pairs are different bugs, regressions, warnings, or documentation issues. No pair looks safe to merge as the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the issues point to unrelated failures across different models, APIs, backends, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the grouped items do not share one underlying defect or fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Different save paths: dequantized model serialization vs Pipeline.save_pretrained." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Different bug reports; one is tokenizer decoder type regression, the other is just a reproduction of a separate issue." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different code paths: pipeline() error messaging vs saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they are unrelated warning sources and fixes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Load-state issue vs save_pretrained shard-size question; not the same defect." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs cleanup for removed pipeline() references vs runtime streaming pipeline regression." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated problems: Flash Attention support vs Python version compatibility." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation edge case vs Trainer import conflict with datasets." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Different runtime paths: transformers serve KV-cache indexing vs streaming pipeline behavior." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a v5 bug for Qwen3-VL-Moe; the other is an fp8 inference support request." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model-specific failures with different root causes." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling bug is not the same as AttentionInterface.register behavior change." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems and symptoms: Flash Attention support vs attention scaling ignored." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config flag vs noisy logging message; unrelated fixes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Distinct model issues: xLSTM training bugs vs BEiT reduce_labels behavior." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing field and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different defects: attention backend scaling vs degenerate zero-loss classification." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols in different packages." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "Different warnings and different code paths." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Dependency/backend installation issue vs import failure caused by datasets conflict." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Same broad MoE area, but save_pretrained FP8 behavior and from_pretrained failure are not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Flaky model test due to missing seeding vs CLI breakage from huggingface_hub API change." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific RoPE bugs with no shared code path." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision-related, but they affect different models and different root causes." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request handling vs batched chat template crash are different paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; separate 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": 27, + "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:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45593", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332", + "issue:47337" + ], + "soft_pairs": [ + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:43618|issue:44380", + "issue:44655|issue:47321", + "issue:44625|issue:46365", + "issue:42994|issue:44655", + "issue:44655|issue:47332", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46512", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:44355|issue:44855", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:43867|issue:46202", + "issue:44075|issue:46365", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:44393|issue:47337", + "issue:36296|issue:43575", + "issue:43867|issue:45375" + ], + "prepared_review_unit_hash": "30671e62682b0b38a65501cedbff56022ad73e79ee8422587271f44997753a23", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37427, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly superficial thematic matches, not true duplicates. I would not merge any of the candidate pairs as the same underlying bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 36683 is the closest anchor because it is one of the most connected items in the set, but the cluster is not a real duplicate group; the apparent similarities are mostly broad config/attribute regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the best representative by connectivity and specificity, but only as a loose anchor for a mixed cluster, not as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different bugs: import-time symbol breakage vs local_files_only still triggering API requests." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different code paths: resize_token_embeddings propagation vs bidirectional attention mask construction." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failures: Qwen3VL MoE loading regression vs generic state_dict sorting/load error." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated regressions: CLIP attentions field handling vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Pipeline save_pretrained serialization vs AMD quark class update; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import conflicts are unrelated issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but quantized model saving and pipeline object saving are different failure modes." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both concern saving, but generic pipeline saving and disk-offloaded Qwen3-VL saving are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different subsystems: Qwen3.5 config propagation vs Gemma4 attention masking." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support gating is unrelated to auxiliary loss computation when denoising is off." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute reports, but for different models and different fields." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different bugs: missing config attribute vs patchtsmixer post_init allowance." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but they affect different versions and fail differently." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are load/save regressions, but one is state_dict ordering and the other is Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 bidirectional masking and stale config.dtype after from_config are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure and CLI completion breakage from huggingface_hub are different issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions assignment and Qwen3.5 checkpoint saving are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing vocab_size on a config is not the same as special_tokens being a list." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config attribute errors, but they involve different attributes, models, and fixes." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder_attention_mask bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to variable-length input handling with position_ids." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5 missing a weight during from_pretrained and PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both surface at import time, but compiled Python errors and the Python 3.13 torch.jit comment parsing failure are different root causes." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad decoration and broad import errors after upgrade are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache strategy typo are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5 regressions: missing UMT5 weights vs MoE from_pretrained failure." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Generic load-model error and Gemma pipeline roundtrip failure on \u2581 are different problems." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import conflict are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox output issues and RTDetrLoss cost-matrix infeasibility are different detection bugs." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder_attention_mask error and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "The flaky bbox range test is a test symptom, not the same bug as the Qwen3-VL bbox hallucination/error report." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load-model error and missing deepstack_visual_indexes in config 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": 27, + "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:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:42890|issue:45561", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:43502|issue:44062", + "issue:45125|issue:45375", + "issue:43525|issue:47317", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:45071|issue:47317", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:45850|issue:47110", + "issue:43874|issue:46617", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795" + ], + "prepared_review_unit_hash": "c403d99341d8be58d92d08f4788d516fb9783f9306ddd105f3bd42bdb05943cd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36608, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose collection of Transformers issues. The only notable soft match is the import-time slowdown pair (41669/44246), but the evidence is still similarity-based rather than an explicit duplicate link; the rest look unrelated or too broad to safely merge.", + "confidence": 0.71, + "canonical_issue_reason": "issue:41669 is the best issue anchor for the import-slowdown pair because it is the more specific report and names a concrete potential cause (`import *` in models), while 44246 is the broader intermittent import-latency complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best overall issue representative because it gives the clearest concrete symptom/cause pairing among the soft matches; 44246 is related but less specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe slow `transformers` imports; 41669 is the more concrete report and plausibly covers the same underlying slowdown theme as 44246." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different bugs: CLIPOutput attentions assignment versus a `patchtsmixer` post-init policy change." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both involve test flakiness, but they are separate test failures with different causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration and Python-version compatibility are unrelated problems." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are load/save related, but they affect different code paths and failure modes." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update issue is not the same as a broad complaint that many models break." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing-library import error is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen/MoE, but one is about FP8 save_pretrained and the other about tensor-parallel metadata." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but they describe different regressions and not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Similar model family, but one is a missing `_tp_plan` and the other is a broader from_pretrained error." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports with different causes (`PreTrainedModel` vs `HybridCache`)." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-loading network requests and `AddedToken` argument duplication are separate bugs." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both concern Qwen3.5 MoE vision config, but the missing fields and failures are different." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "A missing config attribute and a PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test issues, but they are different tests and different flake mechanisms." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A seeded test flake is unrelated to a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior and video `num_frames` semantics are different API regressions." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing and trust_remote_code cache file lookup are different failure paths." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to PPFormulaNet training loss." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both mention loading after v5 upgrades, but one is tokenizer-specific and the other is a broader checkpoint reload issue." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 OOM behavior is a different failure mode from checkpoint reload compatibility." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No meaningful overlap between cache-update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` output and `AttentionInterface.register` behavior are separate features/issues." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing model export and trust_remote_code cache file loading are different problems." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method causing multimodal token-count failure is unrelated to cache file lookup." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A broad complaint about v5 breaking many models is not the same as the specific `special_tokens` type error." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file execution errors and slower filtering after upgrade are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and forward-argument documentation confusion are different topics." + }, + { + "left": "issue:43723", + "right": "issue:46617", + "accept": false, + "reason": "Tokenizer loading regressions and trust_remote_code cache file-not-found failures are different load paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:45357", + "accept": false, + "reason": "A missing Qwen model export is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43010", + "right": "issue:45440", + "accept": false, + "reason": "Cache update no-grad decoration and DeepSeekV3MoE divergence are unrelated code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. The data only gives soft-similarity signals and issue titles/bodies; it does not establish that issue:41669 and issue:44246 are the \"only true duplicate pair\" or that 41669 definitively provides the root cause/fix for 44246. That relationship is plausible, but should be phrased more conservatively. Several other soft pairs are also only similarity-based, so the cluster conclusion should avoid implying confirmed duplicate status without explicit linkage or stronger evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "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:43673|issue:44492", + "issue:43525|issue:47110", + "issue:43352|issue:44961", + "issue:44315|issue:46209" + ], + "prepared_review_unit_hash": "8beb8bf3428e3e2ddf99d4bd334bbd597c7ffacac108eb10d2a6f48a35956a22", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous overall, with a broad v5 regression umbrella plus many unrelated import, loading, docs, and model-specific bugs. The RoFormer pair is adjacent but not clearly the same concrete fix, so it should be rejected as a duplicate/merge candidate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best captures the cluster\u2019s overall v5-regression theme, even though it is too generic to represent any one specific fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative high-level cluster anchor because it summarizes the broad breakage theme across multiple model regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation-related, but they describe different bugs: cache update decoration vs sync_gpus/_update_model_kwargs_for_generation behavior." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different components and failure modes: video processor frame semantics vs AutoProcessor backend-missing import behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they concern different model/version breakages and do not look like one concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Unrelated problems: unwanted network requests with local_files_only versus FP8 save_pretrained/moe support." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job reporting and tensor-parallel training are separate issues." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A runtime generation error and a documentation confusion issue are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue 'racoon'." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they target different paths and model families." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is about kwargs propagation and the other about the attention interface; from the packet they are not clearly the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained/moe handling and FP8 inference support are different concrete problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network behavior is unrelated to the 'racoon' issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python execution errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken env CLI command and PretrainedConfig type-checking are separate regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command breakage is unrelated to the Qwen2_5_VL import failure." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different failures: huggingface_hub offline-mode import vs transformers env command behavior." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both involve CLI/package compatibility, but the specific failures and code paths differ." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3 Moe, but one is a broad v5/model breakage report and the other is a specific tensor-parallel bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and pipeline docs about return_all_scores are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video encoder field mismatch and trust_remote_code cache FileNotFoundError are different bugs." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache import and cache FileNotFoundError are distinct import/loading failures." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Model_init/Liger Kernel application and DSA indexer ReLU absence are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models and DeepSeek weight-conversion tooling are different topics." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "A missing Qwen3_5MoeVisionConfig field is not the same as a special_tokens list/keys error." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B chat crash is not the same concrete bug as the broad 'many models break' meta-issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No relation between 'racoon' and Gemma-4 audio positional encoding." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and a Cache strategies typo are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config pad_token_id missing and special_tokens list/keys error are different issues." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2.0 support limitation and 'racoon' are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel application and FP8 inference on B200 are different failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Overall cluster framing is reasonable, but the output is not conservative enough on the only accepted soft pair. issue:46143 is about kwargs propagation, while issue:46144 is about the RoFormer attention interface; from the packet alone they look related but not clearly the same concrete bug or a single mergeable PR. The canonical reason also leans on a body quote that is not visible in the packet. Please tighten the evidence threshold." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "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:43408", + "issue:43519", + "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:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:45381|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44466|issue:44556", + "issue:43572|issue:45850", + "issue:44077|issue:44861", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44492|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:42890|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:44655|issue:44861", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "8a69d3fcd5b08b9914e4457d9a54be35a39989362077701333812fb0fd14e58e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38130, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated or only loosely related issues. There are a few thematic pockets around v5 migration regressions and import/lazy-loading behavior, but the proposed soft edges are generally false positives rather than true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: it describes widespread breakage after v5 and can loosely absorb several migration/regression reports, even though it is vague.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most representative of the overall cluster theme, but it is still too generic to be a strong canonical by itself.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Different failures: state_dict loading/order handling versus a special_tokens structure error." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both touch import behavior, but one is lazy loading and the other is a TensorFlow backend dependency problem." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model/code paths: GLM-5 RoPE logic versus SmolVLM video padding/num_frames handling." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is about missing files in processor.save_pretrained; the other is too vague to identify the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are multimodal video issues, but they target different bugs: vision_position_ids versus padding/num_frames semantics." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Related to import/lazy-loading area, but one is a performance complaint and the other is unsafe sys.modules access." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance from import * removal is not the same as a missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific missing pad_token_id attribute; the other is a broad v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different concrete issues: 2D bbox output errors versus an infinite-loop bug on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A model-specific output bug and a PretrainedConfig type-checking regression are not the same underlying problem." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Both involve serialization/loading, but one is tied-weight serialization inconsistency and the other is checkpoint reload incompatibility across versions." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A specific StableLmConfig attribute regression is not the same as a broad \"many models break in v5\" report." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs in model internals: post_init policy validation versus _get_tied_weight_keys crashing on list input." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but they affect different loading/meta-init paths and different model setups." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior and cache-strategy typo are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage is not the same as a specific CLI incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy text is not the same as a broad version regression report." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import/lazy-loading, but one is intermittent import slowness and the other is lazy loading not working properly." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model initialization issues: wrong model type warning versus Liger Kernel not being applied with model_init." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time bloat from import * removal is unrelated to a missing Qwen3_5ForCausalLM import symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad numpy/list conversion are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL bbox bug are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer access on position_ids is a concrete bug; the other report is too generic to match it." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch in save_pretrained is specific; the paired report is too vague to treat as the same bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both mention kwargs, but cached_file forwarding and inverse_sqrt scheduler kwargs are different APIs and failures." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env breakage and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Environment command breakage is unrelated to a shell-operator allowlist bypass." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler bug and a PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time performance and a testing_utils bug are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key attribute handling are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * performance regression is not the same as failing to import HybridCache." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward arguments is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version compatibility and shell allowlist bypass are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-v4 related, but they describe different concrete implementation bugs." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are vision/video-related, but one is timestamp calculation and the other is padding in the SmolVLM video processor." + } + ] + }, + "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": 27, + "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:36296", + "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:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43298|issue:46095", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "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:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "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:44492|issue:44998", + "issue:44230|issue:44623", + "issue:43618|issue:44998", + "issue:28348|issue:43352", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "f334aef7ee04c6b3dc7995366a1201386b908debb3a7518db4599d9dc4136976", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41328, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy cluster of mostly unrelated issues. The soft pairs share only broad keywords (e.g. loading, model bugs, imports, Flash Attention) but not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:31515 is the most general and most connected node in this set, but the cluster is heterogeneous; it is the best umbrella representative for the loading/from_pretrained complaint family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:31515 is the closest thing to a cluster anchor because it is broad, user-facing, and loosely connected to several other loading-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different feature areas: Liger kernel application vs flash-attention training degeneration." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation bug vs command-substitution allowlist bypass; unrelated subsystems." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer math issue vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI env command failure vs lazy-loading behavior; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support vs DeepSeek weight conversion; different changes." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder report vs specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and failures: audio positional encoding vs training-loss shift." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility vs tar/zip slip RCE; no shared code path." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE correctness bug vs archive extraction security bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure vs inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math vs scheduler parameter propagation." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs model loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs import error for Qwen3_5ForCausalLM." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup performance issue vs VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific math bugs; only both are positional/rope-adjacent." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad regression complaint vs command/file-write security vulnerability." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Generic version regression vs shell operator allowlist bypass." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Memory leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance vs VRAM leak; unrelated issues." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Weight-key helper crash vs special_tokens list/dict attribute error." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention support gap vs archive slip RCE; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unwanted network access on local_files_only vs timestamp calculation bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs audio relative positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Generic tokenizer behavior change vs wrong decoder type in v5." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad breakage report vs specific module import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3VL timestamp math vs processor.save_pretrained missing files." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer vs Gemma-4 audio encoding." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weights helper crash vs CLI failure from huggingface_hub upgrade." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in model runtime vs a testing utility bug." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support gap vs import failure for a different model class." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import breakage vs Qwen3_5ForCausalLM import breakage." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2 FA2 support request vs generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "AttributeError in weight-key code vs chat template tool-call crash." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated low-signal placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment placeholder vs archive extraction RCE." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment placeholder vs command-substitution bypass." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request vs processor save_pretrained file omission." + }, + { + "left": "issue:43606", + "right": "issue:44998", + "accept": false, + "reason": "Device mismatch bug vs unrelated placeholder issue." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different FA2 requests; not one concrete fix." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs missing layer_type_validation import." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generation decoder mask crash vs slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow failure on job crash vs checkpoint loading performance issue." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained load vs tensor parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed vs forward-API documentation confusion." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs fp8 inference support; different changes." + } + ] + }, + "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": 27, + "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:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "1fbbde444952019e4e9018d098f0f734195ab7cd0823a53e7aa45312ba7995f6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011287, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8613, + "estimated_input_tokens": 2154, + "estimated_eval_tokens": 4564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention/loss wiring problems. The soft-similarity scores are superficial; none of the pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and bug shapes: weight initialization in Mamba/Mamba-2 vs attention-interface usage in RoFormer." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific issues." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint bug in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is a missing ignore_value usage in Mask2Former; the other is kwargs not forwarded to a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs forwarding and RoFormer attention-interface usage affect different code paths and components." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value logic is unrelated to tokenizer regex warning regressions." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These concern different models and unrelated implementation problems; no shared fix." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling and a quantization-typo issue are not the same bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and a quantization attribute typo are unrelated correctness issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation is unrelated to a config type-hint correction." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm/RMSNorm semantics is unrelated to ModernBERTConfig type hints." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing do not share a code path 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": 2, + "component_count": 27, + "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": "5f5e0f60caebfaf77789fd736142ea938014b0ac010389bd9d108895a7fc210c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests/questions across different subsystems, so none should be clustered as duplicates or share a canonical item.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and actionable request, but it is still not the same underlying problem as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics: tokenizer truncation behavior vs Wav2Vec2 word offset extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Different requests in different areas: truncation direction vs ReduceLROnPlateau-like scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug or change; one is about learning-rate scheduling, the other about speech model time 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": 27, + "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": "a3e8268eab6966eecd9d2c442c4c2d22c2ffbcfce34696c077075720cdf5188e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster looks heterogeneous: one tokenization mismatch, one private-model auth/download message issue, and one generic model-loading failure. I would not merge any pair; 16618 is only the broadest representative issue.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 16618 is the most generic model-loading report, so it is the closest representative of the cluster, but it is not a clear duplicate of the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 has the broadest wording and most central model-loading framing, making it the best single issue to anchor the cluster despite weak duplicate evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization behavior differs from a model-loading failure; these point to different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/download error is not the same as a generic \"can't load model\" report; the titles suggest 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": 4, + "component_count": 27, + "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": "7668e7d1ddd878d4340ab717e077212d5b08102ea5d4cbe417f2fd70efa24fc6", + "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 two unrelated open feature-request issues: one for Flash Attention 2 support on more architectures and one for GGUF support on more architectures. They share only the broad theme of expanding architecture support, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the requests target different features/codepaths (Flash Attention 2 vs GGUF) and are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for the other; they are distinct requests rather than one duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different implementation targets; shared wording about broader architecture support is too generic to indicate duplication." + } + ] + }, + "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": 27, + "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:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue: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": "5aff6735a3694ded64a738da3fef598ea079b27e4bb44bbe6c81f31201763fdb", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly i18n translation request issues that share a boilerplate template, but they do not describe the same underlying task: most are for different target languages, and several are generic/placeholder or spam-like variants. I do not see a true duplicate group strong enough to merge, though the generic template issue 43834 is the closest representative of the shared template family.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43834 is the most generic/template-like entry and is the closest match to the repeated boilerplate seen across the cluster, so it best represents the shared pattern if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43834 is the best overall representative of this cluster because it is the broad template form rather than a language-specific or obviously noisy variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets/languages; only the boilerplate request format is shared." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets/languages; same template style is not enough to make them duplicates." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request versus a generic template issue; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Different target language/request content; appears to be another distinct template/spam variant." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish versus Romanian translation request; separate issues, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish versus Spanish translation request; same area, but distinct tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder template; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request versus another distinct template-like issue; no evidence of one underlying bug/change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish versus Romanian translation request; distinct language tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request versus another generic/template variant; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request versus a generic placeholder issue; not the same task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request and a generic template-like issue are not concrete duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus another template variant; only boilerplate overlaps." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request content; shared i18n boilerplate is insufficient." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian translation request versus a noisy/placeholder-like issue; not the same underlying item." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look template-like, but there is no evidence they are the same concrete translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical-style template titles are not enough here; likely separate issue instances." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Generic template issue versus a different noisy placeholder variant; no clear same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Template-like titles overlap, but the issue content appears to be separate and not a concrete duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic translation template versus a different noisy variant; no same bug/change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template titles, but without stronger evidence these look like separate submissions rather than one issue." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Different noisy/template variants; not enough to say they are the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template-like overlap only; no concrete duplicate evidence." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Both are noisy translation issues, but they do not clearly describe the same task." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Different placeholder/noisy variants; same subsystem but not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity only; not enough to merge as duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Distinct noisy translation requests with no clear shared target change." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Different noisy/placeholder content; no evidence of one concrete issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template-style translation requests, but not the same underlying language/task." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different noisy translation request variants; shared boilerplate is insufficient." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue versus a different noisy request; not a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Highly similar-looking text, but no concrete evidence they are the same underlying issue rather than separate spam/template submissions." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different noisy translation request variants; not clearly the same item." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Different placeholder/noisy content; not the same bug/change." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Both are noisy variants, but there is no concrete evidence of a single shared issue." + } + ] + }, + "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": 27, + "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": "ef7e30e775f2c59bed89fb3139d411d8f7c5b34cce2d9356c8b08acf5f26cd02", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31690, + "estimated_input_tokens": 7923, + "estimated_eval_tokens": 16102 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31690, + "estimated_input_tokens": 7923, + "estimated_eval_tokens": 16102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a loose set of unrelated model-request issues; the shared signal is generic \u201cadd/support model\u201d wording, not one duplicated bug or change. No PRs are present, and none of the soft links look like the same concrete underlying task.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: these requests cover different model families, modalities, and feature additions, so there is no single underlying duplicate to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; any single ticket would be only a weak representative of this heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Related by keypoint-model naming, but RoMa matcher and LoMa detector/matcher are distinct requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different domains: keypoint matching vs a language model architecture request." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families and code paths: EuroBert config vs DEIMv2 support." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Unrelated requests: EuroBert config vs Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Both are model-add requests, but EuroBert and RF-DETR are unrelated architectures." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "Different model families: EuroBert vs XiaoMi MiMo." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both vision-model requests, but RF-DETR and DEIMv2 are not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object-detection model vs audio model; no shared underlying bug or change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support is unrelated to a sparse transformer model request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different tasks and code paths: RF-DETR vs Qwen3-ASR." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks and model families: RF-DETR vs Qwen3-TTS." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "BERT-like model addition vs sparse transformer support; not the same fix." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different domains and code paths." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "Both are model requests, but NeoBERT and LLMDet are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated architectures and features." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture addition are unrelated tasks." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "Object detection vs ASR support; not the same underlying change." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "Different model families: LLMDet vs ModernVBERT." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Language-model architecture request vs sparse-transformer support; different code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "Different model families: MiniCPM3 vs ModernVBERT." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vision-model request is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Both are BERT-like model requests, but NeoBERT and ModernVBERT are distinct model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are unrelated model requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "General BERT-like RoPE support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like RoPE is a broader architectural feature, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and MiMo are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and an off-topic personal-name issue are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet and MiMo are unrelated model families." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS target different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and MiMo are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same vendor family and audio domain, but TTS and ASR are different concrete changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral-TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and sparse-transformer support are unrelated code paths." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture work is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Both are audio models, but ASR vs TTS and different families make this non-duplicate." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet and Voxtral TTS are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "Both are vision-language related, but EUPE and TIPSv2 are distinct model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo and an off-topic personal-name issue are clearly unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and an off-topic personal-name issue are clearly unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and an off-topic personal-name issue are unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer request and EUPE are unrelated model additions." + } + ] + }, + "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": 27, + "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": "4a6a4611bf5d03bbea4b44043007eb745962151c8b6de1f9f679d3ad50373986", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a documentation request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is superficial and should not be treated as a duplicate pair.", + "confidence": 0.98, + "canonical_issue_reason": "issue:46443 is the more substantive technical issue and the only one describing an actual code change area; issue:38740 is a docs-only request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 best represents the cluster if one must be chosen, because it targets a concrete implementation refactor rather than a documentation addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: docs addition for an optimization framework vs a Vision RoPE refactor. No shared code path, target, or concrete 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": 8, + "component_count": 27, + "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": "3a70b2e746172a9058ef1934ddd0eb8da36c062e739631b861698601815a01ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different topics: block decoding versus DeepSeek v3.2 support. They do not appear to be duplicates or the same underlying request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue here; the issues are unrelated and should not be collapsed into one duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Titles indicate different problem spaces: block decoding implementation vs model/version support. No shared target or evidence of the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "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": "87b0e135efebb4cd18d30e80e0f0743743e9cb7e1f0d8bb6a8d8619df6971605", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "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 two separate feature requests: one about enabling TiledFusedLogitsLoss/Liger FLCE via `from_pretrained()`, and the other about integrating TiledMLP for lower memory usage. They do not describe the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 41306 is the more concrete and self-contained request, centered on a specific `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE; issue 41826 is a distinct TiledMLP memory-footprint feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative because it targets a precise API behavior and a specific model-loading integration point, whereas 41826 is a broader and unrelated architecture optimization request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different features and code paths: FLCE/from_pretrained integration versus TiledMLP memory-footprint integration. They are 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": 10, + "component_count": 27, + "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": "bf7e3483b7502fca9d4d10e0b233bd5c79c4990b50f46b34cc66fd83c1758a71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a high level through custom-trainer extensibility, but they describe different behaviors: one about `remove_unused_column` in `Trainer`, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: #43598 targets data-column pruning customizability, while #43600 targets FLOPS accounting for custom trainers; they are separate problems.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative for the loose theme of custom-trainer support, #43598 is the broader fit, but it does not subsume #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Same broad area (custom trainers) but different concrete bugs and fixes: `remove_unused_column` behavior vs FLOPS estimation. 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": 11, + "component_count": 27, + "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": "fcc9f99f3583e1f5e5ad64ccadf7948f24bfad5c43017734157aeab243a9c643", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues concern different Qwen model support gaps: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They are related to model integration but not the same bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other. If forced to choose a single representative, issue #43684 is the broader model-registration request, but it does not subsume the Qwen3.5 sequence-classification support request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the broader canonical issue candidate because it targets core model registration in the auto classes, which is a common upstream integration task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different target auto classes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. Related area, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "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": "5794a45923b6c3f67d549a66240ad0331d83db1eb539067ea69e28c5395048eb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-information issues with mostly identical titles and no concrete repro/details, so there is not enough evidence to confidently merge them as the same underlying bug. The repeated \"huggingface \" issues look similar on the surface, but I would keep the triage conservative here.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43845 is the best placeholder canonical among the near-identical \"huggingface \" reports because it is one of the repeated-title items and is earlier than 43846/43859. That said, the evidence is weak and the cluster may simply be low-quality duplicate noise.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the most suitable global issue anchor only because it matches the repeated title pattern and is an early instance in that subgroup; it is not a strong semantic canonical due to missing details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared concrete description, files, or targets; similarity is too weak to conclude the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same as above: no substantive evidence beyond vague text similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No meaningful issue-level evidence tying \"Fett\" to the repeated \"huggingface\" reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical titles and close timing suggest possible duplicate spam, but the bodies are too sparse to confirm the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Very similar titles, but still no concrete problem statement or repro to prove they are the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical vague titles are not enough on their own; there is no substantive bug/change detail to safely merge them." + } + ] + }, + "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": 27, + "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": "54041e4e556c37dc7c89140cd320ad461e09ca510efc0750b54d1dce1ad76012", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like true duplicates; most are clearly spam or generic outreach, and the remaining titles are too vague to establish the same underlying bug/report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44418 is the best representative only because it is the most normal, project-like title in the set; the others are obvious spam/marketing or similarly low-signal. That said, there is not enough body detail to justify a real duplicate merge.", + "canonical_pr_reason": null, + "best_issue_reason": "44418 is the strongest issue to keep as the cluster representative because it is the least obviously spammy and most plausibly a legitimate project issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no substantive body or code-path evidence; this is not enough to treat them as the same underlying issue beyond generic spam similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: two generic spam placeholders, but no concrete shared problem or duplicate-report evidence." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a generic community benchmark tip; no shared bug or change target." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an outreach-style title about 'Google LLC'; this is not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; no concrete overlap in subject or fix." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; not a duplicate pair." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to the same real problem rather than repeated junk submissions." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a community benchmark tip; unrelated on title alone." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an advertising-like title; no shared issue context." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a benchmark tip; no concrete common bug or change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an advertising-like title; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "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": "099f70767522755ba55ad458931905093da67fcd7fe3a0e968f3c0bfa9f04ea7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The packet shows two closed issues with the exact same title, very similar body lengths, and a soft-similarity signal. With no body text or issue links to distinguish them, they look like likely duplicate reports of the same topic, but the evidence is metadata-based rather than content-rich.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45145 is the better canonical issue because it appears first and has the only inbound reference, which makes it the more likely deduplication target given the limited metadata.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best issue candidate for the same reason: among two near-matching issues, it has the stronger linkage signal via the inbound reference and can serve as the representative record.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title, similar body lengths, and a soft-similarity signal make these look like the same underlying report; the packet does not provide evidence of a meaningful distinction." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is too strong for the packet. The two issues do share the exact title and a soft_similarity signal, but the packet does not provide body text to support claims that they are \"near-identical\" or have \"highly similar bodies.\" The duplicate/canonical reasoning should stay more conservative and grounded in the observed metadata (same title, similar-length bodies, soft similarity, and inbound reference), not assert evidence that isn\u2019t shown." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "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": "6f93aac706f58a53ab8055fcc455a67304f2bdf19c02b26957cc7fe968423870", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates: they mention different people and different birth dates, with no shared context beyond superficial name similarity.", + "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 named individuals and different dates; no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "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": "2a7bbdaf7c632aed6b9e813cd5c4f9bf7b373466eaa3d289dab3b1e69351de85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated sparse title-only items with different personal names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 45764 is the earlier-created item, so it is the most reasonable placeholder anchor if one must be chosen, but neither issue is a substantive canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45764 is marginally better as a cluster representative only because it was opened first; otherwise both issues are equally non-informative and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates in the titles with no shared body, links, or technical context; they do not appear to be the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "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": "782b5e1149a2f861f1fd14895f0f3197434a304c0a5a846f527b511faf4b02c3", + "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 cluster is not a duplicate set: one issue requests Qwen3_5ForTokenClassification support, while the other requests FP8 training support. They describe different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: token classification/value model support vs FP8 training support. No shared concrete bug or change target." + } + ] + }, + "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": 27, + "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": "90367888b08055ffe161802c1e1ab009dacfc3334538bde9b66bd3b0f9cc613b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks like a separate dataset/sample listing and is not the same request as the example issues.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45870 is a strong canonical representative for its duplicate pair because it is the earlier-created copy of the identical \"Example: Financial time series prediction with DataForge\" report and has slightly more discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the best issue candidate overall because it is a clean, self-contained duplicate target with the clearest generic title among the repeated example reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types: a dataset/sample listing versus an example request. Same finance theme, but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above; the dataset bundle request is distinct from the example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and no visible substantive difference; these look like duplicate reports of the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge finance content, but one is an example request and the other adds a scraping-service component, so they are not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different requested scope: pure prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "An exact example duplicate does not match the broader scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same mismatch as above; these are related but distinct requests." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching body shape; these appear to be duplicate reports of the same DataForge scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative overall. The duplicate-pair calls for 45870/45871 and 45872/45873 are supported by identical titles and matching body lengths, and treating 45869 as separate based on its dataset-vs-example title is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "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": "b726d3cceb7021e6d7cf44cffa632af240a944fdd7f3ecd08a8fded7f038d000", + "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": "These two issues are closely related to static-cache handling around `linear_attention`, but they describe different failure modes and do not clearly collapse into one duplicate bug report.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the broader/root-cause style report: it describes `early_initialization` corrupting linear-attention layers and explains the resulting shape/runtime failure, which makes it a better representative for the underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the best issue to keep as canonical because it is more general and diagnostic, while 46441 reads as a specific downstream manifestation (`Qwen3.5` + `KeyError: 'linear_attention'`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related but not clearly the same concrete bug: 46439 reports shape corruption/runtime error during `early_initialization`, while 46441 reports a `KeyError` in Qwen3.5 under `cache_implementation=\"static\"`. The shared subsystem is not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "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": "4b15dae5c56f353f83acd176a05781e85394910b32ce8244927822de6a0e4d90", + "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": "These are near-identical duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token regression; the open issue is the better canonical thread.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46552 is the same report as #46551 but remains open and already has inbound references, making it the better active tracking issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep because it is still open and can collect follow-up, while #46551 is closed and offers no additional distinction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying bug description; this is a direct duplicate issue report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, identical body length, and a soft-similarity score/Jaccard of 1.0, so treating them as duplicate reports is conservative. The rationale for keeping #46552 as canonical is also supported by its open state and inbound references." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "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": "3ecb01e42d61aedc96919e2a7c75752445775dded154d8ba713a08e658108f93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different training failures: one reports a tensor shape mismatch, the other an out-of-memory condition after several epochs. They do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 46657 is the cleaner representative of the cluster\u2019s apparent training-bug theme because it describes a concrete code-path failure (tensor size mismatch) rather than a resource exhaustion symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best issue to keep as the representative item because it is a specific, actionable defect report; 46692 appears to be a separate OOM/performance 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: tensor shape mismatch versus memory exhaustion after epochs. They 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": 23, + "component_count": 27, + "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": "caace82fe9e6fe751494f77eb6fcd90bca7766e973805a22c35933bcabb4d978", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem in a multimodal submodule, the other is a 4-bit device_map/max_memory dispatch bug that wrongly places modules on CPU. They touch different loading paths and failure modes.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46822 is the better canonical issue because it is an open, specific bug report with a clear code path and reproducible failure; 46823 describes a different, already-closed loading/dispatch bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best representative of the cluster only in the loose sense that it is the open, concrete bug report; however, the pair is not actually a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs: ZeRO-3 zero.Init fails to partition a composite submodule and causes OOM, while 4-bit load_in_4bit with device_map='auto' and max_memory incorrectly dispatches to CPU and raises ValueError. No shared code path or mergeable fix." + } + ] + }, + "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": 27, + "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-46906-18", + "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" + ], + "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:47102|issue:47120", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47227|issue:47265", + "issue:47120|issue:47227", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309", + "issue:47182|issue:47309", + "issue:47227|issue:47309", + "issue:47120|issue:47309" + ], + "prepared_review_unit_hash": "833e26f01bd7af519d5f57b9f35fecac8a0d03469e613238e1d28bc116ea70c2", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 56, + "serialized_chars": 30224, + "estimated_input_tokens": 7556, + "estimated_eval_tokens": 15368 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 56, + "serialized_chars": 30224, + "estimated_input_tokens": 7556, + "estimated_eval_tokens": 15368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a run of similarly named daily integration triage issues for \"serge\" across consecutive dates. They look related in topic and template, but not like duplicate reports of one underlying bug; no PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:47309 is the latest open triage issue in the sequence, so it is the best single representative of the active tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47309 is the most current and still open, making it the most suitable anchor for this cluster if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template and subsystem, but these are dated daily reports; no evidence they describe the same concrete failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Similarity comes from the repeated daily triage format, not a shared underlying bug report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different dates in a recurring triage series; not enough to treat as one duplicate issue." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Looks like another day\u2019s integration triage entry, not the same specific incident." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "These are sequential triage trackers with the same naming pattern, but no shared concrete failure is visible." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Recurring daily tracker entries; same broad topic, but not the same underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "No evidence that these dated triage issues refer to one exact failure path." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "The overlap is just the repeated triage template and subsystem name." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "These appear to be separate daily integration-failure trackers, not duplicates." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Same recurring report style, but different dates and no concrete shared bug description." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "The similarity is superficial; these look like separate daily triage instances." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No sign of a single mergeable duplicate issue; just a repeating triage series." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Different daily tracker entries, not the same underlying incident." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Recurring integration triage issues, but not enough evidence of one shared failure." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same broad subsystem and template, but these are separate dated reports." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "These are sequential triage issues rather than duplicate reports of one bug." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "No shared concrete failure is visible beyond the repeated title pattern." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different dates in a daily integration triage series; do not merge as duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Similar title, but this looks like a distinct day\u2019s triage item." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same recurring tracker format, not a single underlying bug report." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "The shared theme is just the daily triage template." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "No evidence these dated issues describe the same concrete failure path." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "They are adjacent daily reports, but still separate tracker instances." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same subsystem and template, but no proof of one duplicate bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Recurring triage issues should not be merged without a shared specific failure." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "These are different days\u2019 triage entries, not one issue." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Similarity is from the repeated incident-triage wording only." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "No concrete shared code-path failure is evident." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "These look like separate daily integration failure trackers." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same broad topic, but not the same underlying bug report." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "The cluster is a series of daily reports, not a duplicate pair." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No explicit linkage or shared concrete failure is shown." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different dates in the recurring triage sequence." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "The overlap is only the repeated triage label." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "These are daily integration triage issues on different dates, not the same bug." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same recurring tracker pattern, but no shared concrete incident is visible." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Different daily reports; too little evidence for a duplicate merge." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Looks like another day in the same triage series, not one issue." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "These are separate dated triage entries with the same naming convention." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "No concrete shared failure path; just the same daily triage template." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "The titles suggest recurring daily tracking, not duplicate bugs." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Separate daily integration reports; do not collapse them." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same subsystem and template, but different dated tracker issues." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "These appear to be consecutive triage issues rather than duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "No evidence of a shared underlying bug beyond the repeated title." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Recurring daily tracker entries should stay separate." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "The similarity is superficial; these are different date-stamped triage reports." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Same triage series, but not the same concrete failure." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "No shared issue content is visible beyond the recurring template." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "These are separate daily integration failure trackers, not duplicates." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "The overlap is only the routine triage naming pattern." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Different day\u2019s triage entry; not enough evidence for one duplicate bug." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "These look like separate daily incident trackers, not the same underlying failure." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same broad subsystem, but different dated triage reports." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Recurring integration triage issues should not be merged without a concrete shared bug." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "No indication these are duplicate reports of one exact failure." + }, + { + "left": "issue:47256", + "right": "issue:47309", + "accept": false, + "reason": "These are distinct daily triage issues in the same series." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Repeated daily triage format only; no shared concrete incident is shown." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Separate dated tracker issues in the same recurring series." + } + ] + }, + "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": 27, + "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": "32a8ad28621b5185355c8626380c92176269992c1fa7764e56df2c981883b2a5", + "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 issues look like probable duplicates: they have identical titles, very similar body lengths, and a strong soft-similarity signal. The packet does not include the issue text or explicit cross-links, so this is best treated as a likely duplicate pair rather than a certainty.", + "confidence": 0.83, + "canonical_issue_reason": "#46983 is the best canonical issue because it is the earlier of two near-duplicate reports with the same title, making it the cleanest representative available from the packet.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is the best issue-level representative for the cluster since it was opened first and the available evidence suggests it is the same RWKV7 support request as #46984.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Identical titles plus strong soft-similarity make these look like the same feature request, though the evidence is limited because the body text and explicit links are not shown." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is plausibly related, but the analyst is a bit too definitive for the evidence in the packet. The packet only shows identical titles, similar body size, and a soft-similarity score; it does not include the issue text itself or any explicit cross-links. Saying they are \"almost certainly duplicates\" and the \"same underlying feature/issue\" overstates what is directly supported. A more conservative verdict would be that they are likely duplicates or closely related." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "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": "532b53a2f9d414a0edcdfdfa1d7ed2da01d99a30d85b7e8efc15e5906892cd4b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1623, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1623, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are topically similar but do not describe the same concrete bug, feature request, or code-path change. They read more like overlapping article/proposal titles about AI-based vulnerability discovery than duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general framing of the shared topic, so it is the better representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "47015 is the best issue to represent the cluster because it is the most concise and broadly descriptive, but there is no strong duplicate relationship here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They are semantically related, but the titles/body cues suggest separate high-level discussions rather than the same underlying bug or change; no concrete shared target or code-path evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "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": "9d3aba2b3e76dc60cda5fec6ba4cf8eb8df2a1707a9b3a31ca5c41fcb6192dcc", + "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 near-exact duplicates: same title, same apparent body size, and no differentiating evidence. Issue 47138 is the better canonical choice because it was created slightly earlier and has more inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 47138 is the earliest of the duplicate pair and already has slightly more inbound references, making it the best canonical issue anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47138 is the best issue to keep as the primary record because it appears first and is already more referenced; issue 47139 is redundant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and effectively indistinguishable issue content; these look like the same underlying bug report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body lengths, and only a slight creation-time/inbound-reference difference, so treating them as near-duplicates is conservative. The canonical choice of issue 47138 is supported by being earlier and having more inbound references. No overstatement found." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-76", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46395", + "pull_request:46834", + "pull_request:46836", + "pull_request:46895", + "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", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47218", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47294", + "pull_request:47295", + "pull_request:47301", + "pull_request:47320", + "pull_request:47350", + "pull_request:47360", + "pull_request:47363" + ], + "soft_pairs": [ + "pull_request:46834|pull_request:47363", + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:47108|pull_request:47360", + "pull_request:47202|pull_request:47360", + "pull_request:47218|pull_request:47360", + "pull_request:47301|pull_request:47360", + "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47216|pull_request:47360", + "pull_request:47173|pull_request:47184", + "pull_request:47166|pull_request:47173", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:47275|pull_request:47301", + "pull_request:47216|pull_request:47275", + "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:46895|pull_request:47363", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:46196|pull_request:47210", + "pull_request:47093|pull_request:47275", + "pull_request:44775|pull_request:47350", + "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173", + "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:47108|pull_request:47350", + "pull_request:46995|pull_request:47181", + "pull_request:47294|pull_request:47320", + "pull_request:46267|pull_request:47181", + "pull_request:47166|pull_request:47292", + "pull_request:46836|pull_request:47275", + "pull_request:47093|pull_request:47181", + "pull_request:46266|pull_request:47301" + ], + "prepared_review_unit_hash": "712725b89c72987bab80abdcc52800c31af4689b2e0f818ba0455d1f7d361129", + "component_budget": { + "node_count": 76, + "item_count": 76, + "soft_pair_count": 209, + "serialized_chars": 262862, + "estimated_input_tokens": 65716, + "estimated_eval_tokens": 131688 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 53, + "serialized_chars": 128966, + "estimated_input_tokens": 32242, + "estimated_eval_tokens": 64740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs with a few true duplicates: TimesFM2.5\u2019s window_size method-name fix, fixed_cross_entropy kwargs passthrough, and the CohereASR training-loss double-shift fix. The rest are different features, docs, tests, or model adds that only share files or a subsystem.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the strongest representative for the CohereASR double-shift bug: it directly fixes the same forward/loss code path as the other CohereASR variants, explains the shifted-label behavior clearly, and preserves the loss-reduction semantics.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the clearest, most narrowly scoped duplicate-fix candidate among the accepted set, with explicit rationale and a direct bug fix rather than a broader or more mixed change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46834", + "right": "pull_request:47363", + "accept": true, + "reason": "Same TimesFM2.5 window_size/moving-average AttributeError in the same code path; one is effectively a reworded/focused version of the same fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same fixed_cross_entropy kwargs passthrough bug in the same function and file; both add supported cross_entropy kwargs." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the forward/loss path; the extra PPFormulaNet changes do not change that the CohereASR fix is the same underlying change." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR loss-shift bug and same affected code path; these look like alternative implementations of the same fix." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different models and bugs: CohereASR training loss versus Musicgen generate cache-length typo." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Both are failing-test PRs, but they target different models and fixes, so they are not the same underlying change." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Different models and issues: Pytest-v9 fp32 module handling in GLM-ASR versus CohereASR loss shifting." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Unrelated test adjustments for different model families and failure modes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both touch docker/CI packaging, but one removes the old image builder while the other adds exporter dependencies; not the same change." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test fixes for different backends/models; only similar in being test updates." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Docs/comment tweak in workflow pins versus deleting the old CPU/light docker image builder; unrelated changes." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Exporter dependency install changes versus exporter code fixes; same general area, but different concrete bug fixes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Overlapping Japanese docs edits, but one is a DistilBERT translation add and the other is broader wording cleanup; not the same underlying change." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Workflow comment pinning versus OTEL CI workflow wiring; distinct CI changes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47360", + "accept": false, + "reason": "Deleting the old docker-image builder and switching to transformers-ci OTEL are different CI directions and code paths." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47360", + "accept": false, + "reason": "Image-loading test refactor versus CI workflow instrumentation; unrelated." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47360", + "accept": false, + "reason": "Assisted-decoding docs versus CI workflow changes; no shared bug/change." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese docs wording/translation versus KV-cache documentation updates; different docs tasks." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different feature work: DINOv2 conversion/model-modernization versus finegrained FP8 decode optimization." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47360", + "accept": false, + "reason": "Quantization/docs and compressed-tensors changes versus CI workflow instrumentation; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test suites for different models and backend requirements." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Different quantization/test updates touching different files and failures; not the same bug." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs edits versus adding a new model; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Distributed-training docs versus a new model support PR; no shared underlying change." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "New model support versus assisted-decoding docs; unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors quantization work versus new model support; different code paths." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE tests and model support for different architectures; not duplicates." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA dispatch support versus docker/CI image-builder cleanup; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE testing changes versus Mimo_v2_flash test fixes; different bugs." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47202", + "accept": false, + "reason": "Unlimited OCR model addition versus CI/docker cleanup; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "Paged-attention XPU test support versus Mimo_v2_flash test fixes; different models and failures." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47363", + "accept": false, + "reason": "CohereASR training-loss fix versus TimesFM2.5 window_size fix; different models and code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter feature work versus torch-light test dependency packaging; not the same change." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model-adding PRs for different architectures; same general pattern, not the same bug/change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both touch attention integration code, but one is SDPA dispatch support and the other is packed-row varlen routing; distinct functionality." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + 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"pull_request:43451|pull_request:47243", + "pull_request:47096|pull_request:47243", + "pull_request:43451|pull_request:47291", + "pull_request:47096|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:47181|pull_request:47306", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:43451|pull_request:47350", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47298" + ], + "prepared_review_unit_hash": "e3137580d84ca8b300502a7a23d6d902056580a9139c4b45c32b0f338ab9acff", + "component_budget": { + "node_count": 76, + "item_count": 76, + "soft_pair_count": 209, + "serialized_chars": 262862, + "estimated_input_tokens": 65716, + "estimated_eval_tokens": 131688 + }, + "budget": { + "node_count": 45, + "item_count": 45, + "soft_pair_count": 72, + "serialized_chars": 128618, + "estimated_input_tokens": 32155, + "estimated_eval_tokens": 64566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated PRs (new model adds, docs, exporter fixes, and test updates). The only clear duplicate set is the CohereASR training-loss double-shift fixes, where three PRs target the same files and same issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick 47090 as the canonical PR: it is the clearest and most complete CohereASR double-shift fix, with explicit explanation of the loss behavior and the same target files as the related variants.", + "best_issue_reason": null, + "best_pr_reason": "47090 is the best representative of the only genuine duplicate cluster here; the rest of the items are not close enough to consolidate into one PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47069", + "right": "pull_request:47298", + "accept": false, + "reason": "Unrelated changes: config property typing vs image decoding fallback/MI450 test fixes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods and ExecuTorch dynamic-shape export tests are different subsystems and different bugs." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer utility methods vs adding MobileLLM model support are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and MobileLLM model addition are not the same change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47301", + "accept": false, + "reason": "ExecuTorch export test coverage and MTP docs are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support is unrelated to cls.config resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes and layrnorm\u2192layernorm renaming are different bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export testing and Mistral4 test fixes do not share the same concrete issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model add and Falcon output-collection refactor are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs forwarding and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests and TDT loss kernel integration are different features." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Same as above: export test coverage vs MobileLLM model support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs forwarding is unrelated to Mistral4 test/model work." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 testing changes and cls.config resolution order fix are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and the model-creation skill are not the same underlying bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests and the model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 tests are different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model support and the model-creation skill are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift issue, same files, same target issue; 47090 is a later formulation of the same fix." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug and same code path; only the loss handling details differ slightly." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR loss-shift problem on the same files and issue target." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU-related test updates, but they touch different models and different failures." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test suites for different models; same platform theme is too broad to be a duplicate." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "RoPE test expansions across many models vs OLMo3 CI expectation tweaks are not the same change." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47350", + "accept": false, + "reason": "EfficientViT-SAM model addition and Inkling docs are unrelated." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model-specific XPU test adjustments, not one underlying bug." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "MTP docs and MPS graph-cache docs are unrelated documentation changes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese DistilBERT docs and MPS graph-cache docs are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step3.7 Flash model work and Unlimited OCR model work are separate new-model PRs." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed SDPA routing change vs MTP docs are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "Both touch exporter files, but OpenVINO exporter work and ExecuTorch exporter fixes are different changes and code paths." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni model support and NeuCodec model support are different additions." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU tests and quantization test updates are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Different XPU-related test coverage for different models; not the same bug." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Nemotron Omni and Cosmos3 Edge are separate model additions." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Model support vs paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47350", + "accept": false, + "reason": "Unlimited OCR model support and Inkling docs are unrelated." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47336", + "accept": false, + "reason": "MTP documentation and offloaded-model save_pretrained logic are unrelated." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47322", + "accept": false, + "reason": "Generation config deprecation and AMD Quark config changes are different issues." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test failures on XPU; too broad to merge as one duplicate." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors fp8 support and MTP docs are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model addition and ExecuTorch exporter fixes are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec and Cosmos3 Edge are separate new model integrations." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", + "accept": false, + "reason": "NeuCodec model work and AMD Quark config changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "Molmo2 model support and generation-config deprecation are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47291", + "accept": false, + "reason": "Exporter/model support for Kimi25 and generation-config deprecation are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are separate new-model PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model support and OLMo3 CI expectation tweaks are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Exportability work for Kimi25 and OLMo3 CI are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Different model additions with different code paths and artifacts." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47306", + "accept": false, + "reason": "Cosmos3 Edge model support and Neuron experiments are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47301", + "accept": false, + "reason": "Molmo2 model add and MTP docs are unrelated." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47301", + "accept": false, + "reason": "Cosmos3 Edge model support and MTP docs are unrelated." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47306", + "accept": false, + "reason": "Cosmos3 Edge model support and Neuron experiments are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model addition and ExecuTorch exporter fixes are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47243", + "accept": false, + "reason": "Kimi25 exportability and ExecuTorch exporter fixes are different changes." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47336", + "accept": false, + "reason": "Generation config deprecation and offloaded save_pretrained behavior are 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image-utils/model fixes are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 4, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-76", + "nodes": [ + "pull_request:43451", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47298", + "pull_request:47306", + "pull_request:47322", + "pull_request:47350" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:47322", + "pull_request:47096|pull_request:47298", + "pull_request:47096|pull_request:47322", + "pull_request:43451|pull_request:47306", + "pull_request:47096|pull_request:47306", + "pull_request:47003|pull_request:47298", + "pull_request:47003|pull_request:47306", + "pull_request:47298|pull_request:47350", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47298" + ], + "prepared_review_unit_hash": "6f36fc3f6a8a730bb39e330c8c2ac61382c9d45811f64f530c9588f0505cc334", + "component_budget": { + "node_count": 76, + "item_count": 76, + "soft_pair_count": 209, + "serialized_chars": 262862, + "estimated_input_tokens": 65716, + "estimated_eval_tokens": 131688 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 24907, + "estimated_input_tokens": 6227, + "estimated_eval_tokens": 12710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a collection of unrelated pull requests: model additions, exporter work, test tweaks, and environment-specific fixes. None of the soft pairs look like the same underlying change or bug fix, so no duplicate merges are justified.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the items span separate features and fixes across different subsystems, with no shared code path or concrete duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "PR 47003 (OpenVINO HF Exporter) is the most substantial self-contained feature PR in the set, with coordinated code, docs, and integration changes; however, it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Molmo2 model integration and AMD Quark quantization config changes are unrelated features in different code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", + "accept": false, + "reason": "Kimi exportability fixes and MI450 image/runtime failure fixes address different models and different failure modes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Exportable Kimi and AMD Quark config updates are unrelated; one targets model export support, the other quantization config handling." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 model addition and Neuron training experiment scripts are different changes with no shared bug or code path." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi export support and Neuron experiment scripts are unrelated; they do not fix the same concrete issue." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47298", + "accept": false, + "reason": "OpenVINO exporter work and MI450 model failures are separate platform/export issues with no duplicate evidence." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter implementation and Neuron experiments are distinct feature areas and not the same change." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47350", + "accept": false, + "reason": "MI450 model failure fixes and Inkling documentation/model scaffolding are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability fixes and NeuCodec model support are separate model-specific additions, not one underlying bug." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter and NeuCodec support are unrelated features in different subsystems." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi export changes and paged-attention XPU test support do not address the same code path or bug." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47298", + "accept": false, + "reason": "NeuCodec support and MI450 runtime fixes are unrelated model-specific changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi exportability and Trainium/Neuron experiment scripts are different changes with no common underlying defect." + } + ] + }, + "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": 33, + "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": "3a1db366cde75320a5eb94d18da26c2f9551f7228b110ea8dccc0cb5b1b31d20", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the more focused, self-contained feature addition: it adds a single model-class capability for DINOv3ViT image classification with a narrow code path and clear test/doc updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the best representative of the cluster only in the sense that it is the narrower and more concrete change; however, it is not a duplicate of #40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: TimesFM forecasting with covariates versus DINOv3ViT image classification support. They touch different model implementations, filenames, and user workflows, so they are not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "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": 33, + "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": "2201c8d1d719912435d699ae4c75a7ee4dd13a15fce97d566cbd1737e6eeee7d", + "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 bumps, but they address different concrete actions and different incompatibilities: PR 42975 targets Node 24 compatibility for checkout/cache/upload-artifact, while PR 42976 updates docker/build-push-action and related workflow versions. They overlap in some workflow files, but not in the underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: same broad CI/workflow maintenance theme, but the actual fixes are different action upgrades with different compatibility goals and code paths; they are not the same underlying change 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": 5, + "component_count": 33, + "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": "cd5b968730d2b782cb4e8148f6fe59ddb7ccdcc5776517b7405af48e6a8ea612", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "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 separate model-addition efforts for different architectures (ViT NEPA, Molmo, CTSM, Step3p7). They share repository plumbing like docs and auto-mapping updates, but not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct feature PRs for different models, not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must be selected as the representative, #46562 is the strongest candidate by review activity and scope, but it still addresses a different model than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo: different model families and different implementation targets. Shared docs/auto-registry edits are generic model-addition plumbing, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with different code paths and test suites. They only overlap on common Transformers integration files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model introductions; the overlap is broad repository wiring, not a single concrete bug or feature." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model additions with different domains and implementations. Similar auto-mapping/documentation edits are insufficient to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "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": "4861f674abcc342d2561111337deb0da26fb1c5125fababaa5c42b67e36e0295", + "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": "This cluster is mostly a grab bag of unrelated PRs: test-only fixes, an FP8 dequant change, a generation validation fix, and a CI integration fix. The only strong duplicate-like pair is the two YOLOS PRs, which both address the same device-mismatch problem with `device_map=\"auto\"` and could plausibly be merged into one fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical representative: it directly fixes the YOLOS device-mismatch path with a concrete runtime change in `modeling_yolos.py`, and it subsumes the related `device_map=\"auto\"` split-module adjustment from 46886.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest overall representative because it targets the same explicit YOLOS issue as 46886 and includes the more complete fix path, making it the clearest canonical PR for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are vague test-fix PRs, but they touch different model test files and show no evidence of the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenizer changes and FP8 dequant logic are unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test changes and generation watermark validation are unrelated fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test/tokenizer work is unrelated to the YOLOS device-mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "These are both test/CI-related in a broad sense, but they address different models and different failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test edits do not match the FP8 dequant fix in code or bug report." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Model test tweaks are not the same change as the generation watermarking validation fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Vague model test fixes are not the same underlying bug as the YOLOS runtime device-placement issue." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/model-loading changes are unrelated to the Phimoe CI runner-memory workaround." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and different failure modes: FP8 quantization vs generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequant logic and YOLOS device mismatch are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation and Phimoe CI environment fixes are not the same underlying bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "These fixes live in different code paths: generation watermark validation vs YOLOS device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI runner memory limiting for Phimoe tests is unrelated to the YOLOS model runtime fix." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device-mismatch issue with `device_map=\"auto\"`; the later PR extends the same fix path with the mid-position embedding device cast, so they could plausibly be merged into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most PRs are clearly unrelated test/CI or subsystem fixes, and the only plausible duplicate/mergeable pair is the two YOLOS PRs (46886 and 46922), which share the same issue target and file and can reasonably be combined into one bugfix. The other soft-edge verdicts are conservative and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "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": "db46e5ff7d839e510c3a845e4210bafb76c1ab32c1523652de3ea202ac970593", + "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": "Three open \"don't merge\" PRs with only superficial overlap (tests/workflow repo-bot checks). They target different files and different behaviors, so they are not duplicates of the same underlying change or bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the three PRs address unrelated maintenance/test/workflow experiments rather than one shared fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "None of the PRs is a good global representative for a duplicate cluster because there is no shared concrete code-path problem across them.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different concerns: repo-bot/setup/test-bump changes vs. a workflow trigger/security-gate change in .github/workflows/pr-ci-security-gate.yml." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only weak overlap via test files; one changes packaging/versioning, the other rewires CI/comment workflows and test utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they change different GitHub Actions paths and fix different behavior, so they are not the same PR-sized change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "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": "8d75915b0a8a2e05971ce0d7f112f0daa6f5ed639769d8d7ad1ae57d88e7f525", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some common scaffolding and docs wiring, but they target different tasks, different pipeline modules, and different model/test coverage.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "43613 is the broader and more complete standalone PR, with additional model integrations and tests, but it is still a distinct change from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: concept segmentation vs visual segmentation. Shared docs/infrastructure files are not enough to treat them as the same code-path 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": 33, + "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": "4b99394dd2f1fd1c00b122666446c9e375c83d1e9086a24ac5190a70c609c47c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `trainer.py` and add new override points for custom trainers, but they solve different problems: one changes gradient-accumulation loss scaling, the other changes signature-column filtering for PEFT/custom models. They are related in theme but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the cleaner canonical representative if one must be chosen: it makes a concrete behavioral fix in `training_step` around gradient accumulation loss scaling, with a narrowly scoped helper property that directly addresses the bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the most suitable single representative for this cluster because it is a direct fix to a specific training-path issue. PR #43663 is a separate refactor/extension of dataset column filtering and does not describe the same code-path problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: #43651 alters loss scaling during training steps, while #43663 adds an overridable signature-column helper for input filtering. Same file and similar customization theme, but not the same bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "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": "60343fd8e0aebfa969c785b2cecf264e3e761d0a76f524f2a58feb8224873b79", + "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 open PRs touch the same CLI serve module and both mention TypeAdapter/NameError, but they appear to fix different annotation/runtime issues rather than the exact same bug.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more focused and direct fix: it explicitly addresses the TypeAdapter NameError when pydantic is missing, with a minimal TYPE_CHECKING import/quoted annotation change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because it targets the concrete failure mode described in its title and patch, whereas #43656 also changes broader typing behavior in serve.py.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject as duplicates: both are in the same file and related to annotation NameErrors, but #43656 broadly adds postponed annotations and type-hint cleanup, while #43842 specifically fixes the TypeAdapter NameError when pydantic is not installed. They are not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 33, + "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": 33, + "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:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "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:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "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", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "80cba96a246b846da815c8b714442956d683a6c067e2cff5aca07e3917f26f1a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76943, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a batch of model-specific output-tracing refactors. The only clear duplicate pairs are within the GPT-J/CodeGen subtree and the GPT-Neo subtree; the rest are different model families and should not be merged just because they share a standardized-output theme or issue target.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the broadest concrete representative in the GPT-J/CodeGen duplicate set: it overlaps the same code path and files as 44066/44085 and directly captures the shared output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best global representative because it is the most complete and central PR in the only strong duplicate subcluster, with the clearest overlap and explicit issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; same issue target alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different backbones and code paths; not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; plausibly one merged PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different vision models; only the refactor theme matches." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and different implementation paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models; both are output-tracing refactors but not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same file/test surface." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT is not the same concrete refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not share the same code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated model-specific refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are not the same concrete fix." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer output tracing is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated backbones." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are not the same fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT do not share the same code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model families." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors." + }, + { + "left": "pull_request:43997", + "right": "44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44017", + "accept": false, + "reason": "TextNet and SegFormer are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44085", + "accept": false, + "reason": "MPNet and GPT-J are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet and MPT are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44044", + "accept": false, + "reason": "GPT-Neo and DeBERTa are different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "SegFormer and TextNet are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44056", + "accept": false, + "reason": "SegFormer and MPNet are different changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families; only the standardized-output theme matches." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor and same concrete code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change; this could be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different vision model families; not the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet output tracing is unrelated to SpeechT5." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model-specific refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the accepted PR pairs are the same-model, same-file output-tracing refactors that look mergeable into a single bugfix PR, and the rejected pairs are appropriately separated by model family or code path. The representative/canonical PR choice for the GPT-J/CodeGen cluster is also supported by the shared file overlap and explicit issue linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "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": "8fd3eca4b98d03ad14c45eb281583af4d0e8c6ac624ec42d547cd48fcd16d10d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13070, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All six PRs are model-specific refactors for standardized output tracing/capture, but they target different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44073 is the cleanest representative of the cluster: it explicitly wires in `capture_outputs` and `_can_record_outputs` for a model-specific output-tracing refactor, making it a good canonical example of this change pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR #44073 is the best single representative because it most clearly implements the standardized output-capture pattern in a self-contained model file, whereas the others are separate model ports of the same idea.", + "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; they touch different model implementations and are not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "These are separate MPNet vs VisualBert refactors of the same framework pattern, not the same bug or mergeable single PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized tracing updates, but they affect different model code paths (MPNet vs TextNet) and are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; these PRs share only the refactor theme, not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert output collection and SpeechT5 output tracing are different model-specific changes, so they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "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": "c6f5a263d9c3901f94659e6d0bb79f6ae125ef86212eb5be124017505767adcd", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39797, + "estimated_input_tokens": 9950, + "estimated_eval_tokens": 20156 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39797, + "estimated_input_tokens": 9950, + "estimated_eval_tokens": 20156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of parallel refactors for output tracing across many unrelated model implementations. They share a theme and some similar helper usage, but they are not the same underlying bug or change, so they should not be deduplicated together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "44003 is the broadest representative of the theme: it adds tracing/capture plumbing across the Mamba/FalconMamba path and has the most substantive implementation change in the set.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the strongest single representative PR here because it makes a concrete, multi-file output-tracing change rather than a narrow model-specific cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths and not mergeable as one change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch unrelated model families and separate forward paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Shared refactor style only; 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similar tracing cleanup is not enough to treat them as one change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "These are separate model wrappers with analogous refactors, but not the same concrete code-path issue." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Mobilenet_v1 and speech_encoder_decoder are unrelated implementations; this is only broad thematic similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Same refactor motif, but vision_text_dual_encoder and univnet are distinct code paths and not one duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; both mention output tracing but are not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families and implementation details; too broad to merge as a duplicate PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "These are model-specific refactors in unrelated modules, not one shared bug or change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different code paths; the overlap is only the refactor pattern." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Same high-level cleanup, but no shared concrete implementation target." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different audio/depth model implementations; not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated subsystems; no common code-path bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "These refactors target different model families and cannot plausibly be one merged PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are output-tracing themed, but Mamba/FalconMamba and CodeGen are separate implementations with different mechanics." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm_backbone and CodeGen are unrelated model code paths; similarity is only in naming and refactor style." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward signatures; not the same concrete change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Same general refactor theme, but UperNet and CodeGen are not one duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated implementations; no shared underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are separate model wrappers; this is parallel refactoring, not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and code paths; too broad to merge as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated models despite similar output-handling cleanup." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "These target different model implementations and do not fix the same concrete issue." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; 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They share only common Transformers scaffolding files and docs boilerplate, not the same underlying code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better representative PR because it is explicitly tied to issue #45027 and is a focused implementation for a single model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the strongest standalone PR in this cluster: it has an explicit issue target and a clearly scoped model support addition, whereas #44662 is a separate, unrelated model implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different feature sets (PenguinVL vs Voxtral TTS); shared auto/docs files are boilerplate for adding new models, 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": 15, + "component_count": 33, + "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": "ae22518b6d8056f5a7ca710d989006679b8f195db8c902fed7d2cb339d9e1230", + "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 about fusion exist, but they target different layers of the stack: one adds a generic module fusion API, the other implements kernel-config-driven n-to-1 fusion. They are related in theme, not the same change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the new `module_fusion.py` API and tests, which looks like the core abstraction rather than one concrete use-case.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the more concrete user-facing feature, with a specific `KernelConfig`-based fusion flow, integration points, and an example demonstrating the behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both are about fusion, but they address different code paths and scopes: #44979 adds a generic module-fusion API, while #45363 implements n-to-1 kernel fusion via `KernelConfig` plus integration changes and an example. They are not the same underlying bug or mergeable into one PR without combining distinct features." + } + ] + }, + "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": 33, + "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": "58a916166f5676a3754fd79e9f8c52941047fd44e37ec8b4092d3fc6b7771763", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same concrete Mistral regex/pre-tokenizer AttributeError in the same file, and the later PR is essentially the same code change plus tests. They look like duplicate attempts at one fix rather than separate changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 and also adds test coverage, making it the more complete duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best representative PR for this cluster since it addresses the same bug with added validation and is more complete than 45086.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same touched code path and filename, and the second PR only extends the first with tests." + } + ] + }, + "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": 33, + "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": "2c53c01394f5debc4fdf38fe1cae985886a0f3d9ca469f1fd8c352a4567b6459", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH model-support PRs, but they are not duplicates: one is a focused conversion/mapping refactor, the other is a broader architecture split introducing NemotronHDense/NemotronHSparse plus docs/tests.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more complete architectural change: it introduces the new dense/sparse model variants, updates auto-mapping, docs, and tests, whereas 45115 is a narrower conversion-mapping/refactor patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative of the cluster because it captures the full user-facing model split and integration work rather than only the internal checkpoint conversion renames.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same concrete change: 45115 mainly adds checkpoint conversion/key renaming for NemotronH, while 45569 restructures the model into dense/sparse variants and updates docs/tests. They touch overlapping files but target different code-path 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": 18, + "component_count": 33, + "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": "83805643709edf81fd65e7891e8e9adeb927b74ad82157ecf5b0bc559aaf6140", + "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 in the typing space, but they address different changes: one is a broad type-checking sweep across many Transformers files, while the other adds targeted typing aliases/protocols and modeling_utils integration. The overlap in a few files is incidental rather than the same underlying fix.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more coherent, focused change: it introduces shared typing helpers/protocols and wires them into specific code paths. PR 45415 is a much broader type-checking pass across unrelated modules and pyproject settings.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative because it has a tighter, more self-contained purpose and is more likely to be merged as a single change set. PR 45415 is too broad and heterogeneous to serve as a clean canonical PR for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they are not the same concrete change: 45415 is a broad annotation/type-checking sweep over many files, while 45425 adds specific typing protocols/aliases and model integration. Shared files alone are not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 33, + "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": "3e3b61bbecf96a0ee7800437be27ea6956ffdccc3eba91831adaba94c2497ff4", + "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": "Two open PRs share the EP/transformers loading theme, but they address different bugs: one is about preserving distributed_config/EP detection during Accelerate + ZeRO-3 loading, the other about preventing expert parameters from being overwritten by rank-0 broadcast under FSDP2.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete and representative EP bug fix: it targets the actual parameter corruption path during sharded loading/broadcast and includes the relevant loader/integration changes. PR #45548 is narrower and more about config serialization and EP detection.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone representative of this cluster because it fixes the specific expert-overwrite failure mode in code paths that clearly explain the observed corruption.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are EP-related, but they fix different problems and code paths: 45548 handles config serialization/has_ep for Accelerate + ZeRO-3 loading, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. 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": 20, + "component_count": 33, + "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": "feeb82de5f26876e2aa09f227c78579d6ab60b03fd5cbc21051a13ab058fa9e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-safe captured_info logging problem in testing_utils, with 45645 extending the core fix to CI log collection. They are closely related enough to treat as one cluster.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe logging fix plus the necessary workflow change to preserve and aggregate the new per-worker captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "45645 is the strongest representative of the cluster: it addresses the same bug and also updates the CI path that consumes the artifacts, making it the most complete change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying captured_info xdist collision bug in testing_utils; 45645 is a superset that adds the CI-side file handling needed for the new per-worker outputs." + } + ] + }, + "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": 33, + "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": 33, + "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": "aacd746202f425089adb59ef9a19f7c02cc2a3d2a95e5f1a7742d04fa3d38ab7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the distributed stack, but they are not duplicates: one is a focused EP/Trainer integration change, the other is a broad distributed branch base with many unrelated edits. The shared files reflect overlap in the subsystem, not the same underlying patch.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change: it targets EP + Trainer integration on top of DistributedConfig and has a narrow code-path focus.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of the cluster because it is concrete and directly scoped, whereas PR #46269 is a wide branch-base aggregation touching many areas and is not a clean duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Do not merge: #46126 is a focused EP/Trainer integration patch, while #46269 is a broad distributed branch base spanning many unrelated files. Shared filenames alone do not indicate the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "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": "07d6b0d3832638f5937b9944adb2f75671c8ab5a509ebba2fdbfdea790808784", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-maintenance PRs. Even where multiple PRs touch the same workflow file, they change different behavior and should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the set splits into several unrelated workflow changes across different files and different code paths.", + "best_issue_reason": null, + "best_pr_reason": "None of the PRs is a good global duplicate representative because there is no shared underlying fix/change across the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior: stdin handling in self-comment CI vs security-gate logic in PR CI." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different behavior: self-comment CI input handling vs PR CI permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different behavior; one is self-comment CI, the other is a reusable PR CI security-gate note update." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different behavior: self-comment CI vs changing secrets passing in PR CI security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated fixes: self-comment CI message piping vs build-ci-docker-images commit-message parsing." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but one updates SSH runner setup and the other changes benchmark triggering; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH-runner hardening vs anti-slop permission scoping are unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH-runner security/monitoring changes vs assign-reviewers checkout ref fix are different code paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH-runner workflow changes are unrelated to PR CI security-gate behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH-runner workflow changes are unrelated to PR CI security-gate behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner workflow changes are unrelated to a reusable PR CI security-gate comment/update." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH-runner workflow changes are unrelated to PR CI security-gate secrets handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both concern workflow files, but one adjusts anti-slop permissions while the other changes benchmark dispatch conditions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permission scoping and assign-reviewers checkout ref are unrelated fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci-docker-images commit-message parsing are different behaviors." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop permission scoping is unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref fix vs benchmark_v2 trigger change are unrelated workflow behaviors." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Assign-reviewers checkout ref fix and build-ci-docker-images message parsing are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers workflow fix is unrelated to PR CI security-gate behavior." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch conditions and build-ci-docker-images commit-message parsing are different code paths." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark trigger change is unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci-docker-images commit-message handling is unrelated to PR CI security-gate workflow changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-ci-docker-images commit-message handling is unrelated to PR CI security-gate permission/approval changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete changes: one adds checkout-based file scanning, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different fixes: security-check implementation vs comments about reusable workflow safety." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different fixes: added security checks vs removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different concrete changes: permissions/if-guarding vs explanatory comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different concrete changes: permissions/approval flow vs switching to empty secrets." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch the same reusable workflow, but one adds safety notes while the other changes secrets passing; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci-docker-images and PR CI security-gate are unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner hardening is unrelated to PR CI security-gate comments." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-ci-docker-images and PR CI security-gate are unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH-runner hardening is unrelated to PR CI security-gate secrets handling." + } + ] + }, + "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": 33, + "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": 33, + "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": "e636400753970857be102b331a1698d93a599f332073d3f3d098eae9b17403e9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4881, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4881, + "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 in the right side of the MoonshineStreaming sliding-window mask. PR 47162 is the better representative because it includes the MoonshineStreaming fix plus an analogous Gemma4 fix and tests, while 46310 is the narrower MoonshineStreaming-only version.", + "confidence": 0.76, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the broader, more complete change set: it includes the same MoonshineStreaming one-line fix as 46310, adds the same correction in Gemma4, and includes tests, so it is the best canonical PR for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 best represents the cluster because it captures the shared off-by-one bug and the broader follow-up coverage, whereas 46310 is just the narrower MoonshineStreaming-only subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying off-by-one right-window bug in the MoonshineStreaming sliding-window mask; 47162 contains the same fix and extends it to Gemma4/tests, so the overlap is strong enough to treat as the same change family." + } + ] + }, + "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": 33, + "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": "d36d24896dd46d556546d62d8280ea1bf51a0c0e6f7f55fd45d7e6bfbd5291ec", + "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 not duplicates: one fixes CodeLlama decode stripping by moving decoder setup, while the other fixes DeepSeek checkpoint tokenizer-class selection in auto-loading. They touch different code paths and should stay separate.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single PR must represent the cluster, #46580 is the better choice because it addresses a broader tokenizer-loading mismatch across multiple DeepSeek checkpoints and has a clearer centralized fix in tokenization_auto.", + "best_issue_reason": null, + "best_pr_reason": "#46580 is the more representative PR for the cluster because it targets a cross-checkpoint tokenizer-class loading bug; #46574 is a narrower, model-specific decode regression in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: CodeLlama decode-space stripping vs DeepSeek tokenizer-class misloading. They are not plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "940e904b4107f60fefbbeb50c45d60888e6fa8168106e1954f42c2deee58a48e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same tracking issue and the same flash-attention performance area, but they appear to fix related yet different concrete code paths: one corrects a tracing/conditioning mistake in FA2 decoding, while the other broadens the fix across unpadding/tokenizer paths with tests and a benchmark. I would not treat them as duplicate PRs.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:47215 is the better canonical PR because it is the later, more complete fix for the long-context FA2 performance regression and includes accompanying tests/benchmark changes, making it the strongest representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47215 is the best PR in the cluster because it addresses the regression more comprehensively and has broader validation coverage than pull_request:46696.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": false, + "reason": "They share the same tracking issue and one flash-attention file, but the fixes are not clearly the same concrete change. 46696 focuses on an inverted tracing condition in FA2 decode, while 47215 changes unpadding logic, tokenizer-related code, tests, and a benchmark. Related performance work, but not safe to merge 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": 28, + "component_count": 33, + "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": "1aa3aebdcb27305e323bf9d1b8004aa3305ae60a1e50cb26795d4197a02d43c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5559, + "estimated_input_tokens": 1390, + "estimated_eval_tokens": 3036 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5559, + "estimated_input_tokens": 1390, + "estimated_eval_tokens": 3036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs address padding-mask behavior, but they fix different bugs in different code paths: one is a batch-size-1 masking guard in linear-attention model forwards, the other is recurrent/cached-forward masking in shared masking utilities and recurrent models.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the better canonical PR because it targets the shared masking utility, has an explicit issue link, and covers the broader recurrent/chunked-prefill cache-continuation bug rather than a model-specific edge case.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the best overall representative of the cluster because it fixes the more central masking logic and affects multiple models through a common utility path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both mention padding masks being skipped, but 46773 fixes a batch-size-1 condition in linear-attention model code, while 47087 fixes continued-forward/recurrent masking in shared utilities and recurrent models. They are not the same underlying bug or mergeable 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": 29, + "component_count": 33, + "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": "1efcb65641fff23bc11cf63289d19ade068feec63592140ff5d10f2948ba05f0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the three PRs fix different bugs in different areas (AnyToAnyPipeline key normalization, Gemma4 processor placeholder validation, and generation candidate length capping).", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address separate code paths and cannot be safely merged as one duplicate fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the clearest standalone user-facing bugfix and the most generally representative of the set, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different bugs and code paths: 47074 normalizes AnyToAnyPipeline input keys, while 47076 validates Gemma4 audio placeholders in processor inputs." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated fixes: 47074 changes multimodal pipeline input dict keys, while 47195 adjusts generation candidate length capping in prompt lookup decoding." + } + ] + }, + "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": 33, + "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": "4204bc5071a04da2a3e9412cce791174c319aa427649c58dd8345820a4e8d713", + "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 PRs are unrelated: one re-enables and adjusts a VITS model-forward test, while the other fixes an RT-DETR v2 weight converter mapping/config issue. They do not appear to be the same underlying bug or change, so they should not be clustered together as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47129 is the better canonical PR within this cluster because it contains an actual code-path fix in the model converter, whereas PR #47105 is primarily a test re-enable with assertion adjustments.", + "best_issue_reason": null, + "best_pr_reason": "PR #47129 is the strongest standalone PR candidate: it targets a specific converter bug, changes production code, and is more likely to represent a real fix than the test-only re-enable in #47105.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different subsystems and different problems: VITS test expectations versus RT-DETR v2 converter key/config updates. They are not mergeable as one fix and 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": "pull_request", + "component_index": 31, + "component_count": 33, + "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:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310" + ], + "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:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47150|pull_request:47310", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47266|pull_request:47310", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "71551cfe149d211b5068f0b20b67f2cf18d2c5720ea5a99f6af411463c29773c", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29375, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29375, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated serge-generated integration-test fixes across different models, plus one broader umbrella PR that bundles several of them. Only the two MiniMax-M3-VL load-error fixes look like the same concrete issue; the rest are too model-specific or too bundled to treat as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broadest umbrella patch and directly contains some of the concrete fixes represented in the cluster, so it is the best single representative of the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47224 best represents the cluster because it aggregates multiple serge integration-test fixes and is the most central/far-reaching change among the items.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and bugs: EdgeTAM import_or_config fix vs GLM46V integration-test/model changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Both are integration-test fixes, but for different models and failure modes (EdgeTAM import_or_config vs MiniMax-M3-VL load_error)." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model-specific issues; EdgeTAM backbone kwarg cleanup is not the same change as MiniMax-M3-VL offload-folder handling." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 is a multi-fix umbrella PR bundling unrelated fixes; it is not just the same EdgeTAM bug/change as 47122." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "EdgeTAM kwarg cleanup and Gemma3 cache-implementation logic are unrelated code-paths." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same underlying MiniMax-M3-VL load_error/offload-folder problem; both PRs fix the model-loading test path in essentially the same way." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and different failure contexts: MiniMax-M3-VL load_error vs DeepSeekV3.2 integration-test setup." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix is unrelated to GLM46V modular/model refactoring." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output-mismatch are different bugs in different models." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba expected-output adjustments are not the same concrete change as Whisper generation max_length handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Falcon-Mamba test expectation updates do not match GLM46V model/code changes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Falcon-Mamba output mismatch and Mamba2 OOM/test tuning are unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Falcon-Mamba test expectation fixes and Gemma3 generation-config behavior are not the same issue." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 bundles multiple fixes across models; 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They differ in implementation style, but target the same concrete code path in `src/transformers/cli/chat.py` and the same test area.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "47140 is the cleaner, broader fix: it normalizes the chat base URL up front in `RichInterface`, so all management calls inherit the correct service-root URL instead of only patching one request site.", + "best_issue_reason": null, + "best_pr_reason": "47140 is the strongest candidate overall because it addresses the root URL normalization once in the constructor, which is more complete than a single-call reroute and better matches the underlying bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": true, + "reason": "Accepted: both PRs fix the same service-root vs `/v1` management URL bug in the chat CLI, touching the same path and test file, with only minor implementation differences." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs address the chat CLI management URL base, and both touch the same files. The pair verdict is also conservative enough for a same-bugfix mergeable PR judgment, since the changes are compatible rather than conflicting." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 33, + "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": "244c08209ab59beb5ef76fc83e8564a054d6fc0dc11b439f3888802f4841fb34", + "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 cluster contains two unrelated open PRs: one fixes loss scaling during label smoothing with gradient accumulation, and the other adds/enforces `min_tokens_to_keep` handling in `TopHLogitsWarper`. They do not appear to address the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the better representative because it has a concrete explicit issue target and a narrowly scoped trainer loss-scaling fix tied to one bug report.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the strongest standalone candidate: it has a clear problem statement, explicit issue linkage, and a focused code-path fix. PR 47262 is a separate generation-API change, not a duplicate of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "These PRs fix different subsystems and different bugs: trainer label-smoothing/gradient-accumulation loss scaling vs. TopHLogitsWarper min-token handling. They are not the same underlying change 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 + } + ] +} diff --git a/snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/manifest.json b/snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0c0b8f07bdb344891ac3f96c9bc8ccbb2d4785c8 --- /dev/null +++ b/snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260716t120054z", + "artifacts": { + "hybrid": "snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-16T12:10:31Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260716T120054Z", + "variant": "hybrid" +} diff --git a/snapshots/20260716T120054Z/manifest.json b/snapshots/20260716T120054Z/manifest.json index 5382d069c4a795f1d1d238640f49fca0a58a4fbb..63af0e0380caaa5578d1105ce6ef6800ba4ee159 100644 --- a/snapshots/20260716T120054Z/manifest.json +++ b/snapshots/20260716T120054Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1085 }, "extracted_at": "2026-07-16T12:00:54Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260716t120054z", + "runs": { + "hybrid-model-20260716t120054z": { + "analysis_id": "hybrid-model-20260716t120054z", + "artifacts": { + "hybrid": "snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/manifest.json", + "model": null, + "published_at": "2026-07-16T12:10:31Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260716T120054Z", "watermark": {