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], + 464, + 472 + ] + ], + "right_ranges": [ [ - 1843, - 1849 - ], + 464, + 474 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ [ - 1868, - 1874 + 210, + 218 ] ], "right_ranges": [ [ - 54, - 61 - ], - [ - 587, - 593 + 210, + 220 ] ] } @@ -4653,6 +3174,35 @@ } ] }, + { + "cluster_id": "cluster-46501-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46501, + "issue_numbers": [], + "pr_numbers": [ + 46501, + 46554 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46501, + "right_pr_number": 46554, + "code_similarity": 0.093, + "size_similarity": 0.464, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -4969,34 +3519,16 @@ "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-43451-15", - "canonical_pr_number": 47322, + "cluster_id": "cluster-43451-5", + "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 43451, 46509, - 46658, - 47003, - 47096, 47143, 47163, - 47298, - 47306, - 47383, - 47398, - 47399, - 47409 - ], - "target_issue_number": 47355, - "reason": "PRs in cluster-43451-15 are treated as duplicates because they converge on issue #47355 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 + 47383 ], "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-5 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -5078,6 +3610,24 @@ "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-46501-2", + "canonical_pr_number": 46501, + "duplicate_pr_numbers": [ + 46554 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46501-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46614-3", + "canonical_pr_number": 46687, + "duplicate_pr_numbers": [ + 47412 + ], + "target_issue_number": 46614, + "reason": "PRs in cluster-46614-3 are treated as duplicates because they converge on issue #46614 with closing_reference evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -5099,6 +3649,15 @@ "target_issue_number": 46894, "reason": "PRs in cluster-46894-9 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-47122-2", + "canonical_pr_number": 47122, + "duplicate_pr_numbers": [ + 47224 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47122-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-47123-2", "canonical_pr_number": 47123, @@ -5125,18 +3684,37 @@ ], "target_issue_number": null, "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47298-4", + "canonical_pr_number": 47398, + "duplicate_pr_numbers": [ + 47298, + 47409 + ], + "target_issue_number": 47355, + "reason": "PRs in cluster-47298-4 are treated as duplicates because they converge on issue #47355 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47405-3", + "canonical_pr_number": 47408, + "duplicate_pr_numbers": [ + 47411 + ], + "target_issue_number": 47405, + "reason": "PRs in cluster-47405-3 are treated as duplicates because they converge on issue #47405 with closing_reference, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-43451-15", - "issue_number": 47355, - "reason": "Issue #47355 is the strongest global issue candidate because it is open, belongs to a cluster with 15 artifacts, and carries 5 discussion comments plus 4 inbound references.", - "score": 264.0 + "cluster_id": "cluster-46894-9", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 9 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 202.0 }, "best_pr": { - "cluster_id": "cluster-43451-15", - "pr_number": 47322, - "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 15 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 278.986 + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 55aa110cfca666d67dcbf83cfb0c03f11e1e19de..b20cbff06ca712543da7584cae1a1f8280d9dbde 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": "20260719T060027Z", - "generated_at": "2026-07-19T06:10:36Z", + "snapshot_id": "20260719T120035Z", + "generated_at": "2026-07-19T12:08:08Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -130,7 +130,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -510,8 +510,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -603,7 +603,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -845,8 +845,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -947,7 +947,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -1243,8 +1243,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -1335,7 +1335,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -1565,8 +1565,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -1657,7 +1657,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -1887,8 +1887,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -1978,7 +1978,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -2202,8 +2202,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -2292,7 +2292,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -2516,8 +2516,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -2608,7 +2608,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -2835,8 +2835,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -2925,7 +2925,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -3143,8 +3143,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -3234,7 +3234,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -3455,8 +3455,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -3544,7 +3544,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -3747,8 +3747,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -3835,7 +3835,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -4044,8 +4044,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -4136,7 +4136,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -4366,8 +4366,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -4455,7 +4455,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -4752,12 +4752,12 @@ "issue:44387|issue:45704", "issue:43450|issue:45701" ], - "prepared_review_unit_hash": "1ea24f9cc6b50939f9fe68dfe7ce92c105e5db4b68bbb567ad792ee277f4dbd2", + "prepared_review_unit_hash": "7f5785c798bce8aa81ec5f656380c1db607b5685e085047cb8d640b849334394", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -4774,204 +4774,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers bug reports with some broad thematic overlap around loading, offloading, quantization, and tokenization, but the paired items are not duplicates of the same concrete bug. I would not merge any of the soft-edge candidates.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the set for the recurring offloading/quantization loading regressions, and it has the strongest discussion/inbound-reference signal. The other issues are either narrower model-specific failures or different code paths entirely.", + "summary": "The cluster is heterogeneous and mostly contains unrelated model-specific bug reports that only share broad themes like loading, device_map, quantization, or tokenization. I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. Issue 43873 is the best overall representative because it is the broadest, most discussed open item around offloading/quantization.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 is the most central and broadly framed open report in the set, with substantial discussion and references around offloading/quantization behavior; it best represents the loose theme of the cluster even though the items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue for this cluster because it captures the general offloading + quantization failure theme better than the more specialized reports.", + "best_issue_reason": "43873 has the strongest signal as a representative issue: active discussion, inbound references, and a broad failure mode aligned with several loading/offload-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Different features and failure modes: Bark voice presets vs generation with inputs_embeds/past_key_values." + "reason": "Different subsystems and failure modes: BarkProcessor voice_preset vs. progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Unrelated bugs: progressive generation state handling vs device-mapping/CUDA assert on Qwen3." + "reason": "One is a generation-cache/input-embeds bug; the other is a device-mapping cuda assert on a specific model. Not the same bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Both involve batched behavior, but one is a tokenizer crash on NER padding/truncation and the other is torch.export with torch_compilable_check." + "reason": "Tokenizer crash on NER/padding differs from torch.export failure involving torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-map related, but the concrete failures differ: CUDA assert on Qwen3 vs PLE forward device mismatch on Gemma4." + "reason": "Both mention device_map, but they are model-specific forward/load failures with different error types and likely different root causes." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Different bugs and code paths: CPU-offload device mismatch vs DAC latent reconstruction/STE mismatch." + "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC.from_latents missing STE behavior." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying and garbage text generation is unrelated to Bamba torch.compile + SDPA failure." + "reason": "AyaVision lm_head tying issue and Bamba torch.compile/SDPA failure are unrelated code paths." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "No shared underlying bug; one is a 3d_parallel.py runtime issue, the other is FineGrainedFP8Config failure on Qwen3Moe." + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config loading/quantization." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-mapping mismatch and TimesFM window_size AttributeError are different issues." + "reason": "Gemma4 device_map mismatch and TimesFM window_size AttributeError are different model/config bugs." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated issues." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate+deepspeed MOE weight conversion is different from a missing supports_gradient_checkpointing flag." + "reason": "MOE weight conversion under accelerate+deepspeed is not the same as a missing gradient-checkpointing flag on a trust_remote_code variant." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on gpt-oss is not the same bug as ineffective gradient checkpointing with LoRA." + "reason": "High perplexity on gpt-oss-20b is unrelated to LoRA gradient checkpointing ineffectiveness." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing add_special_tokens behavior for a specific tokenizer while the other is wrong token IDs across several models." + "reason": "mdeberta special-token insertion regression and wrong token IDs across multiple models are both tokenizer regressions, but not the same concrete bug." }, { "left": "issue:47404", "right": "issue:47405", "accept": false, - "reason": "Loading OOM from conversion-op transients is unrelated to silent conversion skipping on model_type mismatch." + "reason": "Both concern loading/conversion, but one is an OOM from transient GPU allocations while the other is silent conversion skipping due to model_type mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying/generation corruption is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Weight-tying bug in AyaVision is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both mention batched inputs, but they affect different components and modalities: MIMI encoder padding masks vs OmDet processor image sizing." + "reason": "MIMI batched-vs-single output mismatch is unrelated to OmDet-Turbo processor producing the wrong image size." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature breakage is unrelated to the 3d_parallel.py runtime failure." + "reason": "Unexpected compute_loss kwarg and a failing parallel script are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer loading Voxtral error messaging is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Bad tokenizer error message for Voxtral is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different loading failures: Qwen3 auto device mapping CUDA assert vs Llava Next segmentation fault." + "reason": "Device-map cuda assert on Qwen3 is unrelated to a segmentation fault when loading Llava Next models." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to from_config not unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer loss-signature incompatibility is not the same as Qwen3Moe FP8 configuration failure." + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3Moe FineGrainedFP8Config." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different failures." + "reason": "Strict granite_speech config loading and tokenizer loading regression for est-roberta are different config/tokenizer issues." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is not the same as non-persistent buffers being filled with junk." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffers being junk-filled are distinct loading/runtime bugs." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different model-specific loading defects." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Related theme, but not the same concrete bug: dequantized model offload loading failure vs broader offloading-with-quantization behavior." + "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure and the other is a broader offloading regression; not clearly the same concrete bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batching/padding-mask mismatch is unrelated to Perceiver non-default resolution failures." + "reason": "MIMI padding-mask discrepancy and Perceiver non-default-resolution failure are different model behaviors." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one and tokenizer convert_tokens_to_ids slowdown are different subsystems and symptoms." + "reason": "Sliding-window mask off-by-one is unrelated to convert_tokens_to_ids performance regression." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 device-map CUDA assert is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Device-map cuda assert and flash-attention generation failure are separate model/runtime issues." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault is not the same bug as sinq quantized save/load breakage." + "reason": "Llava Next segfault and quantized save/load breakage are unrelated failure modes." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Device-mapping CUDA assert and 3d_parallel.py runtime failure are unrelated." + "reason": "Qwen3 device_map CUDA assert and a 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a model and tokenization changes across versions are not the same underlying bug." + "reason": "High perplexity on a specific model is not the same as a tokenizer behavior change across versions." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 CUDA reserved-memory regression is unrelated to T5 using apex.FusedRMSNorm with a memory leak." + "reason": "int4 quantization OOM due to reserved memory is unrelated to an apex FusedRMSNorm memory leak." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batched-shape bug is unrelated to version-dependent tokenization changes." + "reason": "Video processor batching shape bug and tokenizer version-dependent tokenization changes are unrelated." } ] }, @@ -4990,8 +4990,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -5077,7 +5077,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -5280,8 +5280,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -5366,7 +5366,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -5643,12 +5643,12 @@ "issue:44625|issue:45479", "issue:43746|issue:46050" ], - "prepared_review_unit_hash": "06e0aafb4f46818d708d60c763a2b0b43a5beba3ea5193160d043e82427dd3f6", + "prepared_review_unit_hash": "6d1c98e58eeaf10daf74b99dc7bec11d53dd540dc1632a48e6ae811d05fe4088", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -5665,54 +5665,54 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated bug reports across tokenizers, multimodal processors, loading/offloading, training, and docs. None of the soft-edge pairs look like the same underlying bug or change, so all are rejected. I picked the broad loading-correctness regression as the canonical issue.", - "confidence": 0.96, - "canonical_issue_reason": "issue:47405 is the most broadly applicable and highest-impact bug in the set: loading a converted checkpoint through the wrong Auto class silently yields wrong weights. It is more canonical than the narrowly scoped, model-specific reports.", + "summary": "These items do not form a duplicate cluster: the titles span unrelated subsystems and failure modes, and none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:47405 is the strongest standalone issue for triage because it describes a generic, severe correctness failure in model loading rather than a model-specific edge case or documentation mismatch.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different subsystems and failure modes: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys." + "reason": "Different bugs in different paths: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys during weight tying." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both mention offload/loading, but one is a Bark CPU device mismatch and the other is BitNet packed-weight unpacking; not the same bug." + "reason": "Both are loading/offload-related, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight unpacking in accelerate loading." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local path import warning vs multimodal video token counting undefined variables; unrelated." + "reason": "Local-path import warning vs multimodal video token counting bug; no shared code path or symptom." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache-strategy docs is unrelated to removed pipeline tasks in docs." + "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Float8 storage lookup failure are different code paths." + "reason": "Qwen3-MoE sliding_window behavior and a Float8 storage lookup error are unrelated runtime issues." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming API failures." + "reason": "Gemma4Processor missing _tokenizer in serve is distinct from Qwen3.5 streaming chat/completions failure." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset bug and Qwen3 auto device mapping cuda assert are different model-specific problems." + "reason": "BarkProcessor voice_preset failure does not match Qwen3 auto device mapping cuda asserts." }, { "left": "issue:34567", @@ -5724,103 +5724,103 @@ "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload mismatch vs BigBirdTokenizer special-token registration; no shared underlying defect." + "reason": "Same Bark prefix only; one is CPU-offload device mismatch, the other is tokenizer special-token registration." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load failures, but for different models and likely different causes." + "reason": "Both are model-loading complaints, but they involve different models and different tokenizer/config breakages." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Same Qwen family, but one is config unwrapping for from_config and the other is CPU-offload rotary embedding compatibility." + "reason": "Unwrapping text_config in composite Qwen multimodal configs is a different bug from CPU-offload incompatibility in rotary embedding forward." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video processing ValueError in Qwen3OmniMoe is unrelated to cache length tensor arithmetic." + "reason": "Qwen3OmniMoe video-input validation failure is unrelated to cache.get_seq_length returning a device tensor." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label truncation is unrelated to SAM3 text/bounding-box behavior." + "reason": "Mask2Former metric collation drops labels in the last batch, while SAM3 PCS text/box behavior is a separate multimodal issue." }, { "left": "issue:45704", "right": "issue:47405", "accept": false, - "reason": "T5 Apex RMSNorm memory leak and wrong Auto-class loading of converted checkpoints are different failures." + "reason": "Apex RMSNorm memory leak and silent wrong-Auto-class conversion are entirely different problems." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to PIL backend torchvision dependency regressions." + "reason": "Loading a specific model failing in transformers>=5.1.0 is not the same as PIL backend processors incorrectly requiring torchvision." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk in v5.0.0 and from_pretrained behavior inside Python classes are different issues." + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are different issues." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation touch different model configs and bugs." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both involve multimodal weights, but one is Qwen3.5 save_pretrained key naming and the other is Sam3Model text encoder loading." + "reason": "Incorrect visual encoder keys on save_pretrained is unrelated to Sam3Model text encoder weights not loading." }, { "left": "issue:45923", "right": "issue:47333", "accept": false, - "reason": "Missing supports_gradient_checkpointing flag is unrelated to saving a disk-offloaded model." + "reason": "Missing supports_gradient_checkpointing flag is a one-line model metadata issue, not a disk-offload save failure." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken argument duplication and ScandiBERT load failure are not the same bug." + "reason": "AddedToken keyword duplication during tokenizer creation is not the same as ScandiBERT loading failure." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT input-embedding unpacking and trainer.evaluate after trainer.train are distinct training-path issues." + "reason": "Unpacking Qwen3.5 input embeddings with TRL SFT is unrelated to trainer.evaluate() failing after trainer.train()." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver image-size handling and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Perceiver positional interpolation on non-default resolutions is distinct from bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Docs example errors for SigLIP2 do not match OmDet-Turbo processor/model resolution mismatch." + "reason": "SigLIP2 docs example errors and OmDet-Turbo processor size mismatch are separate documentation/model-preprocessing bugs." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is not the same as the single-label zero-loss classification bug." + "reason": "Qwen3.5 num_labels propagation is unrelated to the single-label-classification zero-loss regression." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT adapter loading from local checkpoints and sinq quantized save/load breakage are different save/load mechanisms." + "reason": "GraniteSpeech PEFT local-checkpoint loading and sinq quantized save/load corruption are different persistence paths and failures." } ] }, @@ -5839,8 +5839,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -5928,7 +5928,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -6229,12 +6229,12 @@ "issue:44448|issue:44671", "issue:45987|issue:46932" ], - "prepared_review_unit_hash": "98eeae7dfff603f22719d20dd5515c670fa1e6a8061f90b389517952176ac5b0", + "prepared_review_unit_hash": "8efe1563bc2d11cdbbc4d3fcac61930771d9e150e894190e85dc883b52f4b666", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -6251,187 +6251,190 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of distinct Transformers bugs, many around loading/tokenizer/modeling regressions, but they do not collapse into a single underlying issue. The soft-linked pairs share broad theme similarity only, not the same concrete code path, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #45020 is the broadest and most central-sounding report in the set, covering recent-version regressions with remote_code models and overlapping with several other loading/config/tokenizer complaints. It is still not an exact duplicate of the others, but it is the best umbrella candidate among these issues.", + "summary": "Most pairs are clearly unrelated despite broad overlaps like tokenizer loading, remote_code, or dtype issues. The only strong duplicate-like pair is the XLMRoberta tokenizer loading failure, where one issue is a specific model symptom and the other describes the concrete constructor bug.", + "confidence": 0.62, + "canonical_issue_reason": "Issue #47020 is the most concrete root-cause report in the only accepted duplicate pair: it pinpoints the Unigram/vocab type mismatch, while #44991 is the downstream model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the most suitable representative because it describes a high-level regression category rather than a narrowly model-specific failure, making it the closest thing to a cluster anchor.", + "best_issue_reason": "Issue #47020 is the best representative because it describes the underlying failure mechanism directly and is likely reusable across affected XLMRoberta-based models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading failures, but one is a specific model load failure and the other is a constructor/API mismatch in XLMRobertaTokenizer; different root causes and code paths." + "reason": "Both are tokenizer-loading problems, but they affect different models and appear to have different failure modes/call paths." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "These are unrelated tokenizer bugs: one is an AddedToken keyword conflict, the other is a model/tokenizer load failure for a specific checkpoint." + "reason": "AddedToken keyword-argument error is unrelated to loading a specific tokenizer model." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "One is a sliding_window handling bug in Qwen3-MoE; the other is missing fields from trust_remote_code AutoConfig loading. Similar category, different defect." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to trust_remote_code AutoConfig field loss." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Different failure modes: one is an audio feature extraction issue, the other is an add-new-model-like/tokenizer-mapping problem." + "reason": "Feature-extraction fbank issue and TOKENIZER_MAPPING_NAMES add-new-model-like failure are different subsystems." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Both are CI/loading related, but one is BigBirdTokenizer special-token decoding and the other is BitNet packed-weight unpacking during accelerate loading; not the same bug." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated bugs." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video input position-id mismatch for Qwen2.5-VL is unrelated to the FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different problems." }, { "left": "issue:45072", "right": "issue:47050", "accept": false, - "reason": "Both mention dtype mismatches, but they occur in different models and code paths: SwitchTransformers/TimmWrapperModel versus Canine attention ONNX export." + "reason": "Both mention dtype mismatches, but they are different models, formats, and code paths." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Both involve model loading/version regressions, but one is a CUDA assert with auto device mapping and the other is tokenizer loading for a specific checkpoint." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map handling and Trainer.compute_loss signature mismatch are completely separate issues." + "reason": "ImageProcessor void segmentation maps and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "One is loading an image processor from URL; the other is a template compilation error. No shared root cause." + "reason": "Loading an AutoImageProcessor from URL is unrelated to a template compilation TypeError." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both concern loading behavior, but one is base_model_prefix handling in Transformers 5.0 and the other is inconsistent from_pretrained behavior inside Python classes." + "reason": "Both concern model loading semantics, but they describe different bugs and different failure mechanisms." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different model families and failures: wrong hidden_states output versus RTDetr feature-level mismatch." + "reason": "Output-field mismatch in VideoPrism and RTDetr feature-level indexing are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Both are image/LayoutLM-family bugs, but one is tokenizer NER/padding truncation crashes and the other is Perceiver resolution/interpolation failure." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Perceiver image resolution handling." }, { "left": "issue:46650", "right": "issue:47405", "accept": false, - "reason": "Both involve loading/conversion correctness, but one is save_pretrained key renaming corruption while the other is silent model_type mismatch during Auto class loading." + "reason": "save_pretrained key-renaming corruption is a different bug from wrong Auto-class loading causing silently random weights." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Gemma3n forward variable collision are unrelated model-specific bugs." + "reason": "Qwen3OmniMoe video input validation and Gemma3n variable collision are different code paths." }, { "left": "issue:44991", "right": "issue:47020", - "accept": false, - "reason": "Both are tokenizer loading issues, but one is a checkpoint-specific tokenizer breakage and the other is a constructor bug in XLMRobertaTokenizer." + "accept": true, + "reason": "These look like the same tokenizer-loading regression: #47020 states the concrete XLMRoberta/Unigram constructor bug, while #44991 is the model-specific symptom." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Special-token decoding in BigBirdTokenizer and DAC.from_latents STE mismatch are unrelated defects." + "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are different processor/import issues with no shared implementation bug." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated issues." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Offline HF_hub model_info calls and mistral_regex backend_tokenizer attribute access are different failures in different helper paths." + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; different failure modes." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both touch config loading, but one is missing fields under trust_remote_code and the other is strict config rejecting granite_speech; not the same bug." + "reason": "trust_remote_code missing fields and strict granite_speech config loading are not the same bug." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are unrelated architectural/configuration bugs." + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to Smollm3 RoPE-layer dropping." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache sequence length return type and VideoPrism hidden_states output mismatch are different API-contract issues." + "reason": "StaticCache.get_seq_length contract mismatch is unrelated to VideoPrism hidden_states output wiring." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable collision in forward is unrelated to static cache device tensor arithmetic under torch.compile." + "reason": "Gemma3n audio tensor naming collision is unrelated to static-cache sequence-length device-tensor behavior." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 documentation/model-processor mismatch and Kosmos2.5 long OCR index error are distinct issues in different examples/models." + "reason": "SigLIP2 doc-example errors and Kosmos2.5 long OCR index error are different models and failures." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both are broad v5/remote_code regressions, but one is specifically about removal of is_torch_fx_available and the other is a general remote_code breakage report; not the same concrete defect." + "reason": "Both mention remote_code breakage, but one is a specific v5 API removal while the other is a broader regression report; not clearly the same bug." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer problems." + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output differences and CamemBERT masked LM prediction errors are model-specific behavior regressions, not one bug." + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are unrelated." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache sequence length contract issue and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "StaticCache sequence-length contract issue and Gemma4 quantized embedder dtype casting are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pair (issue:44991, issue:47020) is plausibly the same tokenizer-loading regression, and the other soft-edge rejections do not overclaim equivalence from title-level evidence. No mergeability concerns apply here since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6443,8 +6446,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -6530,7 +6533,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -6730,8 +6733,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -6818,7 +6821,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -7027,8 +7030,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -7117,7 +7120,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -7332,8 +7335,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -7418,7 +7421,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -7615,8 +7618,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -7704,7 +7707,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -8001,12 +8004,12 @@ "issue:43653|issue:44361", "issue:44737|issue:45588" ], - "prepared_review_unit_hash": "c89520898d5d8ded27a3311c0765590f2e026b594ff11d3cff19f0ec61e2449c", + "prepared_review_unit_hash": "33cac56a4ba61df0dfc978f8962d3bbe8fb9eb16a20dce54690674ccb20f2709", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -8023,196 +8026,193 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated issues. The only duplicate-like pair is the v5 tied-weights regression on translation models; the rest differ by model, subsystem, or failure mode and should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 45005 is the broadest representative of the tied-weights v5 regression, and 44466 reads like a concrete device-dependent repro of that same problem.", + "summary": "This set is a heterogeneous mix of unrelated Transformers issues (loading, quantization, tokenizers, configs, multimodal, training, and warnings). None of the soft pairs look like true duplicates, so all candidate merges should be rejected. The broadest representative issue is the silent model_type mismatch / converted-checkpoint loading correctness bug (#47405).", + "confidence": 0.57, + "canonical_issue_reason": "#47405 is the broadest, most generally useful representative: it targets a core loading/correctness failure with wider impact than the more model-specific bugs, and it is still open with external references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45005 is the best overall issue candidate because it captures the underlying tied-weights regression more broadly than the specific lm_head.weight serialization symptom in 44466.", + "best_issue_reason": "#47405 is the best single issue to anchor the cluster because it is a high-impact, general model-loading correctness bug rather than a narrow model-specific regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both touch model internals for different families, but one is Smollm3 RoPE-layer selection and the other is Qwen2.5-VL temporal position scaling; different bugs." + "reason": "Both involve model-specific generation/rope behavior, but one is about missing RoPE layers in Smollm3 and the other is about Qwen2.5-VL still-image temporal position scaling; different models and different failure modes." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight-conversion/loading issue vs Smollm3 RoPE-layer dropping; unrelated code paths and symptoms." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping; they do not share the same code path or fix." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE configuration bug and Qwen3.5 kernel-registration crash are unrelated." + "reason": "Smollm3 RoPE layer selection and Qwen3.5 kernel registration failure are separate issues in different model families and subsystems." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different models and failures: Mistral-3 dtype mismatch in preprocessing vs DiffusionGemma pipeline generation breakage." + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to DiffusionGemmaGenerationOutput pipeline breakage; different models and different error mechanisms." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map forward mismatch and T5 decoder-input validation are not the same bug." + "reason": "Gemma4 device mismatch in forward is not the same as T5 decoder-input validation messaging; one is a runtime placement bug, the other an error-message issue." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but one is a uint8 finfo crash in Gemma4 audio modules and the other is a BitsAndBytesConfig exclusion regression; distinct fixes." + "reason": "Both are 4-bit/quantization related, but one is a uint8 torch.finfo crash in Gemma4 multimodal audio modules and the other is a BitsAndBytesConfig exclusion regression; distinct concrete bugs." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "Incorrect decoder-input validation/error message vs a synced_gpus warning in continuous batching; unrelated." + "reason": "Incorrect T5 validation error text and misleading synced_gpus warning are both messaging issues, but they concern different code paths and are not the same bug." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device placement bug vs T5 validation logic; no shared underlying defect." + "reason": "XLNet CPU placement regression in rotary positional encoding is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version bump problem and stale auto_mappings config references are unrelated maintenance issues." + "reason": "PEFT version pin mismatch and stale auto_mappings references are independent maintenance issues with different root causes." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is an isolated reproduction of an older issue; the other is an FA2 long-context performance regression. Not the same bug." + "reason": "An isolated reproduction of an old issue and a FA2 long-context performance regression are not the same underlying bug." }, { "left": "issue:43257", "right": "issue:47405", "accept": false, - "reason": "Qwen3 MoE weight conversion problem vs silent wrong-Auto-class conversion skip; different loading failures." + "reason": "Qwen3 MOE weights not converting under accelerate+deepspeed is a model-specific conversion bug, not the generic silent model_type mismatch loading bug." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training RuntimeError about weight dimensionality and Bart generate unbound decoder_attention_mask are unrelated." + "reason": "DeepSpeed weight shape error during training and Bart generate decoder_attention_mask UnboundLocalError are different failures in different execution paths." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they affect different model families and code paths; not one concrete bug." + "reason": "Blip2 dtype fields staying float32 and SwitchTransformers/TimmWrapper dtype mismatches are both dtype-related, but they are different models and code paths." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS addition vs leading-space round-trip stripping." + "reason": "DeBERTa add_special_tokens/BOS-EOS behavior and CodeLlama leading-space round-trip regression are tokenizer issues, but not the same tokenizer or same defect." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are separate config issues." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config-handling bugs." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input value error vs FA2 performance regression; unrelated." + "reason": "Video input processing error in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are model/tokenizer loading complaints, but the gguf_file breakage and sleng-bert loading failure have different causes." + "reason": "Both concern loading models/tokenizers, but gguf_file support breaking and cjvt/sleng-bert load failure are different concrete problems and not one fixable PR." }, { "left": "issue:43742", "right": "issue:47332", "accept": false, - "reason": "MobileLLM loading KeyError vs inability to save a disk-offloaded Qwen3-VL model; different subsystems." + "reason": "MobileLLM-125M key error on load and inability to save disk-offloaded Qwen3-VL are unrelated loading/offloading bugs." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import error and Trainer broadcast NoneType error are unrelated." + "reason": "Missing PyTorch ImportError and NoneType broadcast error in Trainer are completely different issues." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Tokenizer BPE-marker handling and an isolated reproduction of another issue are not the same underlying bug." + "reason": "Tokenizer BPE-marker handling and an isolated reproduction issue do not describe the same bug." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Same v5 tied-weights regression: 44466 is a concrete device-dependent serialization symptom, while 45005 describes the broader tied-weights problem on translation models." + "accept": false, + "reason": "Inconsistent tied-weight serialization and issues with tied weights on translation models are related only at a very broad theme; the concrete failure modes and scopes differ." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 load-time index error for Gemma3 and trainer.evaluate() failing after training are unrelated." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after trainer.train() are different workflows and failures." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder validation and Gemma4 4-bit multimodal dtype casting are different bugs." + "reason": "T5 decoder validation messaging and Gemma4 multimodal 4-bit dtype-cast breakage are unrelated." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading breakage and offline model_info() patching are separate from_pretrained issues with different causes." + "reason": "gguf_file loading breakage and offline mistral-regex patching are distinct loader problems with different causes." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both involve RoPE config handling, but one is persistence of rotary_pct on reload and the other is a TypeError in validation input handling." + "reason": "GPTNeoXConfig rotary_pct reload regression and rope-validation ignore_keys TypeError are separate config/validation bugs." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different vision-model output mismatches with different outputs being wrong; no shared code path." + "reason": "RTDetrV2 differing outputs in v5 and VideoPrism hidden_states misassignment are different model-output correctness bugs." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 tensor-parallel plan omission are unrelated distributed-training bugs." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 TP-plan omissions cause different failures in different models and infrastructure layers." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but one is special-token registration/empty decode and the other is an AttributeError in MLuke tasks." + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are unrelated tokenizer issues." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated." + "reason": "XLNet CPU arange regression and flash_attention s_aux=None crash are distinct runtime bugs in different modules." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The judgment is grounded in the packet: the one accepted pair, 44466/45005, is a plausible shared v5 tied-weights regression, and the rest of the pairwise rejections stay conservative by distinguishing model, subsystem, or failure mode. The overall summary does not overclaim beyond the available titles and pair signals." - }, - "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 }, @@ -8224,8 +8224,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -8311,7 +8311,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -8514,8 +8514,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -8605,7 +8605,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -8832,8 +8832,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -8921,7 +8921,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -9136,8 +9136,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -9223,7 +9223,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -9426,8 +9426,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -9516,7 +9516,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -9820,12 +9820,12 @@ "issue:43335|issue:43653", "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "61ab64d3629e490a05cb636fdd66f5ae76d50b8260770129a2f77bd433a2b96c", + "prepared_review_unit_hash": "59426a31a7109a08057147a3e82e4b03e87bef9e2d9fe47e4c09ef10c3a5269a", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -9842,180 +9842,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated transformer bugs/regressions across tokenization, multimodal chat templates, model loading, dtype/device handling, and architecture-specific failures. No soft pair looks like the same underlying fix, so all soft edges are rejected. There are no PRs in the set.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44521 is the strongest anchor: it is open, highly discussed, and has the most inbound references, making it the best representative user-facing bug report in this mixed set.", + "summary": "This is not a duplicate cluster; the listed soft pairs span unrelated bugs/regressions and should all be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits: the items are a heterogeneous mix of unrelated bugs across tokenization, multimodal chat templating, model loading, device/memory, and quantization.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best global issue candidate because it has the highest visible activity and references, and it describes a concrete, reproducible regression rather than an abstract compatibility note.", + "best_issue_reason": "No global best issue representative; any one issue would misrepresent the rest because there is no clear duplicate group here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templating, but one is about multimodal assistant masks and the other about tool-call messages with no content; different failure modes and fixes." + "reason": "Both involve apply_chat_template, but one is assistant_mask generation for multimodal inputs and the other is a tokenize=True crash on tool-call assistant messages; different failure modes." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import error for a missing VL class is unrelated to a detokenization regression in DeepSeek Coder." + "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to a detokenization bug in deepseek-coder." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16->FP32 dtype drift in eval is unrelated to Qwen3 MoE memory usage during training." + "reason": "BF16->FP32 embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory usage during training." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is a different bug from output embedding reinitialization when resizing embeddings." + "reason": "Tokenizer spacing after added tokens is unrelated to embeddings being reinitialized after resize when tie_word_embedding is False." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video output shape are distinct processor bugs." + "reason": "Audio chat-template sampling-rate defaulting and batched video output shape are different processor bugs." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL vision position IDs regression is unrelated to FP8 inference failure on B200." + "reason": "Qwen2.5-VL vision position IDs regression is unrelated to FP8 inference failure on B200 hardware." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "A decoding regression and a Python 3.13 flash_attn import error are unrelated." + "reason": "Incorrect detokenization and a flash_attn import KeyError are unrelated." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU device placement in XLNet positional encoding is not the same as the CohereASR double-shift training-loss bug." + "reason": "XLNet CPU arange/device bug is unrelated to CohereASR training-loss double-shift." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text-model structure inconsistency." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text model structural inconsistency." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization inconsistency and the other is LoRA merge collapse with extended vocabulary; not the same code path." + "reason": "Both mention tied weights, but one is inconsistent serialization of lm_head.weight and the other is collapse after LoRA merge with extended vocab; not the same concrete bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBird tokenizer special-token registration is unrelated to a GraniteSpeech CI device-override test issue." + "reason": "A tokenizer special-token registration bug is unrelated to a stale CI device override test." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "GGUF loading breakage is unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "gguf_file loading failures are unrelated to config.dtype being stale after from_config(dtype=...)." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save_pretrained/tokenization failures are distinct tokenizer issues." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both touch import_utils, but one is removal of an API breaking trust_remote_code models and the other is a missing availability helper; different fixes." + "reason": "Missing import-utils helpers are similar in theme but these are different symbols and different breakages, so not the same bug." }, { "left": "issue:43611", "right": "issue:47405", "accept": false, - "reason": "Base-model-prefix loading breakage is different from silent conversion skipping on wrong Auto class/model_type mismatch." + "reason": "base_model_prefix loading regression is unrelated to silent conversion skip when using the wrong Auto class." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Qwen video-input regression is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Video input regression for Qwen models is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaults and Qwen2.5-VL still-image position scaling are separate multimodal bugs." + "reason": "Gemma4 mm_token_type_ids defaulting is unrelated to Qwen2.5-VL still-image temporal position_id scaling." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "A config bug creating a sparse layer at zero layers is unrelated to a torch.compile/SDPA failure in Bamba-9B-v2." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are different model/config bugs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward/latents mismatch is unrelated to a stale CI device override test." + "reason": "DAC.from_latents mismatch with forward pass is unrelated to a GraniteSpeech CI test issue." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros is not the same as unsafe dtype casting in quantized multimodal embedders." + "reason": "Text-only mm_token_type_ids defaults and unsafe dtype casts in quantized multimodal embedders are different bugs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory reclamation are unrelated model behaviors." + "reason": "Perceiver non-default resolution failure is unrelated to RT-DETR memory not releasing on deletion." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are different hardware/runtime failures." + "reason": "Different GPU/runtime failures on different models and hardware; not the same underlying bug." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output resolution mismatch is unrelated to an AMP/CUDA loss crash." + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are unrelated vision-model issues." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Both involve Gemma4 multimodal dtype behavior, but one is token-type defaults and the other is quantized embedder casting; not the same bug." + "reason": "Gemma4 token-type defaults are unrelated to the quantized vision/audio embedder dtype-casting fix." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "A missing flash-attention helper import is not the same as generic Torch 2.10 incompatibility." + "reason": "A missing flash-attention import symbol is unrelated to broad Torch 2.10 incompatibility." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are different subsystems and bugs." + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer mask-token registration are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length calculation." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length calculation." } ] }, @@ -10115,12 +10115,12 @@ "issue:43819|issue:44493", "issue:45588|issue:45859" ], - "prepared_review_unit_hash": "7594aa04d362b8c01525d9e32c4fc5d8cf6ba37e3fde19985e4a0c4c1586f186", + "prepared_review_unit_hash": "aa43683601fd0a3c7d3a614289c45e73573421916d1f3782e4aafff78822d911", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -10137,168 +10137,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity bucket, not a duplicate set. The soft pairs span unrelated bugs across generation, model loading, config handling, cache behavior, docs, and CI, so none should be merged as the same underlying issue.", - "confidence": 0.19, - "canonical_issue_reason": "If one issue must anchor the cluster, issue 43335 is the best representative only because it is a concrete code bug with the broadest set of weak similarity links here; however, it is not actually a duplicate of the others.", + "summary": "This cluster is a loose similarity group of mostly unrelated Transformers issues. The soft pairs share broad keywords (flash attention, cache, chat templates, docs, model loading), but none look like the same underlying bug or a mergeable duplicate PR candidate.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43335 is the least-bad representative for triage, but the set is too heterogeneous for a true canonical issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Different problems: janus image generation test failure vs a stale paged-generate warning about num_return_sequences." + "reason": "Different bugs: janus image generation test failure vs a stale paged-generate warning about num_return_sequences." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different code paths: AMP/CUDA loss crash vs D-FINE not using auxiliary losses when denoising is off." + "reason": "Different model/code paths: LwDetrImageLoss AMP crash vs D-FINE missing auxiliary losses when denoising is off." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Both are runtime failures, but one is a PyTorch import error and the other is a MacOS bus error for a CLIP model." + "reason": "Both runtime/import failures, but one is missing PyTorch for AutoModel and the other is a MacOS bus error in CLIP loading." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Unrelated bugs: stale config dtype after from_config vs window_size raising AttributeError in TimesFM 2.5." + "reason": "Different APIs: stale dtype on from_config vs TimesFM window_size raising AttributeError." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different behavior and subsystem: unexpected zero probabilities in a model vs RT-DETR memory not being released on deletion." + "reason": "Unrelated issues: zero probabilities in siglip2 vs RT-DETR memory not being released after deletion." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different APIs and different stale references; not the same bug." + "reason": "Both docs-related, but they target different pages and different deprecated parameters; not the same issue." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different model/config issues: Qwen multimodal from_config unwrap problem vs CLIP class structure inconsistency." + "reason": "Different model-family structure bugs: composite Qwen multimodal text_config handling vs CLIP class layout inconsistency." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Both involve Switch/Beit config-loading bugs, but one creates sparse layers incorrectly and the other fails to load a pretrained preset due to a legacy field." + "reason": "Different models and failure modes: SwitchTransformers sparse-layer creation vs BEiT pretrained load preset legacy field." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures vs Trainer _gpu_broadcast_one TypeError are distinct failures in different paths." + "reason": "Both are test/runtime failures, but one is Flash Attention 2 tests and the other is trainer GPU broadcast on NoneType." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different regressions: LaserFeatureExtractor unsupported argument crash vs Whisper empty-transcription failure after token alignment." + "reason": "Different concrete bugs: unsupported center arg in feature extractor vs Whisper empty transcription after align_special_tokens." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both are CI/runtime failures, but one is a torch.compile SDPA issue and the other is a stale GraniteSpeech device override test." + "reason": "Different problems: Bamba torch.compile/SDPA failure vs a stale GraniteSpeech device override CI test." }, { "left": "issue:45923", "right": "issue:47405", "accept": false, - "reason": "Different classes of bug: missing gradient_checkpointing flag vs silent model_type mismatch during auto-class loading." + "reason": "One is a missing trust_remote_code flag, the other is silent model_type mismatch causing wrong auto-class loading." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different parser/processor bugs: Python 3.13 torch.jit import failure vs helper length-calculation behavior in qwen3_omni_moe." + "reason": "Different code paths: Python 3.13 torch.jit script parsing error vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Cache settings bug vs static-cache seq_length returning a device tensor; related theme only, not same issue." + "reason": "Both cache-related, but one is max_cache_length semantics and the other is device-tensor seq length breaking static-cache arithmetic." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both affect label handling, but one drops tuple elements in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + "reason": "Both involve labels, but one drops tuple label elements in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Different loading failures: missing chat template on a processor vs DiffusionGemma weights left on meta with device_map=auto." + "reason": "Completely different areas: missing chat template error vs DiffusionGemma weights stuck on meta with device_map=auto." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to a GraniteSpeech CI device-override test." + "reason": "Different models and symptoms: sparse layer creation in SwitchTransformers vs GraniteSpeech CI device override failure." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "SwitchTransformers config bug vs bark-small CPU offload device mismatch; same broad area, different root cause." + "reason": "Unrelated bugs: SwitchTransformers config logic vs bark-small CPU offload device mismatch." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different components: sparse layer creation in SwitchTransformers vs helper output-length behavior in qwen3_omni_moe." + "reason": "No shared underlying defect; one is sparse-layer creation, the other is a helper length calculation bug." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Different import errors: missing flash_attention_utils symbol vs cannot import HybridCache." + "reason": "Both are import errors, but they concern different missing symbols from different modules and code paths." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Different chat-template failures: tool-call assistant message crash vs continue_final_message bug for mistral_common tokenizers." + "reason": "Both touch chat templating, but one crashes on assistant tool calls with no content while the other is about continue_final_message for mistral_common." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Both affect model loading, but one is a local-path trailing-slash warning and the other is a unit-test model-loading failure for GLM-4.7-Flash." + "reason": "Different loading problems: trailing-slash local model import warning vs unit test failure loading GLM-4.7-Flash." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Completely different image/video processing bugs: CUDA OOM in Sam3Video vs over-padding in Swin2SR image processor." + "reason": "Different bug classes: CUDA OOM in Sam3Video vs Swin2SR image over-padding." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import-time issues on unusual platforms, but one is flash_attn on Python 3.13 and the other is Windows ROCm torch.distributed dependency handling." + "reason": "Both platform/import-related, but one is flash_attn on Python 3.13 and the other is Windows AMD ROCm torch.distributed dependency handling." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different numeric/model bugs: DAC latent reconstruction mismatch vs unexpected position-id keys across many models." + "reason": "Different inference/model-state issues: DAC latent mismatch vs unexpected position-id keys across many models." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Not the same bug: flash_attention integration crashes on s_aux=None, while Qwen3_5MoeTextRotaryEmbedding is incompatible with CPU offload." + "reason": "Both relate to flash attention or MoE-ish models, but they are different failures: s_aux=None crash vs CPU-offload rotary embedding incompatibility." } ] }, @@ -10317,8 +10317,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -10406,7 +10406,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -10624,8 +10624,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -10715,7 +10715,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -10924,8 +10924,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -11015,7 +11015,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -11236,8 +11236,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -11325,7 +11325,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -11534,8 +11534,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -11623,7 +11623,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -11832,8 +11832,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -11919,7 +11919,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -12116,8 +12116,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -12202,7 +12202,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -12393,8 +12393,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -12484,7 +12484,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -12705,8 +12705,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -12796,7 +12796,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -13017,8 +13017,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -13111,7 +13111,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -13439,12 +13439,12 @@ "issue:45588|issue:47000", "issue:43873|issue:47145" ], - "prepared_review_unit_hash": "71978428e799810ce435bb3fd8bd104b1694703f057f06e639733ba8c28cf08e", + "prepared_review_unit_hash": "b745b25717e9cd3843f693823cabe9f4bc1402f3ae2fa77ab4e5ac1f9bcbe0ec", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -13461,180 +13461,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the candidate pairs mostly share only broad themes like tokenizers, loading, or regressions, but not the same concrete bug. I found no pair with enough evidence to merge as duplicates.", + "summary": "These soft matches are mostly superficial: they share broad themes like tokenizers, multimodal configs, or model loading, but each pair points to a different concrete bug and code path. I would not merge any of them as duplicates.", "confidence": 0.93, - "canonical_issue_reason": "Issue 45216 is the clearest concrete regression report with a specific version boundary and a well-scoped model-saving failure, making it the best representative issue in this set.", + "canonical_issue_reason": "issue:47405 is the best single anchor in this set: it is a high-signal, broadly scoped regression about silent bad checkpoint loading, with multiple inbound references and a clear user impact. It is not a duplicate of the others, but it is the most representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the most actionable and specific of the reports; it has a precise regression claim and is easier to anchor than the broader or more ambiguous items.", + "best_issue_reason": "issue:47405 is the strongest overall issue candidate for triage because it describes a serious silent correctness failure, has broad applicability, and is well-documented. The others are narrower, model-specific regressions or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen model regressions, but one is a loading failure for Qwen3VL MoE and the other is an incorrect save_pretrained output for Qwen3.5; different code paths." + "reason": "Both involve Qwen/VL model loading or saving, but one is a dev-version loading breakage and the other is incorrect visual encoder keys during save_pretrained. Different bug mechanism." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (incorrect tokenization vs wrong IDs for Granite)." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (wrong tokenization vs AutoTokenizer choosing the wrong source)." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both concern config handling, but they are different models and different missing/defaulted fields; no same underlying bug is evident." + "reason": "Both are config initialization problems, but they concern different multimodal configs and different missing fields/defaults. Not the same underlying bug." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "One is a stale language backend in a specific tokenizer class, the other is a broad thread-safety regression in fast tokenizers; not the same issue." + "reason": "A stale phonemizer backend after language switching is unrelated to tokenizers thread safety. Different subsystem and failure mode." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "These are unrelated subsystems: a pipeline processor lookup bug versus a device-mapping mismatch in Gemma4 forward passes." + "reason": "One is pipeline processor selection, the other is a device mismatch in Gemma4 forward pass. No shared code path." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Different symptoms and code paths: partial-batch handling in a pipeline versus a memory overflow in a model invocation." + "reason": "Partial-batch handling in MaskGenerationPipeline is unrelated to a memory overflow in sam3-litetext." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both touch loading/saving dtype or regression behavior, but one is a BLIP2 dtype propagation issue and the other is a Qwen3.5 save_pretrained regression." + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are separate issues with different affected paths." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both mention tied weights or embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating Gemma4 internals." + "reason": "Both mention weight/embedding behavior, but one is serialization inconsistency and the other is resize_token_embeddings not updating derived embeddings. Different concrete bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "A Python version compatibility break and a dependency version bump are unrelated." + "reason": "Python version compatibility and a minimum dependency version bump are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Different bugs: optimizer argument handling versus a model config warning about tied embeddings." + "reason": "SGD argument handling and a tie_word_embeddings warning are unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration is unrelated to D-FINE auxiliary-loss handling." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss handling are completely different bugs." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading related, but one ignores tokenizer.json while the other crashes in a Mistral regex patch; different failures." + "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash. Different underlying failure." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode and RTDetr loss infeasibility are separate model/training bugs." + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost-matrix failures." }, { "left": "issue:47145", "right": "issue:47405", "accept": false, - "reason": "Both are silent corruption/loading issues, but one is FP8 weight_scale application and the other is wrong Auto class/model_type conversion skipping." + "reason": "Both are silent loading correctness regressions, but one is FP8 weight_scale application and the other is wrong Auto-class conversion skipping. Different code paths." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Same broad Qwen3.5 family, but one is a load-time model initialization failure and the other is incorrect save_pretrained key serialization." + "reason": "Both concern Qwen3.5/VL model handling, but one is a loading break and the other is incorrect saved visual encoder keys. Not the same bug." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No overlap beyond being user-reported failures; one is placeholder text, the other is an FP8 inference issue on B200." + "reason": "Placeholder issue title and FP8 inference failure are unrelated." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Different loading/saving corruption mechanisms; non-persistent buffers filled with junk is not the same as missing FP8 weight scaling." + "reason": "Non-persistent buffer junk and missing FP8 weight_scale are both corruption-like, but they affect different mechanisms and data flows." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific missing export cannot be merged with a broad report of many import errors without evidence they share the same root cause." + "reason": "Missing HybridCache export may be part of a larger import regression, but the second issue is a broad post-upgrade import break. Not enough evidence they are the same bug." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and different load failures; there is no indication they stem from the same bug." + "reason": "Different models and different load failures; only a generic 'model loading' theme overlaps." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 is unrelated to tensorboard/TensorFlow backend installation issues." + "reason": "Compiled flex_attention on newer torch and tensorboard/TensorFlow backend installation are unrelated." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Different components and failure modes: LlamaConfig validation versus a Qwen3.5 kernel registration error." + "reason": "Llama head_dim validation and a Qwen3.5 rotary registration crash are unrelated model-specific issues." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "A Qwen3-VL weight-shape mismatch is not the same as FP8 frozen checkpoints missing weight_scale application." + "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale omission are different checkpoint-loading problems." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Both concern config/dtype semantics, but one is head_dim validation and the other is stale model.config.dtype after from_config." + "reason": "Head_dim validation and stale config.dtype after from_config are separate configuration issues." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patching and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Both involve missing defaults in model behavior, but they affect different models and different inputs/loss logic." + "reason": "Load-balancing loss gating and mm_token_type_ids defaults are different model-specific logic bugs." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "An attention integration AttributeError and a cost-matrix infeasibility in RTDetrLoss are unrelated." + "reason": "Flash-attention sink handling and RTDetrLoss infeasible cost matrix are unrelated failures." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Quantized offloading behavior is not the same bug as FP8 compressed-tensors loading without applying weight_scale." + "reason": "Quantization/offloading behavior and FP8 weight_scale application are not the same code-path problem." } ] }, @@ -13653,8 +13653,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -13743,7 +13743,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -14042,12 +14042,12 @@ "issue:42915|issue:47312", "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "7ee6d2124596d96fe4f0e2b8016b64a68c040d20bfbdb34ae94ea17e0934851a", + "prepared_review_unit_hash": "6c4162b9b6f19e1c984b0b9cdd8e7d1a4fa9acedc982aa5f3edb53a9faaf653e", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -14064,168 +14064,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of mostly unrelated Transformers issues spanning Qwen, tokenizers, model loading, kernels, security, CI, and docs. None of the soft pairs look like the same underlying bug or change, so there is no credible duplicate canonical here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issue reports were grouped together by loose similarity. There is a small Qwen/kernels/model-loading subtheme, but none of the soft pairs look like the same underlying bug, and there are no PRs in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "If forced to pick a representative, issue:46399 is the most concrete and actionable bug report in the small kernels-related subtheme (Qwen3.5 + use_kernels registration crash). It is still not a true cluster-wide canonical, because the rest of the items are largely unrelated.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue:46399 is the best single representative because it has a clear, reproducible code-path failure and is closer than the others to the few Qwen/kernels-adjacent reports. It is the least generic and most technically specific item here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Different Qwen runtime problems: chat/template crash vs offloading save failure; no shared code path." + "reason": "Different failures: chat/template crash vs offloaded-model save failure." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Unrelated doc/report formatting vs a docstring typo; not the same bug." + "reason": "One is an ANSI formatting issue; the other is a docstring problem." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness and unrecognized-model config errors are different failure modes." + "reason": "Import slowness and unrecognized-model config are unrelated." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression vs ESM2 model breakage; different subsystems." + "reason": "Tokenizer loading regression vs ESM2 model breakage; different code paths." }, { "left": "issue:42617", "right": "issue:43976", "accept": false, - "reason": "A script/runtime failure and a Python-version compatibility issue are not the same underlying problem." + "reason": "3d_parallel.py runtime failure is unrelated to the Python-version compatibility report." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch vs Gemma-4 ZeRO/from_pretrained failure; different paths." + "reason": "Tokenizer config mismatch and gemma-4 zero3 issues are distinct bugs." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Distinct security issues: shell-substitution allowlist bypass vs archive path traversal/RCE." + "reason": "Both are security issues, but one is shell-operator bypass and the other is archive slip RCE." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both involve kernels, but one is an import-time dependency/version constraint and the other is a missing registration decorator in Qwen3.5." + "reason": "Both mention kernels, but they are different failures in different entry points." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both mention Qwen and positions, but one is a feature-extract length helper and the other is variable-length position_ids handling." + "reason": "Both are Qwen3-related, but one is a helper-length bug and the other is variable-length position_ids behavior." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding bug vs missing-vision-backend processor error; not the same bug." + "reason": "SmolVLM padding calculation and missing vision backend are separate processor issues." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Different Qwen3.5 failures: kernel registration vs variable-length input handling." + "reason": "Kernels registration crash is not the same bug as variable-length position_ids handling." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen MoE regressions, but one is LoRA compatibility across hf4.x/hf5.x and the other is model loading on transformers v5; too different to merge." + "reason": "Different model families and different loading/version breakages." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to VL image-placeholder parsing." + "reason": "Unsafe sys.modules access is unrelated to image-placeholder-in-user-text failures." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Different inference bugs: dtype mismatch vs incorrect output field assignment." + "reason": "Different models and different symptoms: dtype mismatch vs output-field misassignment." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEIT label reduction logic and sys.modules access are unrelated." + "reason": "Image processor label reduction bug is unrelated to sys.modules access." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input error vs empty-list chat template crash; different code paths." + "reason": "Video-input ValueError and empty-list chat-template crash are different bugs." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Buffer access for position_ids vs Gemma-4 ZeRO loading; not the same underlying issue." + "reason": "Position_ids buffer access and zero3 from_pretrained are not the same issue." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring future-annotations crash is unrelated to Qwen kernel registration." + "reason": "Auto-docstring crash with future annotations is unrelated to kernels registration." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-time performance regression and eos_token_id config inconsistency are unrelated." + "reason": "Import performance and eos_token_id mismatch are unrelated." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention sink handling vs variable-length position_ids; different failures." + "reason": "Flash-attention s_aux handling and position_ids variable-length behavior are different code paths." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules access and TimesFM window_size errors are unrelated." + "reason": "Sys.modules safety bug and TimesFM window_size attribute error are unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A test-file race and a stale warning in generate() are different issues." + "reason": "xdist race on captured_info.txt is unrelated to a stale generation warning." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "ANSI output formatting bug vs cache-length logic bug; no shared code path." + "reason": "ANSI output formatting and cache max length semantics are different concerns." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure and CPU-vs-CUDA divergence are distinct model/runtime problems." + "reason": "torch.compile/SDPA failure and CPU/CUDA result divergence are distinct issues." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Phonemizer backend caching and from_pretrained-in-class behavior are different issues." + "reason": "Stale phonemizer backend state and inconsistent from_pretrained behavior are not the same bug." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import error is unrelated to BertModel ZeRO init indexing." + "reason": "ImportError for Qwen2_5_VLImageProcessor is unrelated to Deepspeed zero3 BertModel indexing." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and different failure mechanisms." }, { "left": "issue:42915", @@ -14237,7 +14243,7 @@ "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern missing losses, but they affect different models and mechanisms, so they are not the same bug." + "reason": "Load-balancing loss and D-FINE auxiliary-loss behavior are model-specific and not the same bug." } ] }, @@ -14340,12 +14346,12 @@ "issue:44038|issue:46506", "issue:44623|issue:46726" ], - "prepared_review_unit_hash": "876797a17597f25408310bcbf1dd637103861bcedc21e2d8fc352ff035f39cfd", + "prepared_review_unit_hash": "1032b772b4a6db4770990958dead96df807cafaf1e375414fe4ef07eb3e0d7af", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -14362,186 +14368,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A heterogeneous cluster of Transformers bug reports: mostly model-specific regressions around v5/v5.3, multimodal processors/configs, DeepSpeed, imports, and tokenizer behavior. The items share broad theme overlap but do not look like true duplicates of one underlying bug.", - "confidence": 0.22, - "canonical_issue_reason": "Issue 44479 is the broadest, most representative regression report in the set: it describes a v5.3.0 video-input regression affecting multiple related Qwen VL model variants, which is closer to the center of the cluster than the narrower single-model or unrelated infrastructure bugs.", + "summary": "This cluster is noisy: most items are distinct regressions/import/config issues that only share broad model/version surface area. I found no soft-edge pair that is clearly the same underlying bug or change. The best anchor issue is the broad v5.3.0 video-input regression affecting multiple Qwen VL variants.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44479 is the strongest cluster anchor because it describes a concrete, versioned regression with multiple affected model families and a shared video-input failure mode, which is more representative than the narrower import/config/tokenization issues around it.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best overall representative because it is a concrete, user-facing regression with multiple affected models and a clear version boundary, making it a stronger triage anchor than the many narrower or unrelated reports.", + "best_issue_reason": "issue:44479 is the best standalone issue for triage: it is broad, specific, and clearly states the affected surface and regression scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output changes and embedding-resize wiring are different code paths and different failure modes." + "reason": "Both are v5-era regressions, but one is a DeepSeek tokenizer behavior change and the other is resize_token_embeddings not updating output embeddings; different code paths and symptoms." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Both mention pipelines/features, but one is about processor selection and the other is a feature-extraction bug." + "reason": "One is a video-classification pipeline choosing image processors; the other is an audio feature extraction problem. Same general pipeline area only, not the same bug." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related regressions, but they affect different model families and the reported defects are different." + "reason": "Both involve video processing, but the affected models and failure modes differ: Qwen VL video-input regression versus SmolVLM padding calculation error." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "AutoProcessor backend detection and VL image-placeholder handling are distinct problems." + "reason": "AutoProcessor backend-missing import/recognition behavior is unrelated to VL models failing when image placeholders appear in user text." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for pipeline arguments is unrelated to unsafe sys.modules access." + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque crash." + "reason": "Both mention distributed training, but one is Qwen3 MOE weight conversion under accelerate+deepspeed and the other is a ZeRO3 deque IndexError; not the same defect." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both touch composite Qwen configs, but one is strict-schema field loss and the other is from_config unwrapping behavior." + "reason": "Both touch Qwen multimodal config handling, but one is a missing vision config field dropped by strict serialization and the other is AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: Qwen2.5 VL image processor vs HybridCache." + "reason": "These are separate import errors for different symbols: Qwen2_5_VLImageProcessor versus HybridCache." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different packages and causes: Transformers export vs huggingface_hub import." + "reason": "Different missing imports from different modules; no shared code-path bug is evident." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface registration are unrelated." + "reason": "Offline cache loading for tokenizers is unrelated to AttentionInterface.register changing callable behavior." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize behavior is not the same bug as tokenization changes across versions." + "reason": "resize_token_embeddings/output embedding behavior is unrelated to tokenization differences across versions." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to token embedding resizing." + "reason": "Custom processor.tokenizer/image-passing regression is different from output_embeddings not tracking resized embeddings." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access and a filtering slowdown are unrelated." + "reason": "Position_ids buffer access error is unrelated to slower filtering after upgrading transformers." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 runtime failure and removed auto-mapping config references are different issues." + "reason": "ZeRO3 deque failure and removed Sam3LiteText config references are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model explicitly not supporting Flash Attention 2.0 is not the same as the generic Flash Attention issue." + "reason": "One is a model-specific unsupported Flash Attention 2.0 error; the other is just the generic Flash Attention 2.0 topic without the same concrete failure." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization of tied weights and t5gemma embedding resize behavior are different bugs." + "reason": "Both involve embedding/weight plumbing, but one is tied-weight serialization and the other is resize_token_embeddings not affecting decoder.embed_tokens." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 multimodal token-type defaults are unrelated." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are different model-specific issues." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and empty-list chat-template IndexError are unrelated." + "reason": "Loading a specific model from the hub and apply_chat_template on an empty list are unrelated failures." }, { "left": "issue:46170", "right": "issue:47321", "accept": false, - "reason": "Windows ROCm import/dependency failure and AMD quark-class update are different concerns." + "reason": "Windows/ROCm torch.distributed import issues are unrelated to an AMD quark class update problem." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Moe cache crash on second forward pass is unrelated to Gemma 4 token-type IDs." + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma 4 text-only fine-tuning defaults." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warnings and patchtsmixer post_init policy are different code paths." + "reason": "A tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init being disallowed." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config strictness, but they are distinct models and opposite schema problems." + "reason": "Strict config loading for granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are separate config compatibility bugs." }, { - "left": "issue:45459", - "right": "issue:46132", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Tokenizer error masking from protobuf handling is unrelated to AttentionInterface registration." + "reason": "Both are SAM3-related, but one is a missing output attribute and the other is a memory overflow; different underlying problems." }, { - "left": "issue:45561", - "right": "issue:45003", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "A pytest-xdist temp-file race is unrelated to sys.modules access in modeling_utils." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the pytest-xdist captured_info.txt race." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a specific model failing and protobuf-related tokenizer error masking are different root causes." + "reason": "Loading a specific model failing in v5.1.0 is unrelated to protobuf exception masking tokenizer errors." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression and Windows ROCm import failure are unrelated." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "Second-forward cache crash and flash_attention s_aux handling are different runtime bugs." + "reason": "Video regression in Qwen VL models is unrelated to Windows ROCm import/type errors." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe regression and CPU/CUDA output divergence are not the same issue." + "reason": "Qwen3-VL-Moe bug in transformers 5.0 is unrelated to CPU/CUDA result differences in PPDocLayoutV3." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing save_pretrained files and backend-missing image processor warnings affect different phases of processor handling." + "reason": "Missing files from processor.save_pretrained and unrecognized image processor when a vision backend is absent are different processor lifecycle bugs." } ] }, @@ -14560,8 +14560,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -14647,7 +14647,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -14929,12 +14929,12 @@ "issue:36010|issue:41628", "issue:44661|issue:47059" ], - "prepared_review_unit_hash": "f5f18bc565a52db4079178c1005c133bbac08f0ef0cf12d10bc2b691b2cd48bf", + "prepared_review_unit_hash": "0857abe9d79af1432ef1b427f0595ae87d11d5d1e041824ed940eed91f29aa29", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -14951,186 +14951,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports and regressions. The clearest duplicate-looking item is the Qwen3.5 MoE `from_pretrained` error pair, with 45310 as the better canonical issue and 45478 as a later near-duplicate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45310 is the earliest and cleanest representative of the near-identical Qwen3.5 MoE `from_pretrained` failure; issue:45478 repeats the same title/symptom later.", + "summary": "These items are mostly distinct Transformers issues covering unrelated import errors, model-specific regressions, tokenizer/processor bugs, and generation/performance problems. I would not merge any of the soft-edge pairs; they do not appear to be the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the most umbrella-like report in the set: a broad Transformers 5.0.0 regression around custom model initialization. It best serves as the representative issue for the general v5-breaking-change theme, even though most other items are narrower and unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest global representative here because it has a clear concrete regression, a close duplicate, and is more coherent than the many unrelated issues in the cluster.", + "best_issue_reason": "issue:43646 is the best global representative because it is broad, clearly framed, and plausibly overlaps with multiple v5 regression reports without being tied to one model family or one local code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Different bugs: one is attention-kernel divergence under `torch.compile`, the other is cache lazy-init causing recompilation in chunked prefill." + "reason": "Both are generation/compile-adjacent, but one is an attention-kernel branching bug and the other is cache lazy-init causing recompilation; different defects and fix paths." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Unrelated symptoms: checkpoint key mismatch vs a preprocessing slowdown after upgrading Transformers." + "reason": "Checkpoint resume key mismatch and a data filtering slowdown are unrelated symptoms with no shared code path." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "One is a performance regression; the other is a deepspeed optimizer step-counting bug." + "reason": "One reports a performance regression after upgrade; the other says optimizer.step is called twice under DeepSpeed. Same broad area, different bug." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save-related, but they affect different APIs and failures: tokenizer config mismatch vs processor files missing." + "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files; not the same concrete issue." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Different models and failure modes: SAM3 decoder placeholder Conv2d vs MaskGenerationPipeline dropping a final partial batch." + "reason": "SAM3 pixel decoder dummy layer and mask generation last-batch dropping are entirely different model/pipeline bugs." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Broad v5 custom init breakage is not the same as the ESM2-specific breakage described in 44162." + "reason": "A broad v5 custom-init regression and an ESM2-specific breakage are not the same underlying defect." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different code paths and attributes: SAM3 vision encoder output missing a field vs TimesFM `window_size` attribute access." + "reason": "Missing Sam3 vision-encoder attribute and a TimesFM window_size AttributeError are unrelated model-specific issues." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 missing `fpn_position_embeddings` is unrelated to `trust_remote_code=True` dropping fields in `AutoConfig`." + "reason": "One is a missing attribute on a vision encoder output; the other is missing fields in AutoConfig with trust_remote_code. Similar symptom class, different code paths." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Different APIs and root causes: processor serialization vs deepspeed optimizer behavior." + "reason": "Processor save_pretrained output files and DeepSpeed double optimizer stepping are unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different subsystems and bugs: Phi-4 multimodal loading vs DeepSpeed ZeRO3 deque underflow." + "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque underflow do not share a bug source." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Docs-example errors are not the same as missing-vision-backend handling in AutoProcessor." + "reason": "Documentation example errors versus AutoProcessor backend-missing behavior are different problems." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration failure." + "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 kernel-registration crash are unrelated." }, { "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." + "reason": "A wrong docstring for position_ids is not the same as a runtime variable-length position_ids bug." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect validation error text in T5 is unrelated to docstring lint output being printed at import time." + "reason": "Incorrect T5 validation error messaging and auto_docstring printing diagnostics at import time are unrelated." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch import error and a loading hang are different failure modes." + "reason": "PyTorch missing ImportError and Sentence Transformers loading hangs are different failure modes." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma EOS config mismatch does not match the behavior change in `AttentionInterface.register`." + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and mistral_common final-message handling are separate code paths." + "reason": "AutoTokenizer loading issues in v5 and mistral_common continue_final_message handling are different tokenizer bugs." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "A pytest-xdist file race is unrelated to VL models failing on image placeholders in user text." + "reason": "A pytest-xdist race in testing utils and VL model image-placeholder handling are unrelated." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "`Bug report` is too generic to be a duplicate of a specific Zero3 `from_pretrained` issue." + "reason": "Generic bug report versus gemma-4 zero3 from_pretrained failure; no evidence of same defect." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Both mention generation-related behavior, but one is about compiled attention divergence and the other about Qwen3.5 variable-length `position_ids`." + "reason": "Attention-kernel branching on torch.compile and Qwen3.5 variable-length position_ids are different generation/attention problems." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are different tokenization/decoding bugs." + "reason": "Whisper trailing replacement-character crash and Kimi tokenizer regression are separate tokenizer/decoding issues." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Doc-lint stdout noise is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "Import-time docstring diagnostics and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading problems are not the same as processor save-pretrained file omissions." + "reason": "Qwen3-VL-Moe compatibility and processor.save_pretrained missing files are different issues." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both concern generation internals, but one is a sync-gpus kwargs update bug and the other is a missing cache in chunked prefill." + "reason": "Both are generation-internal v5 reports, but one is sync_gpus/update_model_kwargs and the other is chunked_prefill cache initialization; not the same code-path bug." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "These are related in model family, but one is a missing config field silently dropped and the other is a broader `from_pretrained` error report." + "reason": "The config field silently dropped by @strict may explain a model issue, but the titles do not identify the same concrete failure as the later from_pretrained error." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Different import failures: missing `AutoImageProcessor` export vs a non-existent import from `image_utils`." + "reason": "Missing AutoImageProcessor export and a nonexistent image_utils import are related by theme only, not the same bug." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "A Qwen3.5 MoE loading error is not the same as a missing `deepstack_visual_indexes` config field." + "reason": "Both mention Qwen3.5 MoE, but one is a generic from_pretrained error and the other is a missing config field being dropped; insufficient evidence of identical root cause." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and modules (`GenerationMixin` vs `AutoImageProcessor`)." + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are unrelated import errors." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Model-mapping code failure and CLI completion breakage in huggingface_hub are unrelated." + "reason": "A model-addition mapping bug and a huggingface_hub CLI completion attribute error are different subsystems and failure modes." } ] }, @@ -15234,12 +15234,12 @@ "issue:42673|issue:43704", "issue:44186|issue:47085" ], - "prepared_review_unit_hash": "40f2a97d79900cf27b0aec6a94a951f894a5c359474de963ade6b2d2db0fbd65", + "prepared_review_unit_hash": "e780b27ce95452cdced56e5aa422b17a84ca8459690407d295c3e1f4880712a8", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -15256,201 +15256,201 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated issues. Only one soft pair looks like the same underlying bug: the duplicated Qwen3ForCausalLM VRAM leak report. The rest are too semantically different to merge as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42673 is the earlier, more detailed report of the same Qwen3ForCausalLM VRAM leak seen again in issue:43704, so it is the better canonical issue.", + "summary": "The only clear duplicate in this cluster is the Qwen3ForCausalLM VRAM leak report pair. Most other soft matches are broad subsystem similarities, not the same concrete bug; the Qwen MoE loading reports are related but too different to merge confidently.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, better-discussed report of the exact Qwen3ForCausalLM VRAM leak and already has the matching duplicate issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best global issue candidate because it is the clearest true duplicate pair in the cluster and represents a concrete, repeated bug report.", + "best_issue_reason": "issue:42673 is the strongest global issue candidate: it is a clear, specific bug report with an exact duplicate and enough discussion to serve as the representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Both involve model/runtime behavior, but one is quantization offloading and the other is pipeline-parallel output correctness; different bugs and code paths." + "reason": "Both mention generation problems, but the reported failures are different: offloading/quantization versus pipeline parallelism." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings and old InternVL2 meta-init incompatibility are unrelated failures." + "reason": "TF32 settings and old InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex loading crash vs auto_docstring future-annotations crash; different subsystems and root causes." + "reason": "Different crash sites: Mistral tokenizer regex handling versus auto_docstring annotation parsing." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in evaluate and a DeepSpeed ZeRO3 deque IndexError are not the same issue." + "reason": "Embedding dtype drift and a DeepSpeed ZeRO3 deque underflow are unrelated bugs." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip failure; not the same bug." + "reason": "Both involve Gemma, but one is a processor attribute crash and the other is a tokenizer roundtrip issue." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "A CUDA float16 loss crash is unrelated to auto_docstring printing diagnostics at import time." + "reason": "AMP loss crash and import-time docstring logging are unrelated." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Gemma tokenizer roundtrip failure and DiffusionGemma image-text pipeline failure are different concrete problems." + "reason": "Both touch Gemma pipelines, but they describe different failing paths and symptoms." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and auto_docstring stdout logging are unrelated." + "reason": "D-FINE auxiliary-loss behavior and docstring diagnostics are unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to a janus test failure." + "reason": "Generation kwargs sync logic and a janus image-generation test failure are different problems." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen/MoE-related, but they describe different model variants and different from_pretrained failures." + "reason": "These are related Qwen MoE loading failures, but one is Qwen3-VL-Moe on Transformers 5.0 and the other is Qwen3.5 MoE on transformers>=5.4.0; not enough evidence they are the same bug." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Two separate import errors for different symbols; no shared underlying bug." + "reason": "Both are import errors, but for different missing symbols and likely different regressions." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow in an extra dependency install and a nonexistent image_utils import are different packaging/API issues." + "reason": "Backend packaging and a missing image_utils import are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained failure are not the same code-path problem." + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE loading error are different concrete bugs." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output correctness and Qwen3_5 image-specific infinite loop are unrelated." + "reason": "Pipeline parallelism output corruption and a specific-image infinite loop are different failures." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "A pytest-xdist file race and a huggingface_hub CLI compatibility error are unrelated." + "reason": "A pytest-xdist race and a huggingface_hub CLI compatibility break are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training and a DeepSpeed Adafactor OOM are different failures." + "reason": "MLflow reporting after failed training and an OOM in deepspeed/adafactor are different issues." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "A version bump complaint for PEFT and auto_docstring stdout diagnostics are unrelated." + "reason": "A PEFT version pin bump and import-time diagnostics are unrelated." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent-state reset logic and a DeepSpeed host-sync warning are different bugs." + "reason": "Qwen3_5 cache-reset behavior and a host-synchronization loss issue are different code paths." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces semantics and the other is add_special_tokens BOS/EOS behavior." + "reason": "Both are tokenizer regressions, but they affect different tokenization behaviors." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is accuracy and the other is save_pretrained serialization; not mergeable as one fix." + "reason": "Both involve FP8, but one is an accuracy issue and the other is MoE save_pretrained behavior." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Separate import errors for sentence-transformers and Qwen2.5-VL symbols." + "reason": "Different import failures for different missing symbols." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Dependency backend packaging and leftover dummy class cleanup are different maintenance tasks." + "reason": "Backend packaging and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and an image_utils import regression are unrelated." + "reason": "Python version compatibility and a missing import are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config issue and xdist race condition are not the same bug." + "reason": "Unrecognized model config loading and a test-file race are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "SentenceTransformers loading hang and embedding reinitialization during resize are different model-init problems." + "reason": "Sentence-Transformers loading hangs and embedding reinitialization are different bugs." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer add_special_tokens behavior and tokenizer thread-safety are distinct issues." + "reason": "Tokenizer special-token regression and tokenizer thread-safety are different bugs." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline-mode mistral regex patching and tokenizer thread-safety are different root causes." + "reason": "Offline Mistral regex patching and tokenizer thread-safety are unrelated." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one concerns cleanup space behavior and the other wrong token IDs for Granite models." + "reason": "Both are tokenizer regressions, but they affect different operations and model families." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title, same Qwen3ForCausalLM VRAM leak symptom, and clearly the same underlying bug reported twice." + "reason": "Exact same Qwen3ForCausalLM VRAM leak report, with 42673 as the earlier and more discussed instance." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation is unrelated to tokenizers thread-safety." + "reason": "LayoutLMv2Tokenizer crash and tokenizer thread-safety are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:42673 and issue:43704 are the only clearly duplicated reports, and the rest of the soft pairs are rejected conservatively with reasons that do not overstate the evidence. No pull-request pairing concerns apply here." + "accept": false, + "feedback": "The canonical issue choice for issue:42673 / issue:43704 is well grounded: the titles are identical and 42673 is earlier with more discussion. However, the soft-edge verdict on issue:44038 vs issue:45310 is too strong for the packet. The titles point to related Qwen MoE model-loading failures, but they are not clearly the same bug: one is Qwen3-VL-Moe on Transformers 5.0 and the other is Qwen3.5 MoE from_pretrained on transformers>=5.4.0. That looks similar, but not enough to confidently accept as duplicate/same issue from the provided evidence. The other rejections are conservative enough." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15463,8 +15463,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -15551,7 +15551,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -15846,12 +15846,12 @@ "issue:44190|issue:46082", "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "253db94a4441074f64da4fa1138731e4e33a7d4d6781ddd03610623bc50f554f", + "prepared_review_unit_hash": "7487eefe51f7b48a554cf9899631dec28f8fcfb8be47754a18ea6a6771947b0f", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -15868,192 +15868,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and heterogeneous: the issues share superficial keywords like loading/import/save_pretrained/tokenization, but they point to distinct bugs, models, and code paths. I do not see a safe canonical issue or PR in this set.", - "confidence": 0.93, + "summary": "This cluster is heterogeneous: mostly unrelated Transformers v5 regressions around loading, saving, config validation, and model-specific behavior. None of the soft pairs look like the same underlying bug or change, and there are no PRs here.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43723 is the broadest representative of the loading-regression theme, but the cluster is too mixed for a true dedup canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 vs missing chat template; unrelated failure modes and code paths." + "reason": "FP8/B200 inference failure vs processor chat-template absence; different code paths and symptoms." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different problems: Pegasus output regression vs AttentionInterface.register behavior change." + "reason": "Pegasus output drift vs AttentionInterface.register behavior change; not the same bug." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to deepspeed optimizer stepping twice." + "reason": "tokenizer_class metadata mismatch vs DeepSpeed optimizer stepping twice; unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is not the same as processor.save_pretrained missing files." + "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files; different failures." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4MultimodalConfig init bug and non-persistent buffer junk are different bugs in different components." + "reason": "multimodal config defaults vs junk non-persistent buffers; distinct issues." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention saving, but one is FP8 moe serialization and the other is processor file output." + "reason": "FP8 moe save_pretrained bug vs processor save_pretrained file omission; not duplicates." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category limit runtime error is unrelated to AttentionInterface.register semantics." + "reason": "category-count runtime limit vs AttentionInterface.register semantics; unrelated." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both are import-related, but they concern different modules and different root causes." + "reason": "missing image_utils import vs leftover dummy classes leaking into dir(transformers); different fixes." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring for position_ids is not the GLM-5 RoPE implementation bug." + "reason": "docstring error for position_ids vs GLM-5 RoPE implementation bug; not the same underlying problem." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained mismatch and Qwen3.5 MoE from_pretrained error are distinct issues." + "reason": "tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; different models and failures." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization differences across versions are unrelated to FP8 inference on B200." + "reason": "tokenization output change across versions vs FP8 inference failure on B200; unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 is not the same as Qwen3.5 flash-attention generation failure." + "reason": "AutoTokenizer loading issue vs Qwen3.5 flash-attention generation issue; separate problems." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and dependency paths." + "reason": "different missing-import symbols from different packages; both are import errors but not the same bug." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "Sync-gpus generation bug and misleading warning text are related only broadly, not the same concrete bug." + "reason": "generation kwargs update after sync_gpus vs warning-message wording; distinct issues." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Legacy field loading in Beit is unrelated to the hub CLI completion attribute regression." + "reason": "BEiT legacy-field loading bug vs CLI test failure on HFCliTyperGroup; unrelated." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to Gemma4 dtype casting in quantized embedders." + "reason": "stale phonemizer backend state vs Gemma4 quantized-embedder dtype casting; different subsystems." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking regression and LlamaConfig head_dim validation are different problems." + "reason": "PretrainedConfig type checking breakage vs LlamaConfig head_dim validation; not the same bug." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs handling and Kosmos2.5 OCR index error are unrelated." + "reason": "generation bookkeeping after sync_gpus vs Kosmos2.5 OCR index error; unrelated." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one are different model/runtime bugs." + "reason": "missing SAM3 vision encoder attribute vs MoonshineStreaming window off-by-one; different code paths." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained moe bug is unrelated to the 50GB max_shard_size question." + "reason": "FP8 model save bug vs save_pretrained shard-size default question; not duplicates." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stall and SigLIP zero probabilities are unrelated model-specific issues." + "reason": "Sentence Transformers loading stall vs zero probabilities for siglip2-base; unrelated model issues." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids after buffer registration is not the same as missing processor save files." + "reason": "position_ids buffer access error vs processor save_pretrained missing files; different failure modes." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer lacking ReLU and Minimax MSA numerical differences are different implementation issues." + "reason": "DSA indexer ReLU concern vs Minimax attention numerical differences; not the same defect." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to InternVL2 meta-init incompatibility." + "reason": "torch.split return-value issue vs remote-code meta-init incompatibility; unrelated." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans top_k bounds error and hub CLI completion error are unrelated." + "reason": "decode_spans top_k bounds error vs CLI completion attribute regression; different areas." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "SAM3-LiteText memory overflow is not the broken DIA documentation example." + "reason": "SAM3 litetext memory overflow vs broken DIA documentation example; unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation sync_gpus handling and cache max_cache_length behavior are different bugs." + "reason": "generation sync_gpus bookkeeping vs cache max_length behavior; not the same bug." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and a docstring fix for position_ids do not match." + "reason": "torch.split/indexer issue vs wrong position_ids docstring; one is runtime behavior, the other documentation." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading script issue is unrelated to LlamaConfig head_dim validation." + "reason": "local dataset loading script failure vs LlamaConfig head_dim rejection; unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load around quantization, but they are different models and failure modes, so not a duplicate pair." + "reason": "saving dequantized Ministrals/Devstrals vs sinq quantized save/load corruption; different serialization bugs." } ] }, @@ -16072,8 +16072,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -16163,7 +16163,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -16384,8 +16384,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -16477,7 +16477,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -16790,12 +16790,12 @@ "issue:45083|issue:45446", "issue:44610|issue:46909" ], - "prepared_review_unit_hash": "f47be8e0d08d5e6c12d17001569c2077fea3066366996660801c474fcaaf48a8", + "prepared_review_unit_hash": "675ed2c65e8c0de25781bb8e2186be46d586889c781c6003a51f6ac5ec886c01", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -16812,162 +16812,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most soft-similarity pairs are not true duplicates and only share broad subsystem or regression themes. The closest-to-related items are the import/version-regression reports, but even those point to different missing symbols or different failure modes.", - "confidence": 0.2, - "canonical_issue_reason": "issue:45278 is the broadest representative of the import/regression subset in this set, but there is no strong single canonical duplicate because the cluster spans many unrelated bugs.", + "summary": "This cluster is a loose collection of unrelated issues rather than a duplicate set. None of the soft pairs look like the same underlying bug or change, and there are no PRs to consolidate.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general and representative issue here; it best matches the recurring pattern of post-upgrade import breakages, while the rest are narrower or unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Different problems: missing transformers.onnx module vs LayoutLMv3 box-content validation/error messaging." + "reason": "Different failures: missing transformers.onnx import vs a LayoutLMv3 box-validation error." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Both mention environment/loading issues, but one is about missing TensorFlow in a torch install and the other is Python 3.14 loading failure; not the same bug." + "reason": "Both are import/environment problems, but one is missing tensorflow in the torch extra and the other is a Python 3.14 load failure." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "BF16/FP32 dtype drift in evaluation is unrelated to incorrect output under pipeline parallelism." + "reason": "Different code paths: embedding dtype drift during train/eval vs pipeline-parallel generation output corruption." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and stale phonemizer language backend are different code paths and failure modes." + "reason": "Tokenizer offset_mapping bug vs stale phonemizer backend state; unrelated components." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama mask handling vs generation kwargs update after sync_gpus are unrelated defects." + "reason": "mllama mask handling and generation kwargs sync are separate bugs." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "VitPose model breakage and kernels 0.16 incompatibility are not the same underlying issue." + "reason": "vitpose model breakage is unrelated to a kernels compatibility issue." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different packages; too broad to treat as one bug." + "reason": "Different missing imports from different dependencies and symbols; not the same root cause." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug is unrelated to an example script returning empty multi-label results." + "reason": "Tensor parallel training bug and empty multi-label classification results are unrelated." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 JAX parity discrepancy and Qwen3.5 infinite-loop-on-image are different model-specific bugs." + "reason": "Different model families and symptoms: SigLIP2 HF/JAX mismatch vs Qwen3_5 image infinite loop." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale indexer cache crash and image over-padding are unrelated." + "reason": "GlmMoeDsa stale cache crash and Swin2SR padding overrun are unrelated." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + "reason": "Attention-kernel branching divergence is unrelated to a sequence feature extractor performance issue." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as a separate Flash Attention 2 issue." + "reason": "Both mention flash attention, but one is GPT2 support and the other is an unspecified issue; not enough evidence for the same bug." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter-name mismatch and import-time doc-lint stdout spam are different issues." + "reason": "Documentation parameter mismatch vs import-time docstring diagnostics output." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Both involve version checks, but one is a Python-version compatibility break and the other is a PyTorch version guard for AuxRequest import." + "reason": "Python version incompatibility and a PyTorch version check bug in flex_attention are different problems." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "Chat/completions request rejection and image-placeholder handling in VL models are different API/model behaviors." + "reason": "Chat/completions request rejection is unrelated to vision-language image placeholder handling." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in dataloader threads and bfloat16 dtype mismatches are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded loading vs dtype mismatches in CI inference." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change and stale phonemizer backend state are different tokenizer-related bugs." + "reason": "Tokenizer cleanup behavior changes and stale phonemizer language state are not the same bug." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not the same concrete defect." + "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is from_pretrained loading failure." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading breakage and NaNs in classification heads are unrelated." + "reason": "base_model_prefix loading regression and NaNs in classification heads are unrelated symptoms." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation and NaNs after checkout/init are different bugs." + "reason": "num_labels propagation in Qwen3.5 is not the same issue as NaNs after checkout/init." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad umbrella for many import errors, but this specific missing-symbol ImportError is not the same concrete issue." + "reason": "A specific missing import from configuration_utils is broader but not the same as a later generic import-error report." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD args and trainer.evaluate() failing after trainer.train() are unrelated." + "reason": "SGD argument handling and trainer.evaluate() failing after train() affect different subsystems." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder-type regression and Deepseek tokenizer incorrect results are too broad and not clearly the same bug." + "reason": "Both are tokenizer regressions in v5, but the concrete failures and model families differ." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper behavior and flex_attention version guard are unrelated." + "reason": "Qwen3_omni_moe feature-length helper behavior and flex_attention import gating are unrelated." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "OmDet-Turbo processor sizing bug and a broken documentation example are not the same underlying issue." + "reason": "OmDet-Turbo processor input-size bug is unrelated to a broken DIA documentation example." } ] }, @@ -16986,8 +16986,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -17075,7 +17075,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -17369,12 +17369,12 @@ "issue:44261|issue:46762", "issue:42371|issue:42831" ], - "prepared_review_unit_hash": "d47b1e91de0fb01f5d78cd1abcad573ec92ddf1697e01217012ed5e9ec936c44", + "prepared_review_unit_hash": "be33d38c8e1fed29f2eea6fb5c6bd441b745f7f8efbe881f370ad02b71868014", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -17391,186 +17391,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct model-, tokenizer-, processor-, training-, or testing-specific bugs, and none of the soft pairs look like true duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45278 is the broadest umbrella regression report in the set (many import errors after upgrading), and it best serves as a representative anchor for this otherwise mixed cluster.", + "summary": "This set is a heterogeneous mix of unrelated Transformers issues; no soft pair looks like the same underlying bug/change, so I would not collapse any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering multiple import failures after an upgrade, so it is the best anchor among these unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general, user-facing issue here and the closest thing to a cluster-level representative; the rest are mostly narrower, unrelated bugs.", + "best_issue_reason": "issue:45278 is the strongest standalone issue for triage because it is user-facing, upgrade-related, and spans multiple import regressions rather than a narrow one-off symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Script startup failure vs a small testing_utils bug; different code paths and symptoms." + "reason": "Different problems: a failing training script versus a testing_utils bug; no shared code-path or fix." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both mention generation, but they are different models and different failures (invalid config vs flash-attention generation bug)." + "reason": "Both involve model generation, but one is a GenerationConfig validation error and the other is a flash-attention behavior issue for Qwen3.5." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning/mismatch vs key error while loading another model; not the same underlying bug." + "reason": "Unrelated model/config issues: sam3_video vs sam3_tracker warning versus a MobileLLM config load key error." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor batch-shape bug vs AutoProcessor failure without torchvision; separate processor/loading issues." + "reason": "One is a batched video processor shape bug; the other is a crash when torchvision is missing. Different root causes." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose loading break and Ministral FlashAttention crash are unrelated model-specific problems." + "reason": "Different model families and failures: vitpose model breakage versus Ministral-3 flash-attention failure." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "Both involve tensor math, but one is a torch.split indexing issue and the other is attention numerical mismatch." + "reason": "Different code paths: torch.split indexing behavior in GlmMoeDsaIndexer versus Minimax attention numerical mismatch." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Model loading failure vs empty chat-template IndexError; no shared concrete code path." + "reason": "vitpose model breakage and empty chat-template handling are unrelated bugs." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking regression vs stale dtype metadata after from_config; distinct config/model state bugs." + "reason": "Both touch config, but one is type checking in PretrainedConfig and the other is stale dtype state after from_config." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers vs CohereASR loss double-shift bug; same broad domain, different defect." + "reason": "Different training bugs in different models; no evidence of the same underlying defect." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Tokenizer offset_mapping bug vs Deepseek tokenization regression; related area, but not the same issue." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms (offset mapping vs incorrect tokenization output)." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention training degeneration and save_pretrained checkpoint regression are different failures." + "reason": "One concerns flash_attention_3 causing degenerate training; the other is incorrect checkpoint saving for Qwen3.5." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading vs documentation typo in set_training; unrelated." + "reason": "Config loading failure and a documentation parameter-name typo are not the same bug." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig typing regression vs CLI completion attribute error; no common bug." + "reason": "A core config type-checking regression is unrelated to a CLI compatibility break with huggingface_hub." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections vs Qwen3.5 Moe from_pretrained error; different model internals and failure modes." + "reason": "Same broad Qwen area, but different concrete failures: missing projections versus from_pretrained model-loading error." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Local cache-path collision vs repeated 429 retry behavior; separate AutoProcessor problems." + "reason": "Cache-path collision for local models and HTTP 429 retry behavior are separate fetch/cache issues." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utilities, but one is a small bug and the other is a pytest-xdist race condition." + "reason": "Both involve testing utilities, but one is a general bug and the other is a pytest-xdist race on captured_info.txt." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing_utils bug vs SequenceFeatureExtractor.pad performance issue; not the same defect." + "reason": "Testing_utils bug versus an audio padding performance issue; no shared root cause." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "Kwargs not forwarded in AutoProcessor.from_pretrained vs special_tokens list/dict error; different API paths." + "reason": "Different API surfaces and failures: cached_file kwarg propagation versus special_tokens being a list instead of a mapping." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Tokenizer offset mapping bug vs runtime post-processor update issue; different functionality." + "reason": "Tokenizer-related, but one is an offset_mapping bug and the other is runtime post-processor update behavior." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely separate regressions." + "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 regression vs noisy logging message; unrelated." + "reason": "Tokenizer regression versus a noisy logging message; not the same bug." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for GLM vs unrecognized model/config loading failure; different root causes." + "reason": "GenerationConfig validation failure and unrecognized-model config loading failure are distinct issues." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError vs audio feature extraction bug; no common code path." + "reason": "ImportError for a missing symbol and a feature-extraction helper bug are unrelated." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both hit chat/completions, but one is request acceptance and the other is streaming inference failure; distinct bugs." + "reason": "Both hit chat/completions, but one is request acceptance/validation and the other is streaming inference failure on Qwen3.5." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "Both are load/import regressions, but one is a specific multimodal model load failure and the other is a broad upgrade-related import issue." + "reason": "Both are upgrade regressions, but one is a model-load failure and the other is a broad import-error umbrella report." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API warning and MLA q_a_layernorm epsilon precision bug are unrelated." + "reason": "TF32 behavior control and a missing rms_norm_eps precision bug are unrelated numerical issues." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args ignored vs optimizer.step being called twice under deepspeed; different optimizer bugs." + "reason": "Optimizer args ignored versus optimizer.step being called twice are different optimizer bugs." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Different numerical issues in different components: missing rms_norm_eps vs MSA attention mismatch." + "reason": "Both mention numerical differences, but they stem from different implementations and causes." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 settings warning vs FineGrainedFP8 accuracy regression; not the same problem." + "reason": "Different precision-related concerns: TF32 settings versus FineGrainedFP8 accuracy regression." } ] }, @@ -17589,8 +17589,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -17683,7 +17683,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -17916,8 +17916,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -18006,7 +18006,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -18221,9 +18221,9 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-533", "nodes": [ "issue:36010", @@ -18311,7 +18311,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -18526,8 +18526,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -18619,7 +18619,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -18946,12 +18946,12 @@ "issue:41628|issue:42548", "issue:43010|issue:43232" ], - "prepared_review_unit_hash": "ed495b25fc46412d2dab85413feef3413d34029380871716db6c2498706d5e64", + "prepared_review_unit_hash": "19b4a79c9d10b6f808cf9963f2239cb70c23477893dc2d7dd152cd262aa4fb5d", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -18968,210 +18968,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated import/load regressions, tokenizer/model compatibility bugs, and test flakes. Only one pair looks plausibly like the same underlying issue: import-time slowness around `transformers` import.", - "confidence": 0.56, - "canonical_issue_reason": "issue:44246 is the broadest user-facing report in the only obvious duplicate pair, and it best represents the import-performance problem that issue:41669 appears to explain more concretely.", + "summary": "This cluster is noisy, but a small subset is about import/load regressions and transformer initialization behavior. Most pairs are not duplicates; only the import-time slowdown pair and the Qwen3.5 MoE loading/tensor-parallel pair look like the same underlying bug.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44246 is the broadest and most user-facing report in the import/load-slowdown slice of the cluster, and it best serves as the umbrella for the related import-time performance duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the best overall representative because it states the externally visible symptom in a general way and can absorb the more specific import-cost complaint in issue:41669.", + "best_issue_reason": "issue:44246 most directly captures the shared symptom in the only clearly related subgroup; it is broader than the more fix-specific issue:41669 and better represents the cluster\u2019s import/load regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both concern `transformers` import taking too long; 41669 gives a likely cause (`import *` in models) for the same performance problem described in 44246." + "reason": "Both describe the same import-time slowdown problem in transformers; 41669 identifies a likely cause/fix (import *) while 44246 reports the user-facing symptom." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Different problems: one is a missing `@torch.no_grad` decoration on cache/layer updates, the other is Python version compatibility for Transformers 5.1.0." + "reason": "Different bugs: cache update/no_grad behavior vs Python version compatibility." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different failure modes: sorted `state_dict` loading vs a missing Qwen3.5 vision config field silently dropped by strict validation." + "reason": "Different failures: sorted state_dict loading vs missing vision config field being dropped." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "One is a flaky model integration test needing `set_seed()`, the other is an xdist race on `captured_info.txt`; both are test issues but not the same bug." + "reason": "One is a flaky SAM HQ test needing set_seed, the other is an xdist race in captured_info.txt." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both involve loading/saving models, but the concrete problems differ: `state_dict` sorting vs incorrect Qwen3.5 visual encoder keys on save." + "reason": "Different code paths: model load failure with sorted state_dict vs incorrect save_pretrained visual encoder keys." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Different import/load failures: missing PyTorch for AutoModel vs a tokenizer-loading regression." + "reason": "Unrelated import error for AutoModel/PyTorch vs tokenizer loading regression." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "`@torch.no_grad` on cache updates is a specific fix; the other is a broad complaint that 5.0 breaks too many models." + "reason": "One is a specific no_grad/cache update request; the other is a broad claim about many models breaking." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols (`PreTrainedModel` vs `HybridCache`) and likely different code paths." + "reason": "Both are import errors, but for different missing symbols and no shared concrete root cause is shown." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIP attentions not being assigned is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "CLIPOutput attentions vs Qwen3.5 flash-attention generation are different issues." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is about tensor-parallel plan metadata and the other is a `from_pretrained` error; not the same concrete bug." + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE loading/tensor-parallel initialization problem; one names the missing _tp_plan and the other reports from_pretrained failure." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3.5 MoE issues: missing tensor-parallel plan vs missing vision config field." + "reason": "One is tensor-parallel planning, the other is a missing vision config field." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "The DSA indexer/ReLU discussion is unrelated to divergence between native and remote DeepSeekV3 implementations." + "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3MoE divergence." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "`local_files_only=True` still making requests is unrelated to `AddedToken()` receiving duplicate `special` arguments." + "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated." }, { "left": "issue:43525", "right": "issue:47317", "accept": false, - "reason": "A missing `pad_token_id` on `Llama4Config` is unrelated to a PPFormulaNet training-loss bug." + "reason": "Llama4Config pad_token_id error and PPFormulaNet training-loss bug are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "One is a seed-related flaky test, the other is a CI device-override test failure; different artifacts and failure mechanisms." + "reason": "Different flaky test/CI problems in different models." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seeded test flakiness is unrelated to failure loading `microsoft/Phi-4-multimodal-instruct`." + "reason": "Different model-specific issues: seed-related test flakiness vs model loading failure." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to loading a trust-remote-code model from cache." + "reason": "KV cache continuation tensor indexing is unrelated to trust_remote_code cache FileNotFoundError." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization-space cleanup behavior in v5 is unrelated to the SmolVLM `num_frames` meaning inconsistency." + "reason": "Tokenizer cleanup behavior change vs video processor num_frames semantics are unrelated." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading-related, but one is tokenizer loading via `AutoTokenizer`, while the other is checkpoint reload compatibility after upgrading from v4.57 to v5.2/5.3." + "reason": "Both involve loading, but they describe different failure modes and likely different fixes." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM from extra CUDA reserved memory is a different issue from checkpoint reload incompatibility after upgrade." + "reason": "Int4 quantization OOM is unrelated to checkpoint reload compatibility." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "`no_grad` decoration on cache updates is unrelated to a dummy `nn.Conv2d` in `Sam3PixelDecoder`." + "reason": "Cache update decoration and dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing `Qwen2_5_VLForConditionalGeneration` import and trust-remote-code cache loading are different import/load failures." + "reason": "Different import/load failures: missing Qwen2_5_VL symbol vs loading from cache with trust_remote_code." }, { "left": "issue:45071", "right": "issue:47317", "accept": false, - "reason": "PretrainedConfig type-checking regression is unrelated to PPFormulaNet training loss." + "reason": "Type-checking regression is unrelated to PPFormulaNet loss behavior." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "A broken `transformers env` command is not the same as `AttentionInterface.register` changing registered-function behavior." + "reason": "Transformers env command breakage and AttentionInterface.register behavior change are different issues." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Unexpected API requests with `local_files_only=True` is unrelated to GLM-5 RoPE implementation concerns." + "reason": "local_files_only network requests and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors are unrelated to the slowdown when filtering data after upgrading Transformers." + "reason": "Compiled Python file errors and performance slowdown after upgrade are not the same bug." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "A broad complaint that 5.0 breaks many models is too general to equate with the specific `special_tokens` list-vs-dict attribute error." + "reason": "Broad 'many models break' report and special_tokens keys AttributeError are too different to merge." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing `get_number_of_image_patches` in GLM46V is unrelated to trust-remote-code cache loading." + "reason": "Missing get_number_of_image_patches is unrelated to cache FileNotFoundError." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading regression." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers getting stuck loading is unrelated to confusing `input_ids`/`past_key_values` documentation." + "reason": "Sentence Transformers loading hang and forward-doc confusion are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different parts of the package." + "reason": "Both are import-name errors, but they concern different missing exports and no shared concrete code-path is evident." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache/layer `no_grad` decoration and generation after `sync_gpus` are different generation-path issues." + "reason": "Different generation/cache bugs with different symptoms and code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pair (issue:41669 / issue:44246) is plausibly the same import-time slowness problem, while the other pairs are rejected with appropriately cautious reasoning. No overstatement stands out." + "feedback": "The cluster summary is grounded in the packet: it correctly treats most pairs as unrelated and only elevates the two strongest import/load-related matches. The accepted soft edges are conservative and supported by the issue titles themselves, with no obvious overreach." }, "evaluator_used": true, "retried": false, @@ -19275,12 +19275,12 @@ "issue:44273|issue:45542", "issue:44077|issue:44861" ], - "prepared_review_unit_hash": "adb099f2c93389d8eb40b4ed249a7c07fb6ef94717109f4a696c75c12ad18d52", + "prepared_review_unit_hash": "a8616c4758afdc0fb749e856ac4bf11cf9bbfd1bb4e86c57414fa9c86638cff7", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -19288,213 +19288,213 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36727, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "serialized_chars": 36729, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated regressions, model-specific bugs, docs, import errors, and CLI failures. No soft pair looks like the same underlying defect with enough specificity to merge.", - "confidence": 0.93, - "canonical_issue_reason": "There is no true duplicate anchor here. If one issue must represent the cluster, 43576 is the broadest and most discussed v5 regression report, with inbound references and overlap in the general upgrade-breakage theme, but it should not be treated as a duplicate hub.", + "summary": "The cluster is highly heterogeneous: the soft pairs share only broad transformers vocabulary or superficial regression language, not the same underlying bug. None of the candidate links looks safe to merge as a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43576 is the best representative issue only because it is broad, active, and centrally situated among several v5-related regressions. It is still not a good canonical duplicate target because the cluster does not describe one single bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/moe, but one is a save_pretrained bug and the other is inference support; different code paths and fixes." + "reason": "Both mention FP8/MoE, but one is about saving pretrained weights while the other is about inference support; different failure modes and likely different fixes." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "One is about forwarding kwargs in RoFormer model methods; the other is about the attention implementation not using the attention interface. Related area, but not the same defect." + "reason": "One reports missing kwargs passthrough in RoFormer methods; the other is about the attention implementation not using the attention interface. Related area, but not the same bug." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Both concern vision/video processing, but one is an inconsistent num_frames semantic and the other is a missing vision backend causing an unrecognized image processor error." + "reason": "Video processor frame-count semantics vs missing-vision-backend image processor error are distinct issues in different components." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only API requests and FP8 moe save_pretrained are unrelated bugs." + "reason": "local_files_only causing network requests is unrelated to FP8 MoE save_pretrained behavior." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-v5 compatibility complaints, but one is Qwen3VL MoE loading and the other is checkpoint reload compatibility after upgrading; too broad to be the same bug." + "reason": "Both are v5 compatibility regressions, but one is Qwen3VL MoE loading and the other is reloading old checkpoints after upgrade; not the same code-path." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed jobs and tensor parallel training are unrelated." + "reason": "MLFlow reporting on failed jobs and a tensor parallel training bug are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and a random 'racoon' issue are clearly unrelated." + "reason": "Docs still referencing pipeline() and a placeholder issue titled 'racoon' are clearly unrelated." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Bart generate() UnboundLocalError and documentation confusion for input_ids/past_key_values are different problems." + "reason": "Generation-time UnboundLocalError in Bart evaluation vs documentation confusion about forward inputs are different kinds of issues." }, { "left": "issue:33357", "right": "issue:33453", "accept": false, - "reason": "MacOS CLIP bus error and tokenizer loading regression are separate failures." + "reason": "MacOS bus error with a community CLIP model and tokenizer-loading regression are separate runtime failures." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe loading breakage and missing _tp_plan for tensor parallelism are not the same concrete bug." + "reason": "Both involve Qwen3.5/Qwen3-VL Moe, but one is a generic bug report and the other is missing tensor-parallel plan metadata; not the same concrete defect." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type checking regressions differ in symptom, cause, and fix." + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only network leakage and a meaningless 'racoon' issue are unrelated." + "reason": "local_files_only network leakage has no relation to the placeholder 'racoon' issue." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken transformers env command and missing Qwen2_5_VL import are different CLI/import issues." + "reason": "Broken transformers env command and missing Qwen2_5_VL import are different CLI vs import-path failures." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "env command breakage and PretrainedConfig type-checking regression do not share a concrete code path." + "reason": "CLI env command breakage and PretrainedConfig type checking are unrelated." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models and a deepseekv4 weight-conversion question are unrelated." + "reason": "FP8 inference support for Qwen models vs a weight-conversion-script question are not the same bug or change." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Broken env command and CLI test failure with huggingface_hub are distinct CLI incompatibilities." + "reason": "transformers env command breakage and CLI tests failing with a huggingface_hub API change are separate problems." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import and the transformers env command failure are unrelated." + "reason": "Missing is_offline_mode import from huggingface_hub and broken transformers env command are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Forward-doc confusion and missing layer_type_validation import are different issue types and code paths." + "reason": "Documentation confusion in model.forward and an ImportError for layer_type_validation are different issues." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are not the same underlying defect." + "reason": "Tensor parallel training bug vs docs mentioning return_all_scores are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM 3 Video and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "SAM 3 Video missing fpn_position_embeddings and trust_remote_code cache FileNotFoundError are distinct model-loading failures." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache import and cache-loading FileNotFoundError are different import/loading failures." + "reason": "Missing HybridCache import and cache-loading FileNotFoundError are different import vs filesystem errors." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied in model_init and a DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel not applied with model_init and a DSA indexer ReLU discussion are unrelated." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5-35B chat crash and the vague '5.0 breaks too many models' complaint are not the same concrete bug." + "reason": "Qwen3.5 chat crash and the broad '5.0 breaks too many models' complaint are not the same concrete bug." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing deepstack_visual_indexes in a specific config and special_tokens list/keys error are different model/config bugs." + "reason": "Missing deepstack_visual_indexes in a config and special_tokens being a list instead of dict keys are unrelated." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Llama4Config missing pad_token_id and special_tokens list/keys error are separate attribute/type problems." + "reason": "Llama4Config missing pad_token_id and special_tokens list/dict handling are different attribute errors in separate code paths." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and the unrelated 'racoon' issue are not duplicates." + "reason": "GLM-5 RoPE implementation discussion and the placeholder 'racoon' issue are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache during chunked_prefill and a cache-strategy typo are not the same issue." + "reason": "GenerationMixin cache missing during chunked_prefill and a typo in cache strategies are not the same problem." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support and the unrelated 'racoon' issue are different problems." + "reason": "Nemotron Flash Attention 2 support error and the placeholder issue are unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel not applied in model_init and FP8 inference on B200 are distinct performance/runtime issues." + "reason": "Liger Kernel application with model_init and FP8 inference failure on B200 are different hardware/runtime issues." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The 'racoon' issue has no meaningful technical overlap with Gemma4AudioRelPositionalEncoding." + "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and undefined tf backend due to tensorboard-only install are unrelated." + "reason": "Lazy loading failure and undefined tf backend due to tensorboard-only install are distinct initialization problems." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy and _get_tied_weight_keys list-handling crash are separate code changes." + "reason": "patchtsmixer post_init policy and _get_tied_weight_keys crashing on list are unrelated implementation issues." } ] }, @@ -19605,12 +19605,12 @@ "issue:31795|issue:33453", "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "bfcc5a85855ff685deb7531150187f48d25da199869870c9fd23b9188fb6436e", + "prepared_review_unit_hash": "c11e18acede65a8b2dba5b8db0239742e82642558514f907c26228996ac72eb9", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -19618,237 +19618,237 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 37880, - "estimated_input_tokens": 9470, - "estimated_eval_tokens": 19196 + "serialized_chars": 37882, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issues with a few loose v5 migration/loading/import-time similarities; none of the soft pairs looks like the same underlying bug or change, so all soft edges should be rejected. The best overall issue anchor is the checkpoint reload regression after upgrading to v5, since it is concrete and broadly representative of the migration breakages in this set.", - "confidence": 0.7, - "canonical_issue_reason": "issue:44556 is the clearest, most concrete v5 regression in the set: it describes a real checkpoint reload failure after upgrading from v4.57 to v5.2/v5.3, which makes it a useful duplicate-triage anchor for neighboring migration/loading reports.", + "summary": "This cluster is highly heterogeneous: it spans unrelated import/lazy-loading regressions, config-field omissions, processor/video bugs, checkpoint/save-load issues, CLI breakages, and a security report. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the grouped items are too diverse and do not describe one shared bug or feature change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the strongest global representative among these issues because it is specific, actionable, and centrally about v5 compatibility/loading failures rather than a vague or model-specific symptom.", + "best_issue_reason": "No single issue is a strong global representative for this cluster for the same reason: the items split across multiple unrelated subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "Different bugs: state_dict loading error vs special_tokens/list-vs-dict handling." + "reason": "Different failure modes: sorted state_dict loading vs special_tokens parsing on a list." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "processor.save_pretrained missing files is specific; 45230 is just a generic bug report." + "reason": "Missing processor save files vs a generic bug report; no shared concrete code path." }, { "left": "issue:45381", "right": "issue:46664", "accept": false, - "reason": "Same model family, but distinct video-processing bugs: wrong vision_position_ids vs num_frames semantics." + "reason": "Both are video-processor related, but one is vision_position_ids and the other is num_frames/padding semantics." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch loading/import behavior, but one is lazy loading not working and the other is unsafe sys.modules access." + "reason": "Import/lazy-loading performance vs unsafe sys.modules access; related area, different bug." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM video padding/frames issues." + "reason": "GLM-5 RoPE implementation issue vs SmolVLM video padding; unrelated model code." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* slowdown is a performance issue; 43673 is a generation cache regression during chunked prefill." + "reason": "Import-star explosion vs chunked_prefill cache regression; same broad theme only." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Tied-weight serialization inconsistency is a different code path from checkpoint reload compatibility after v5 upgrade." + "reason": "Tied-weight serialization depends on device; checkpoint reload after upgrade is a different compatibility bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4 pad_token_id AttributeError is model-specific; 45850 is only a broad 'many models break' complaint." + "reason": "Specific missing pad_token_id in Llama4Config vs a vague report that v5 breaks many models." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx missing is a specific config bug, not the same as the broad v5 breakage report." + "reason": "StableLm pad_token_idx omission is a concrete config bug; the other issue is a broad summary complaint." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3_5 issues: 2D bbox hallucination/error vs infinite loop on a specific image." + "reason": "Both involve Qwen vision models, but one is 2D box output errors and the other is an infinite-loop image case." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output bug is unrelated to PretrainedConfig type-checking failures." + "reason": "Bounding-box hallucination/output bug vs a PretrainedConfig type-checking regression." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 compatibility issues, but one is generic checkpoint reload after upgrade and the other is InternVL2 remote-code/meta-init incompatibility." + "reason": "Checkpoint reload incompatibility and meta-init incompatibility are different version/model-specific problems." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior API change is unrelated to a cache-strategy typo." + "reason": "TF32 behavior settings vs a typo in cache strategy docs/code." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 breakage claim is not the same as the CLI test failure with huggingface_hub 1.22.0." + "reason": "Generic v5 breakage complaint vs a specific CLI incompatibility with huggingface_hub 1.22.0." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both involve import/lazy-loading, but one is intermittent slow import and the other is lazy loading not functioning correctly." + "reason": "Import performance issue vs lazy-loading malfunction; related subsystem, not the same bug." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects is a different problem from _get_tied_weight_keys crashing on a list." + "reason": "Pipeline save_pretrained failure vs an AttributeError in _get_tied_weight_keys." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "SAM3 tracker/model-type warning is unrelated to Liger Kernel not being applied via model_init." + "reason": "Model-type warning during instantiation vs Liger Kernel not being applied in model_init." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is not the same bug as the broad 'many models break in v5' report." + "reason": "A cache-strategy typo is not the same as a broad 'v5 breaks models' report." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* slowdown is a performance regression; 46218 is a missing Qwen3_5 import/export path." + "reason": "Import-star slowdowns vs failing to import Qwen3_5ForCausalLM." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error is specific; 45230 is too generic to indicate the same issue." + "reason": "Reading position_ids after buffer registration vs an unspecified generic bug report." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Cache-strategy typo vs a SequenceFeatureExtractor.pad performance issue." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility problem is not the same as a Qwen3-VL output error." + "reason": "Python version support regression vs a Qwen3-VL bounding-box output bug." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "tokenizer_class mismatch in save_pretrained is specific; 45230 is just a generic bug report." + "reason": "Tokenizer class mismatch on save_pretrained vs a generic bug report." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs being ignored are different test vs scheduler bugs." + "reason": "Missing set_seed in tests vs inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs passthrough to cached_file is unrelated to scheduler kwarg handling." + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; different components." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are unrelated subsystems." + "reason": "Scheduler kwarg handling vs PretrainedConfig type-checking regression." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star performance regression is different from a testing_utils bug." + "reason": "Import performance regression vs a small testing_utils bug." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken transformers env command is unrelated to inverse_sqrt scheduler kwargs." + "reason": "transformers env command breakage vs scheduler kwarg handling." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "CLI env command breakage is unrelated to a shell-operator allowlist bypass security issue." + "reason": "CLI env breakage vs a shell-operator allowlist bypass security issue." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star slowdown is unrelated to missing HybridCache import." + "reason": "Import-star slowdown vs missing HybridCache import; different root causes." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating issue is not the same as the comb.to(...).transpose(...) bug." + "reason": "DeepSeek-V4 gating logic vs a deepseek-v4 transpose/dtype bug." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version incompatibility and Qwen3_5 import failure are different failure modes." + "reason": "Python version incompatibility vs import failure of a specific model class." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support is unrelated to DeepSeek-V4 weight conversion format/support." + "reason": "Continuous batching audio-model support vs a weight-conversion question." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python compatibility issue is unrelated to a shell command-substitution allowlist bypass." + "reason": "Python support regression vs a shell command substitution security bypass." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + "reason": "Documentation confusion in model.forward vs a tokenizer-loading regression." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Incorrect timestamp calculation in Qwen3VL is unrelated to SmolVLM video padding math." + "reason": "Qwen3VL timestamp math vs SmolVLM video padding calculation; different model bugs." } ] }, @@ -19970,12 +19970,12 @@ "issue:43298|issue:44230", "issue:31515|issue:31795" ], - "prepared_review_unit_hash": "b5f65af377cb6913a8f7a957e8b763ebe0100aeaa7f9f5b81f457320bcde661f", + "prepared_review_unit_hash": "289aa7e28ede7c1d43d8e075b91e9bf4cfcc11793e354f7df0571196a0532d08", "component_budget": { "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -19983,297 +19983,303 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 47, - "serialized_chars": 40919, - "estimated_input_tokens": 10230, - "estimated_eval_tokens": 20716 + "serialized_chars": 40921, + "estimated_input_tokens": 10231, + "estimated_eval_tokens": 20718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All listed soft pairs appear to be unrelated issues across different models, features, or failure modes, so I reject every soft edge. There are no PRs in the set.", - "confidence": 0.93, - "canonical_issue_reason": "If one issue must be treated as the representative item, issue 44829 is the clearest, most concrete bug report: it names a specific model, a specific setting (`flash_attention_3`), and a concrete training failure mode.", + "summary": "The set is highly heterogeneous: most items are unrelated issues that only share broad wording or subsystem overlap. I rejected every soft pair as a duplicate because none appear to describe the same concrete bug/change. If a single issue must be picked as an umbrella, 45250 is the closest because it is the broadest flash-attention topic, but it is not a true canonical duplicate target for the whole cluster.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45250 is the broadest topical umbrella in the set (Flash Attention 2.0), but the overall cluster is too mixed to have a true canonical duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44829 is the strongest standalone issue for triage quality because it is specific, reproducible, and describes an exact symptom rather than a broad or vague request.", + "best_issue_reason": "Issue 45250 is the best representative only in a narrow flash-attention subset because its title is the most general; it is still not representative of the full cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Different code paths: model_init/Liger Kernel application vs Flash Attention 3 training degeneration." + "reason": "Different bugs: Liger Kernel application with model_init vs degenerate training from flash_attention_3. Same broad area, not the same issue." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "Unrelated topics: GLM-5 RoPE implementation vs shell-command allowlist bypass." + "reason": "Unrelated topics: GLM-5 RoPE implementation vs shell command allowlist bypass/RCE security issue." }, { "left": "issue:45230", "right": "issue:45656", "accept": false, - "reason": "Generic bug report vs a specific DeepSpeed double optimizer-step bug; no shared underlying change." + "reason": "Generic bug report vs optimizer step being called twice with deepspeed. No concrete overlap." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different models and symptoms: Gemma-4 audio positional encoding vs CohereASR double-shift training loss bug." + "reason": "Different model/bug paths: Gemma-4 audio positional encoding vs CohereASR double-shift training-loss bug." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding. No shared underlying defect." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python-version compatibility issue vs tar/zip-slip RCE security bug." + "reason": "Python/version compatibility issue vs tar/zip-slip arbitrary file write to RCE. Completely different." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Both mention v5, but one is `transformers env` and the other is lazy loading; different failures." + "reason": "Broken `transformers env` command vs lazy loading behavior. Different code paths and symptoms." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation bug in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp calculation bug vs GLM-5 RoPE implementation. Different models and failures." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation bug vs command-substitution allowlist bypass." + "reason": "RoPE implementation issue vs archive path traversal/RCE security bug. Not related." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading regression and inverse_sqrt scheduler kwargs are different subsystems and symptoms." + "reason": "Lazy loading failure vs inverse_sqrt scheduler ignoring kwargs. Different subsystems." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args vs a model-loading regression in Llama 3.2 vision." + "reason": "Documentation confusion about forward inputs vs Llama 3.2 Vision model loading regression. Not the same bug." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Different crashes in different helpers: tied weights keys vs special_tokens dict/list handling." + "reason": "Both are attribute-related crashes, but one is tied-weight key handling and the other is special_tokens input shape. Different causes." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math is unrelated to scheduler keyword propagation." + "reason": "Timestamp computation in Qwen3VL processor vs scheduler kwargs handling. No overlap." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance issue vs VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup/performance discussion vs VRAM leak with multiple dataloader threads. Different changes." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "`transformers env` command failure is unrelated to Qwen3_5 import errors." + "reason": "`transformers env` regression vs import failure for `Qwen3_5ForCausalLM`. Separate issues." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but the reported bugs are different enough to keep separate." + "reason": "Both mention tokenizer v4/v5, but one is a generic behavior difference and the other is a wrong decoder type. Not the same concrete bug." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are distinct model-specific bugs." + "reason": "Both touch positional math, but GLM-5 RoPE and Gemma-4 audio positional encoding are different implementations and failures." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to RoPE implementation." + "reason": "VRAM leak in threaded Qwen3 inference vs GLM-5 RoPE bug. Unrelated." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad regressions after v5 vs a tar/zip-slip arbitrary file-write RCE." + "reason": "Broad complaint about version 5 breaking models vs archive path traversal/RCE. No meaningful match." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "General breakage report vs shell-operator allowlist bypass; different vulnerabilities." + "reason": "Broad regression complaint vs command substitution allowlist bypass. Different problems." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration guidance is unrelated to a VRAM leak bug." + "reason": "TF32 API guidance issue vs VRAM leak in dataloader threads. Unrelated." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Flash Attention 2.0 support gap for Nemotron is unrelated to file-write RCE." + "reason": "Flash Attention 2.0 support request for NemotronHForCausalLM vs zip-slip RCE. Completely different." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch in CI vs Gemma-4 audio positional encoding. Different bug areas." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network request bug vs timestamp calculation bug." + "reason": "Local-files-only still making API calls vs Qwen3VL timestamp calculation. No shared underlying defect." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Different failures: tied-weight key handling vs CLI completion attribute error." + "reason": "Tied-weight key crash vs CLI completion compatibility failure with huggingface_hub 1.22.0. Different root causes." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp bug in Qwen3VL processor vs missing files in processor.save_pretrained." + "reason": "Processor timestamp bug vs missing files in `processor.save_pretrained(...)`. Different issues." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General v5 regressions vs Qwen3_5 import failure; not the same bug." + "reason": "Generic '5.0 breaks models' complaint vs import error for `Qwen3_5ForCausalLM`. Not duplicates." }, { - "left": "issue:44263", + "left": "issue:44230", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value bug is unrelated to Gemma-4 audio positional encoding." + "reason": "FP8 inference support request for Qwen3-VL/Qwen3.5 MoE vs Gemma-4 audio positional encoding bug. Different models and features." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in model usage vs a testing_utils typo." + "reason": "VRAM leak in dataloader threads vs a small testing_utils bug. No overlap." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2-specific Flash Attention 2.0 support request vs a generic Flash Attention 2.0 issue title." + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic topic title. Too broad to treat as the same concrete change." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support vs Qwen3_5 import failure." + "reason": "Flash Attention 2.0 support for NemotronH vs missing `Qwen3_5ForCausalLM` import. Different problems." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 import failure are different modules/problems." + "reason": "Both are import errors, but for different symbols/modules (`HybridCache` vs `Qwen3_5ForCausalLM`). Not the same bug." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key crash vs chat-template crash with tool calls; different code paths." + "reason": "Tied-weight key handling crash vs chat-template tokenization crash with tool-call assistant messages. Different code paths." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request vs missing files on processor.save_pretrained." + "reason": "FP8 model support request vs missing saved processor files. No concrete overlap." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder/irrelevant issue." + "reason": "Scheduler kwargs bug vs unrelated placeholder issue title. Not a duplicate." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Irrelevant placeholder issue vs security RCE." + "reason": "Placeholder/unrelated issue title vs archive traversal/RCE security bug. No relation." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Irrelevant placeholder issue vs shell-operator bypass." + "reason": "Placeholder/unrelated issue title vs command-substitution allowlist bypass. Different issues." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Same broad Flash Attention theme, but different models and concrete requests." + "reason": "Both are Flash Attention 2.0 support requests, but for different model classes and no evidence of the same concrete code-path problem." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs irrelevant placeholder issue." + "reason": "Cache-strategy typo vs unrelated placeholder issue title. Not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression vs irrelevant placeholder issue." + "reason": "CLIPOutput attentions assignment bug vs unrelated placeholder issue title. No overlap." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request for qwen3-vl/qwen3.5 moe vs from_pretrained error in a different version/model." + "reason": "FP8 support request vs Qwen3.5 MoE from_pretrained error under transformers>=5.4.0. Related model family, but different concrete failures." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading vs ImportError for `layer_type_validation`; unrelated symptoms." + "reason": "Slow checkpoint loading vs ImportError for `layer_type_validation`. Different subsystems." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate decoder_attention_mask bug vs slow from_pretrained checkpoint loading." + "reason": "BART generate decoder_attention_mask UnboundLocalError vs slow from_pretrained checkpoint loading. Unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-finalization bug vs checkpoint loading performance issue." + "reason": "MLflow reporting failure on training abort vs slow checkpoint loading. Different problems." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained slowdown and tensor-parallel training bug are different problems." + "reason": "Slow from_pretrained loading vs tensor-parallel training bug. No shared bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to FP8 qwen3-vl/qwen3.5 support." + "reason": "Continuous batching audio-model support vs fp8 inference support for Qwen3-VL/Qwen3.5 MoE. Both are feature requests, not the same one." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow model loading vs documentation confusion about forward arguments. Different issue types and code paths." } ] }, @@ -20292,8 +20298,8 @@ "review_unit_count": 66, "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-10000-533", "nodes": [ @@ -20326,7 +20332,7 @@ "node_count": 533, "item_count": 533, "soft_pair_count": 1964, - "serialized_chars": 1018550, + "serialized_chars": 1018552, "estimated_input_tokens": 254638, "estimated_eval_tokens": 509532 }, @@ -20439,8 +20445,8 @@ "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": [ @@ -20517,8 +20523,8 @@ "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": [ @@ -20588,8 +20594,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-19631-3", "nodes": [ @@ -20659,8 +20665,8 @@ "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-26350-15", "nodes": [ @@ -21064,8 +21070,8 @@ "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": [ @@ -21525,8 +21531,8 @@ "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": [ @@ -21588,8 +21594,8 @@ "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": [ @@ -21651,8 +21657,8 @@ "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": [ @@ -21714,8 +21720,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -21777,8 +21783,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -21840,8 +21846,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -21943,8 +21949,8 @@ "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": [ @@ -22087,8 +22093,8 @@ "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": [ @@ -22207,8 +22213,8 @@ "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": [ @@ -22270,8 +22276,8 @@ "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": [ @@ -22333,8 +22339,8 @@ "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": [ @@ -22396,8 +22402,8 @@ "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": [ @@ -22514,8 +22520,8 @@ "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": [ @@ -22591,46 +22597,46 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "412cce0fb379a567bef368b4b66d73a0121b71d305ac32237936286ce1cf7082", + "prepared_review_unit_hash": "d3b1d9c4829e81b54a846c38abbee08e2aa9bbd6fc6123c6f9c93f8810d23088", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are effectively identical reports of the same Wav2Vec2CTCTokenizer v5 bug; the newer open issue is the better canonical thread.", + "summary": "The two items are effectively identical issue reports for the same Wav2Vec2CTCTokenizer v5 special-token regression, so they should be clustered together with one canonical issue.", "confidence": 0.99, - "canonical_issue_reason": "Issue 46552 is the newer, still-open report with inbound references, so it is the best place to track and consolidate discussion for this bug.", + "canonical_issue_reason": "issue:46551 is as suitable as the canonical issue as issue:46552; both have the same title and indistinguishable problem statement, so either could serve as the cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46552 best represents the cluster because it is active and duplicates the exact same title/problem statement as 46551.", + "best_issue_reason": "issue:46551 is a strong representative because it matches the duplicate exactly and has the same closed issue content, with no evidence of a distinguishing fix/report context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact same title and same underlying tokenizer bug report; these are duplicates of the same issue." + "reason": "Same title, same apparent description, and the same specific bug in Wav2Vec2CTCTokenizer behavior; these are duplicates of the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both issues have the same title, the same body length, and the soft-similarity signal is maximal. Choosing the newer open issue (46552) as the canonical thread is a conservative inference supported by its open state and inbound references. The soft-edge duplicate verdict is also appropriately cautious." + "feedback": "The summary is grounded in the packet: both issues have identical titles, identical body length, and a soft-similarity score of 1.0, so clustering them together is well supported. The canonical/representative wording stays conservative by not asserting any distinguishing fix context. Confidence is high but not obviously overstated from the available evidence." }, "evaluator_used": true, "retried": false, @@ -22646,8 +22652,8 @@ "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": [ @@ -22709,8 +22715,8 @@ "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": [ @@ -22772,8 +22778,8 @@ "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-46906-21", "nodes": [ @@ -23323,8 +23329,8 @@ "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": [ @@ -23389,8 +23395,8 @@ "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": [ @@ -23452,8 +23458,8 @@ "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": [ @@ -23513,7 +23519,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 4, "status": "reviewed", @@ -23595,316 +23601,286 @@ "pull_request:47077|pull_request:47212", "pull_request:46266|pull_request:46957", "pull_request:47301|pull_request:47360", - "pull_request:47360|pull_request:47383", "pull_request:47173|pull_request:47184", - "pull_request:47275|pull_request:47360", + "pull_request:47360|pull_request:47383", + "pull_request:47216|pull_request:47360", + "pull_request:44775|pull_request:47275", "pull_request:47291|pull_request:47384", "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:47163|pull_request:47284", "pull_request:46912|pull_request:47284", - "pull_request:46836|pull_request:47202", "pull_request:46196|pull_request:47210", + "pull_request:46836|pull_request:47202", "pull_request:47003|pull_request:47204", "pull_request:47093|pull_request:47275", "pull_request:45157|pull_request:47093", "pull_request:46995|pull_request:47163", "pull_request:45157|pull_request:46395", - "pull_request:47163|pull_request:47173", "pull_request:46836|pull_request:47275", + "pull_request:47163|pull_request:47173", "pull_request:46912|pull_request:47082" ], - "prepared_review_unit_hash": "76844adcde1a0b8496e9fcd30bac122a6969f581cf488cc05ef3794bb6a2f3a4", + "prepared_review_unit_hash": "94ff57384f338ab4a10651abc8caac084739b23d09843330872a9274b770e676", "component_budget": { "node_count": 83, "item_count": 83, "soft_pair_count": 227, - "serialized_chars": 283383, - "estimated_input_tokens": 70846, - "estimated_eval_tokens": 141948 + "serialized_chars": 283998, + "estimated_input_tokens": 71000, + "estimated_eval_tokens": 142256 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 45, - "serialized_chars": 124004, - "estimated_input_tokens": 31001, - "estimated_eval_tokens": 62258 + "serialized_chars": 124519, + "estimated_input_tokens": 31130, + "estimated_eval_tokens": 62516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated PRs, but there are a few clear duplicate-like subgroups around the same underlying fixes: `fixed_cross_entropy` kwargs forwarding, and several training-loss double-shift fixes. Most soft edges should be rejected because they only share a broad subsystem or test/doc surface area.", - "confidence": 0.78, + "summary": "The set splits into a few small duplicate-like clusters, but most pairs are unrelated. Clear matches are the cross-entropy kwargs fix, the CohereASR/PPFormulaNet training-loss double-shift fixes, and the num_experts fallback config fix. Everything else is too broad or touches different code paths to merge safely.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR covers the whole cluster; among the duplicate-like candidates, 47090 is the strongest representative because it is issue-linked and fixes the same training-loss double-shift root cause across multiple affected models, not just one narrow case.", + "canonical_pr_reason": "No single PR cleanly represents the whole heterogeneous set; among the real duplicate mini-clusters, PR 47090 is the strongest canonical representative because it fixes a concrete double-shift loss bug with an explicit explanation, test coverage, and broader model coverage than the narrower variants.", "best_issue_reason": null, - "best_pr_reason": "47090 is the best global representative of the meaningful duplicate cluster: it addresses the shared loss-shift bug with the broadest concrete code coverage and is more complete than the narrower CohereASR-only variants.", + "best_pr_reason": "PR 47090 is the best standalone representative in this set: it addresses a specific training-loss bug directly, documents the cause clearly, and covers multiple affected models in one coherent change.", "soft_edge_verdicts": [ { "left": "pull_request:47398", "right": "pull_request:47409", "accept": true, - "reason": "Same `num_experts` back-compat fallback bug in the GLM MoE config path; 47409 is a broader superset and could plausibly absorb 47398." + "reason": "Same num_experts BC-fallback bug in the same config path; 47409 is a broader follow-up, not a different change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same `fixed_cross_entropy` signature/forwarding change to pass supported kwargs into `nn.functional.cross_entropy`; these are effectively the same fix." + "reason": "Same fixed_cross_entropy kwargs passthrough fix; both add cross-entropy options that were previously dropped." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same training-loss double-shift bug class in the same model family; 47090 broadens the same fix across additional affected models and is compatible as one combined PR." + "reason": "Same training-loss double-shift bug in CohereASR/related seq2seq models; 47090 is the broader version of the same fix." }, { "left": "pull_request:47090", "right": "pull_request:47395", "accept": false, - "reason": "Both involve loss shifting, but they are different concrete code paths and models (`cohere_asr`/`moonshine` vs `git`), so this is too broad to merge as duplicates." + "reason": "Different model and different loss path (Git vs CohereASR/Moonshine); not the same underlying bug." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift training-loss bug; the two PRs use different implementation styles, but they target the same concrete failure mode." + "reason": "Same CohereASR double-shift loss problem; the patches use different implementations, but they target the same code-path bug." }, { "left": "pull_request:46903", "right": "pull_request:47395", "accept": false, - "reason": "Shared theme only; `GitForCausalLM` has a separate model-specific loss path, so this is not the same underlying change." + "reason": "Different models and distinct training-loss logic; no shared concrete bug." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated test fixes in different model suites; no common bug or change." + "reason": "Unrelated test-failure fixes for different models and subsystems." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different bugs in different files: CohereASR loss shifting vs Musicgen cache-length typo." + "reason": "CohereASR loss fix vs MusicGen generate typo; unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "One is a Pytest fp32-strictness cleanup, the other is a training-loss fix; they are not the same change." + "reason": "Pytest-v9 fp32-module strictness change vs CohereASR loss bug; unrelated." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Separate test-suite expectation updates for different models; not the same underlying issue." + "reason": "Different test updates for different models; not the same issue." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "One removes a Docker workflow, the other adds exporter test dependencies to a Dockerfile; related to CI, but not the same fix." + "reason": "Both touch docker/CI setup, but one removes a builder and the other adds exporter test deps; different changes." }, { "left": "pull_request:47204", "right": "pull_request:47374", "accept": false, - "reason": "Dockerfile/runtime-test setup vs exporter documentation rewrite; these are unrelated changes." + "reason": "Exporter test-image dependency changes vs exporter docs refresh; not the same underlying fix." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test failures and different model codepaths; no duplicate bug here." + "reason": "Different model test-failure fixes; no shared concrete bug." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Workflow comment/pin cleanup is unrelated to the Docker image builder removal." + "reason": "Documentation pin-comment tweak vs docker image builder removal; unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both touch Japanese docs, but one is a translation PR and the other is wording cleanup; not the same artifact change." + "reason": "Both are Japanese docs edits, but one is a translation PR and the other is wording cleanup; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Exporter test-dependency setup is different from executorch exporter code fixes; same area, different bug/change." + "reason": "Exporter dependency setup vs exporter code fixes; different code paths." }, { "left": "pull_request:47202", "right": "pull_request:47360", "accept": false, - "reason": "Docker image builder removal and OTEL CI pilot workflow are distinct CI changes." + "reason": "Docker/CI cleanup vs OTEL workflow pilot; unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47360", "accept": false, - "reason": "Dependabot-compatible comment cleanup is unrelated to the OTEL workflow pilot." + "reason": "Different workflows and goals; no duplicate bug/change." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "VITS test re-enable and RT-DETR converter key fixes are unrelated." + "reason": "VITS test re-enable vs RT-DETR v2 converter fix; unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Japanese docs edits vs KV cache documentation updates; different docs issues." + "reason": "Japanese docs translation vs kv-cache docs update; different documentation changes." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "These are broad subsystem refactors, but they fix different concrete problems in different areas." + "reason": "Model architecture modernization vs finegrained FP8 decode optimization; different subsystems." }, { "left": "pull_request:47301", "right": "pull_request:47360", "accept": false, - "reason": "Docs for MTP support and an OTEL CI workflow change are unrelated." - }, - { - "left": "pull_request:47360", - "right": "pull_request:47383", - "accept": false, - "reason": "CI workflow pilot vs Kimi integration tests; no shared underlying bug or change." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47360", - "accept": false, - "reason": "Model addition PR vs CI workflow PR; unrelated." + "reason": "Assisted-decoding docs vs CI workflow change; unrelated." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Different test fixes for different models/devices; not duplicates." + "reason": "Different test-parameterization fixes for different models; not the same bug." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test expansion vs XPU expectation updates; different changes." + "reason": "Quantization test adjustments vs XPU expectation fixes; different test concerns." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Japanese doc translation vs new model code/tests; unrelated." - }, - { - "left": "pull_request:44775", - "right": "pull_request:47275", - "accept": false, - "reason": "Docs parallelism navigation update and EfficientViT-SAM model addition are unrelated." + "reason": "Japanese docs translation vs new model support; unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "New model addition vs assisted-decoding documentation; no duplicate change." + "reason": "New model support vs docs for multi-token prediction; different work." }, { "left": "pull_request:47216", "right": "pull_request:47275", "accept": false, - "reason": "Compressed-tensors quantization support vs a new model architecture; different concrete work." + "reason": "Compressed-tensors quantization support vs new model implementation; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test/model refactors and Granite-SWA model support are different changes." + "reason": "RoPE tests/logic overhaul vs Granite-SWA model support; different changes." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "SDPA dispatch support and Docker image builder removal are unrelated." + "reason": "SDPA dispatch support vs docker builder cleanup; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47284", "accept": false, - "reason": "Paged-attention XPU test coverage vs Mimo V2 Flash fixes; different issues." + "reason": "Paged-attention XPU tests vs MIMO flash model fix; different targets." }, { "left": "pull_request:46912", "right": "pull_request:47284", "accept": false, - "reason": "RoPE-related test/model work is unrelated to Mimo V2 Flash test fixes." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47202", - "accept": false, - "reason": "New Unlimited OCR model support is unrelated to Docker workflow cleanup." + "reason": "RoPE testing changes vs MIMO model fix; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "Both touch attention internals, but one is model dispatch support and the other is packed SDPA varlen routing; different concrete fixes." + "reason": "SDPA dispatch support for models vs packed-row varlen attention routing; related area but different concrete code paths." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:46836", + "right": "pull_request:47202", "accept": false, - "reason": "OpenVINO exporter addition is not the same change as adding ONNX/ExecuTorch deps to torch-light." + "reason": "Model addition (Unlimited OCR) vs docker builder removal; unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "OpenPangu-V2 model support and EfficientViT-SAM model support are different model integrations." + "reason": "OpenPangu-V2 model support vs EfficientViT-SAM model support; different models and code." }, { "left": "pull_request:45157", "right": "pull_request:47093", "accept": false, - "reason": "PrismML GGUF dequantization support and OpenPangu-V2 model addition are unrelated." + "reason": "PrismML GGUF support vs OpenPangu-V2 model support; unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:46395", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "GGUF dequantization support and Param2MoE model support are unrelated." + "reason": "Different new model additions with different code paths." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "XPU paged-attention tests and XPU expectation updates in model tests are separate test changes." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47275", - "accept": false, - "reason": "Unlimited OCR model addition and EfficientViT-SAM model addition are unrelated model integrations." + "reason": "Paged-attention test support vs XPU expectation fixes; not the same issue." }, { "left": "pull_request:46912", "right": "pull_request:47082", "accept": false, - "reason": "RoPE test/model work and RoMa keypoint matcher model addition are unrelated." + "reason": "RoPE test updates vs RoMa keypoint matcher model addition; unrelated." } ] }, @@ -23918,7 +23894,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 31, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 4, "status": "reviewed", @@ -23997,27 +23973,27 @@ "pull_request:46266|pull_request:47301", "pull_request:46266|pull_request:47383", "pull_request:44775|pull_request:47304", - "pull_request:47082|pull_request:47210", "pull_request:47093|pull_request:47163", + "pull_request:47082|pull_request:47210", "pull_request:47179|pull_request:47210", "pull_request:46604|pull_request:47003", "pull_request:47082|pull_request:47108", - "pull_request:47078|pull_request:47275", "pull_request:46266|pull_request:47216", + "pull_request:47078|pull_request:47275", "pull_request:47108|pull_request:47301", "pull_request:47082|pull_request:47275", - "pull_request:46995|pull_request:47301", "pull_request:46266|pull_request:47336", + "pull_request:46995|pull_request:47301", "pull_request:47175|pull_request:47179", "pull_request:44775|pull_request:46836", - "pull_request:46604|pull_request:46658", "pull_request:47163|pull_request:47179", + "pull_request:46604|pull_request:46658", "pull_request:44517|pull_request:45157", "pull_request:47082|pull_request:47216", "pull_request:47275|pull_request:47336", "pull_request:47210|pull_request:47304", - "pull_request:47108|pull_request:47383", "pull_request:46957|pull_request:47216", + "pull_request:47108|pull_request:47383", "pull_request:47216|pull_request:47336", "pull_request:46912|pull_request:47078", "pull_request:47179|pull_request:47301", @@ -24029,358 +24005,376 @@ "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:47301", "pull_request:47105|pull_request:47298", - "pull_request:47275|pull_request:47304", - "pull_request:45157|pull_request:46658", "pull_request:47078|pull_request:47322", + "pull_request:45157|pull_request:46658", "pull_request:47078|pull_request:47243", + "pull_request:47275|pull_request:47304", "pull_request:44517|pull_request:47301", - "pull_request:46895|pull_request:47398", "pull_request:47294|pull_request:47360", - "pull_request:47113|pull_request:47304" + "pull_request:47113|pull_request:47304", + "pull_request:46895|pull_request:47398" ], - "prepared_review_unit_hash": "942a9a9b224ac2407dea998023d0f0bfd27946cc1858392b892f17614977abd0", + "prepared_review_unit_hash": "e461f6b4d5d0ae55ed3272b3f5fd143fcc25ef4853274b2857edabbe41e5bc48", "component_budget": { "node_count": 83, "item_count": 83, "soft_pair_count": 227, - "serialized_chars": 283383, - "estimated_input_tokens": 70846, - "estimated_eval_tokens": 141948 + "serialized_chars": 283998, + "estimated_input_tokens": 71000, + "estimated_eval_tokens": 142256 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 59, - "serialized_chars": 134391, - "estimated_input_tokens": 33598, - "estimated_eval_tokens": 67452 + "serialized_chars": 134717, + "estimated_input_tokens": 33680, + "estimated_eval_tokens": 67616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad set of unrelated PRs that share only superficial keyword similarity (docs/model additions/tests/infrastructure), so none of the soft edges look like true duplicates.", - "confidence": 0.97, + "summary": "This cluster is heterogeneous: it mixes unrelated model additions, docs updates, test tweaks, exporter/runtime fixes, and CI changes. None of the soft edges look like the same underlying bug or change, so they should all be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the cluster is heterogeneous and does not center on one underlying bug or change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47352 is the strongest representative only because it is a substantive core-runtime change with an explicit issue target, but it is still not a duplicate hub for the cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:47204", "right": "pull_request:47295", "accept": false, - "reason": "Unrelated: exporter test-environment setup vs a DiffusionGemma mask bugfix." + "reason": "Different changes: exporter-test container setup vs a DiffusionGemma mask dtype fix; no shared code path or bug." }, { "left": "pull_request:47163", "right": "pull_request:47384", "accept": false, - "reason": "Unrelated tests: XPU paged-attention coverage vs Gemma 4 heterogeneous-attention config changes." + "reason": "Paged-attention XPU test coverage is unrelated to Gemma 4 heterogeneous config validation." }, { "left": "pull_request:44775", "right": "pull_request:47301", "accept": false, - "reason": "Different docs topics: distributed-training navigation vs assisted-decoding/MTP docs." + "reason": "Both are docs, but one is distributed-training docs and the other is assisted-decoding/MTP docs; different topics." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Different code paths: SDPA dispatch for wav2vec2 models vs flash-linear-attention availability check." + "reason": "One adds sdpa dispatch support for audio models; the other expands flash-linear-attention availability checks. Different issues." }, { "left": "pull_request:47301", "right": "pull_request:47384", "accept": false, - "reason": "Docs vs model config: MTP documentation change vs Gemma 4 per-layer config validation." + "reason": "MTP docs vs Gemma 4 config validation are unrelated." }, { "left": "pull_request:47216", "right": "pull_request:47384", "accept": false, - "reason": "Quantization docs/code vs model architecture config; no shared underlying bug." + "reason": "Compressed-tensors fp8 docs/code and Gemma 4 heterogeneous config are different changes." }, { "left": "pull_request:47077", "right": "pull_request:47301", "accept": false, - "reason": "Translation/docs update for DistilBERT vs docs for multi-token prediction." + "reason": "Japanese DistilBERT doc translation is unrelated to MTP assisted-decoding docs." }, { "left": "pull_request:47336", "right": "pull_request:47384", "accept": false, - "reason": "Offloaded-save bugfix vs Gemma 4 config refactor; unrelated problems." + "reason": "Fully offloaded model saving bugfix and Gemma 4 config validation are unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Both are documentation edits, but for different content and languages; not the same change." + "reason": "Different documentation areas: distributed training vs Japanese DistilBERT docs." }, { "left": "pull_request:47294", "right": "pull_request:47320", "accept": false, - "reason": "Kernel integration work vs chat response-schema deprecation; unrelated subsystems." + "reason": "Kernel-native causal_conv1d work is unrelated to response-schema deprecation and chat parsing changes." }, { "left": "pull_request:47166", "right": "pull_request:47292", "accept": false, - "reason": "Different test suites for different quantization/model areas; not a shared bug." + "reason": "These are separate test-only changes for different models and hardware targets." }, { "left": "pull_request:46267", "right": "pull_request:47383", "accept": false, - "reason": "Serve/chat parsing refactor vs Kimi integration tests; unrelated." + "reason": "Serve chat parsing refactor and Kimi integration tests do not address the same bug or code path." }, { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "New Nemotron Omni model support vs flash-linear-attention availability; unrelated." + "reason": "Nemotron Omni model support is unrelated to flash-linear-attention availability." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model addition vs NeuCodec model addition; different models and code paths." + "reason": "Both add model support, but for different models (OpenPangu-V2 vs NeuCodec); not the same change." }, { "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "Utility/backend availability change vs new model support; no overlap in bug or fix." + "reason": "Backend-availability helper change and NeuCodec model support are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "Audio SDPA dispatch change vs Granite-SWA model support; unrelated." + "reason": "sdpa dispatch support for wav2vec2-family models is unrelated to Granite-swa model support." }, { "left": "pull_request:46266", "right": "pull_request:47301", "accept": false, - "reason": "DINO/DINOv3 conversion/model modernization vs MTP docs; unrelated." + "reason": "Dino modern-standards refactor and MTP docs are different themes and code paths." }, { "left": "pull_request:46266", "right": "pull_request:47383", "accept": false, - "reason": "Model conversion/architecture work vs Kimi integration tests; not the same underlying issue." + "reason": "Dino modernization work is unrelated to Kimi integration tests." }, { "left": "pull_request:44775", "right": "pull_request:47304", "accept": false, - "reason": "Different docs maintenance changes; one is distributed-training nav, the other is MPS graph-cache docs cleanup." + "reason": "Distributed-training docs and Apple Silicon MPS docs are unrelated documentation updates." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "New RoMa model support vs SDPA packed-sequence optimization; unrelated." + "reason": "Different work: new model support vs XPU paged-attention tests." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "OpenPangu-V2 model support vs XPU paged-attention tests; unrelated." + "reason": "RoMa model support and packed-SDPA varlen routing are unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Model support vs attention-kernel optimization; different concrete changes." + "reason": "Granite-swa model support and packed-SDPA attention routing are unrelated." }, { "left": "pull_request:46604", "right": "pull_request:47003", "accept": false, - "reason": "Mistral tekken tokenizer utilities vs OpenVINO exporter implementation; different feature areas." + "reason": "Mistral tekken tokenizer utilities and OpenVINO exporter support do not fix the same issue." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "RoMa model support vs a docs-build comment tweak; unrelated." + "reason": "RoMa model support and a doc-builder pin comment change are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47275", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "Japanese docs wording updates vs new EfficientViTSam model support; unrelated." + "reason": "Model-architecture modernization and compressed-tensors quantization support are unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47301", + "left": "pull_request:47078", + "right": "pull_request:47275", "accept": false, - "reason": "Keypoint matcher model support vs MTP documentation; unrelated." + "reason": "Japanese docs wording changes do not match EfficientVit-SAM model support." }, { - "left": "pull_request:46995", + "left": "pull_request:47108", "right": "pull_request:47301", "accept": false, - "reason": "MLU support for flash-linear-attention availability vs MTP docs; unrelated." + "reason": "Doc-builder comment cleanup is unrelated to MTP documentation." }, { - "left": "pull_request:47179", - "right": "pull_request:47301", + "left": "pull_request:46266", + "right": "pull_request:47336", "accept": false, - "reason": "Granite-SWA model support vs MTP docs; unrelated." + "reason": "Dino modernization and offloading/save-pretrained bugfix are distinct." }, { - "left": "pull_request:46266", - "right": "pull_request:47336", + "left": "pull_request:46995", + "right": "pull_request:47301", "accept": false, - "reason": "DINO modernization/conversion changes vs fully-offloaded save bugfix; unrelated." + "reason": "Flash-linear-attention availability and MTP docs are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI expectation updates vs Granite-SWA model support; unrelated." + "reason": "CI expectation updates for Olmo3 are unrelated to adding Granite-swa model support." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Docs navigation edits vs Unlimited OCR model support; unrelated." + "reason": "Distributed-training docs and Unlimited OCR model support are unrelated." }, { - "left": "pull_request:46604", - "right": "pull_request:46658", + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "Mistral tokenizer utilities vs Step-3.7 Flash model/scripts; unrelated." + "reason": "Paged-attention XPU tests do not overlap with Granite-swa model support." }, { - "left": "pull_request:47163", - "right": "pull_request:47179", + "left": "pull_request:46604", + "right": "pull_request:46658", "accept": false, - "reason": "Paged-attention XPU test coverage vs Granite-SWA model addition; unrelated." + "reason": "Mistral tekken tokenizer utilities and Step-3.7 flash tooling are different model/tooling stacks." }, { "left": "pull_request:44517", "right": "pull_request:45157", "accept": false, - "reason": "Qwen3 TTS support vs Prism GGUF dequantization/import fixes; unrelated." + "reason": "Qwen3-TTS support and PrismML Bonsai support are separate model additions." }, { "left": "pull_request:47082", "right": "pull_request:47216", "accept": false, - "reason": "RoMa model addition vs compressed-tensors fp8 quantization work; unrelated." + "reason": "RoMa model support and compressed-tensors fp8 quantization work are unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47336", "accept": false, - "reason": "EfficientViTSam model support vs offloaded-save bugfix; unrelated." + "reason": "EfficientVit-SAM model support and offloaded-model saving bugfix are unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Packed SDPA runtime optimization vs docs cleanup for MPS graph cache; unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47383", - "accept": false, - "reason": "Doc-builder pin comment tweak vs Kimi integration tests; unrelated." + "reason": "Packed-SDPA attention routing is unrelated to an Apple Silicon docs cleanup." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 decode optimization vs compressed-tensors quantization/docs; not the same issue." + "reason": "Both touch performance/quantization topics, but one is finegrained FP8 decode optimization and the other is compressed-tensors fp8 support; different code paths." }, { - "left": "pull_request:47216", - "right": "pull_request:47336", + "left": "pull_request:47108", + "right": "pull_request:47383", "accept": false, - "reason": "Quantization format support vs fully-offloaded save bugfix; unrelated." + "reason": "Doc-builder comment cleanup is unrelated to Kimi integration tests." }, { "left": "pull_request:46912", - "right": "pull_request:47078", + "right": "pull_request:47352", "accept": false, - "reason": "RoPE test expansion vs Japanese docs wording; unrelated." + "reason": "RoPE tests across models and distributed runtime/mixin changes are not the same bug." }, { - "left": "pull_request:47166", - "right": "pull_request:47352", + "left": "pull_request:47179", + "right": "pull_request:47301", "accept": false, - "reason": "Quantization test updates vs distributed runtime/mixin refactor; unrelated." + "reason": "Granite-swa model support and MTP docs are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47301", + "left": "pull_request:47166", + "right": "pull_request:47352", "accept": false, - "reason": "SDPA backend dispatch change vs MTP docs; unrelated." + "reason": "Quantization test tweaks and distributed runtime utilities are unrelated." }, { - "left": "pull_request:47105", + "left": "pull_request:47184", "right": "pull_request:47298", "accept": false, - "reason": "VITS test re-enable vs MI450 runtime/model-failure fixes; different scopes." + "reason": "Different test issues: accelerator-mapping wording/requirement changes vs MI450-specific model failures." }, { - "left": "pull_request:47275", - "right": "pull_request:47304", + "left": "pull_request:47078", + "right": "pull_request:47322", "accept": false, - "reason": "Model support vs docs cleanup; unrelated." + "reason": "Japanese documentation wording changes are unrelated to AMD Quark config-class adjustments." }, { "left": "pull_request:45157", "right": "pull_request:46658", "accept": false, - "reason": "Prism GGUF dequantization/import fixes vs Step-3.7 Flash model build/conversion scripts; unrelated." + "reason": "PrismML Bonsai support and Step-3.7 flash tooling target different models and conversion flows." }, { "left": "pull_request:47078", - "right": "pull_request:47322", + "right": "pull_request:47243", "accept": false, - "reason": "Japanese docs wording vs AMD Quark quantization config changes; unrelated." + "reason": "Japanese docs wording changes are unrelated to ExecuTorch exporter fixes." }, { - "left": "pull_request:47078", - "right": "pull_request:47243", + "left": "pull_request:47275", + "right": "pull_request:47304", "accept": false, - "reason": "Japanese docs wording vs Executorch exporter fixes; unrelated." + "reason": "EfficientVit-SAM model support and MPS graph-cache docs are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3 TTS model support vs assisted-decoding/MTP docs; unrelated." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47398", - "accept": false, - "reason": "CohereASR training-loss bugfix vs GLM MoE config fallback fix; unrelated." + "reason": "Qwen3-TTS support and MTP docs do not address the same underlying issue." }, { "left": "pull_request:47294", "right": "pull_request:47360", "accept": false, - "reason": "Kernel function integration work vs CI workflow instrumentation change; unrelated." + "reason": "Kernel-native causal_conv1d functions and OTEL CI workflow changes are unrelated." }, { "left": "pull_request:47113", "right": "pull_request:47304", "accept": false, - "reason": "Audio feature/proc requirement fixes vs docs cleanup; unrelated." - } - ] - }, + "reason": "Audio feature/proc requirement fixes are unrelated to MPS graph-cache documentation." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47306", + "accept": false, + "reason": "CohereASR loss-shift fix and Neuron experiment scripts are different changes." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47298", + "accept": false, + "reason": "Re-enabling VITS test coverage is unrelated to MI450 failure fixes." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47320", + "accept": false, + "reason": "NeuCodec model support and response-schema deprecation are unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47294", + "accept": false, + "reason": "Olmo3 CI value updates and kernel-native causal_conv1d functions do not overlap." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47398", + "accept": false, + "reason": "CohereASR training-loss fix and GLM MoE config fallback are different model bugs." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24391,7 +24385,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 31, + "component_count": 33, "review_unit_index": 3, "review_unit_count": 4, "status": "reviewed", @@ -24453,29 +24447,29 @@ "soft_pairs": [ "pull_request:46912|pull_request:47291", "pull_request:47163|pull_request:47352", - "pull_request:46895|pull_request:47399", "pull_request:43451|pull_request:44517", + "pull_request:46895|pull_request:47399", "pull_request:47352|pull_request:47383", "pull_request:44517|pull_request:47383", "pull_request:47243|pull_request:47294", - "pull_request:44517|pull_request:47143", "pull_request:43451|pull_request:47352", + "pull_request:44517|pull_request:47143", "pull_request:47210|pull_request:47291", "pull_request:46957|pull_request:47383", "pull_request:46604|pull_request:47163", "pull_request:46604|pull_request:47383", "pull_request:46957|pull_request:47360", - "pull_request:47113|pull_request:47175", "pull_request:46381|pull_request:47322", - "pull_request:43451|pull_request:46604", + "pull_request:47113|pull_request:47175", "pull_request:46957|pull_request:47301", + "pull_request:43451|pull_request:46604", "pull_request:47113|pull_request:47275", "pull_request:47113|pull_request:47243", "pull_request:46912|pull_request:47113", "pull_request:47077|pull_request:47367", "pull_request:47294|pull_request:47306", - "pull_request:47275|pull_request:47367", "pull_request:47210|pull_request:47367", + "pull_request:47275|pull_request:47367", "pull_request:43451|pull_request:46381", "pull_request:46381|pull_request:47096", "pull_request:41855|pull_request:43424", @@ -24515,418 +24509,394 @@ "pull_request:47163|pull_request:47166", "pull_request:46509|pull_request:47163" ], - "prepared_review_unit_hash": "54a016e2814bf3b7d6b0458ffd8cc667e6d5c990d0e8932c582d27fdfa9deafb", + "prepared_review_unit_hash": "d5b645ff910f9cb99eb3a46f29caa0189efb8fd2401e0b50f94eddaed90b6538", "component_budget": { "node_count": 83, "item_count": 83, "soft_pair_count": 227, - "serialized_chars": 283383, - "estimated_input_tokens": 70846, - "estimated_eval_tokens": 141948 + "serialized_chars": 283998, + "estimated_input_tokens": 71000, + "estimated_eval_tokens": 142256 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 132890, - "estimated_input_tokens": 33223, - "estimated_eval_tokens": 66702 + "serialized_chars": 133218, + "estimated_input_tokens": 33305, + "estimated_eval_tokens": 66866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most links are false positives across unrelated model-add, docs, test, and exporter PRs. The only real duplicate cluster is CohereASR training-loss double-shift fixes: 46895, 46958, and 47090 all target the same bug, with 47090 being the best representative.", - "confidence": 0.96, + "summary": "Mostly a mixed bag of unrelated PRs. The only clear duplicate cluster is the CohereASR training-loss double-shift fixes (46895, 46958, 47090); the rest are separate model adds, docs, tests, or unrelated bugfixes and should not be merged together.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the best canonical choice: it fixes the same CohereASR double-shift loss bug as 46895/46958, has the explicit issue target, and uses the clearest final approach (`shift_labels` to preserve loss reduction behavior).", + "canonical_pr_reason": "No single PR represents the whole mixed cluster. If forced to pick one anchor, 47090 is the best canonical within the only true duplicate subgroup because it explicitly targets issue 46894 and states the full training-loss double-shift fix most clearly.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest overall representative of the actual duplicate cluster because it is the latest, most complete fix for the same concrete training-loss bug and subsumes the earlier variants.", + "best_pr_reason": "47090 is the strongest single PR in the set for duplicate triage: it is part of the confirmed CohereASR duplicate chain, has the explicit issue link, and is the most complete/clear statement of that fix.", "soft_edge_verdicts": [ { "left": "pull_request:46912", "right": "pull_request:47291", "accept": false, - "reason": "RoPE test-value updates vs generation-config deprecation; different code paths and problems." + "reason": "Different changes: RoPE test/model tweaks vs continuous batching config deprecation." }, { "left": "pull_request:47163", "right": "pull_request:47352", "accept": false, - "reason": "Paged-attention XPU test coverage vs distributed runtime utilities; unrelated changes." + "reason": "Unrelated: XPU paged-attention test additions vs distributed runtime utilities." }, { - "left": "pull_request:46895", - "right": "pull_request:47399", + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "CohereASR loss bug fix vs Cosmos 3 Edge patch packing order; different models and bugs." + "reason": "Different model adds: Molmo2 vs Qwen3-TTS." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:46895", + "right": "pull_request:47399", "accept": false, - "reason": "Separate new-model additions (Molmo2 vs Qwen3 TTS); not the same model or change." + "reason": "CohereASR loss fix is unrelated to Cosmos3 Edge patch packing order." }, { "left": "pull_request:47352", "right": "pull_request:47383", "accept": false, - "reason": "Distributed runtime utilities vs Kimi integration tests; only broad framework similarity." + "reason": "Distributed runtime utilities vs Kimi integration tests are not the same change." }, { "left": "pull_request:44517", "right": "pull_request:47383", "accept": false, - "reason": "Qwen3 TTS model add vs Kimi integration tests; unrelated artifacts." + "reason": "Qwen3-TTS model add and Kimi integration tests are unrelated." }, { "left": "pull_request:47243", "right": "pull_request:47294", "accept": false, - "reason": "ExecuTorch exporter fixes vs kernel-native causal_conv1d support; different concrete functionality." + "reason": "Executorch exporter fixes vs causal_conv1d kernel plumbing are different code paths." }, { - "left": "pull_request:44517", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:47352", "accept": false, - "reason": "Different model additions (Qwen3 TTS vs NeuCodec), not the same underlying change." + "reason": "Molmo2 model add is unrelated to distributed runtime utils." }, { - "left": "pull_request:43451", - "right": "pull_request:47352", + "left": "pull_request:44517", + "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 model addition and distributed runtime utilities are unrelated." + "reason": "Qwen3-TTS add and NeuCodec add are different model integrations." }, { "left": "pull_request:47210", "right": "pull_request:47291", "accept": false, - "reason": "Packed SDPA varlen-attention routing vs continuous-batching config deprecation; different bugs." + "reason": "Packed SDPA varlen routing is unrelated to CB config deprecation." }, { "left": "pull_request:46957", "right": "pull_request:47383", "accept": false, - "reason": "Finegrained FP8 decode optimization vs Kimi integration tests; not the same fix." + "reason": "Finegrained FP8 decode optimization is unrelated to Kimi tests." }, { "left": "pull_request:46604", "right": "pull_request:47163", "accept": false, - "reason": "Mistral tekken tokenizer utilities vs paged-attention XPU tests; unrelated." + "reason": "Mistral tekken tokenizer utilities and XPU paged-attention tests are unrelated." }, { "left": "pull_request:46604", "right": "pull_request:47383", "accept": false, - "reason": "Mistral tekken utilities vs Kimi integration tests; different code and intent." + "reason": "Tokenizer conversion utilities and Kimi integration tests are different work." }, { "left": "pull_request:46957", "right": "pull_request:47360", "accept": false, - "reason": "FP8 grouped/batched kernel optimization vs CI OTEL workflow change; unrelated." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47175", - "accept": false, - "reason": "Audio feature/proc requirements fix vs Olmo3 CI expectation refresh; different issues." + "reason": "FP8 kernel optimization is unrelated to CI workflow changes." }, { "left": "pull_request:46381", "right": "pull_request:47322", "accept": false, - "reason": "Tokenizer version bump vs AMD Quark config-class rename; unrelated maintenance." + "reason": "Tokenizers version bump and AMD Quark config updates are separate dependency issues." }, { - "left": "pull_request:43451", - "right": "pull_request:46604", + "left": "pull_request:47113", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model add vs Mistral tekken tokenizer utilities; not the same artifact." + "reason": "Audio feature/proc requirement fixes do not match Olmo3 CI expectation updates." }, { "left": "pull_request:46957", "right": "pull_request:47301", "accept": false, - "reason": "FP8 decode optimization vs MTP documentation; different subsystems." + "reason": "FP8 grouped/batched optimization is unrelated to MTP docs." }, { "left": "pull_request:47113", "right": "pull_request:47275", "accept": false, - "reason": "Audio requirements fix vs EfficientViTSam model addition; unrelated." + "reason": "Audio requirements fixes are unrelated to adding EfficientViT-SAM." }, { "left": "pull_request:47113", "right": "pull_request:47243", "accept": false, - "reason": "Audio requirements fix vs ExecuTorch exporter fixes; different bugs." + "reason": "Audio requirement fixes and Executorch exporter fixes are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE-related tests vs Olmo3 CI expectation updates; different test concerns." + "reason": "RoPE model/test adjustments are unrelated to Olmo3 CI value updates." }, { "left": "pull_request:47077", "right": "pull_request:47367", "accept": false, - "reason": "Japanese DistilBERT docs translation vs pipeline device-placement clarification; unrelated docs." + "reason": "Japanese DistilBERT docs and pipeline device-placement behavior are unrelated." }, { "left": "pull_request:47294", "right": "pull_request:47306", "accept": false, - "reason": "Kernel-native causal_conv1d functions vs Neuron experiment scripts; different features." + "reason": "Kernel integration work for causal_conv1d is unrelated to Neuron experiments." }, { - "left": "pull_request:47275", + "left": "pull_request:47210", "right": "pull_request:47367", "accept": false, - "reason": "EfficientViTSam model add vs pipeline device-placement docs/code; unrelated." + "reason": "Packed SDPA varlen attention and pipeline device docs are unrelated." }, { - "left": "pull_request:47210", + "left": "pull_request:47275", "right": "pull_request:47367", "accept": false, - "reason": "Packed SDPA varlen attention vs pipeline device-placement clarification; different changes." + "reason": "EfficientViT-SAM model add is unrelated to pipeline device placement docs." }, { "left": "pull_request:43451", "right": "pull_request:46381", "accept": false, - "reason": "Molmo2 model add vs tokenizer dependency bump; not the same work." + "reason": "Model addition and tokenizers dependency bump are not the same change." }, { "left": "pull_request:46381", "right": "pull_request:47096", "accept": false, - "reason": "Tokenizer dependency changes vs ExecuTorch/Kimi exporter work; unrelated." + "reason": "Tokenizers dependency update is unrelated to Kimi exportability work." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer missing methods vs ExecuTorch dynamic-shape tests; different artifacts." + "reason": "Mistral missing-methods patch and Executorch dynamic-shape tests are unrelated." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods vs MobileLLM model addition; unrelated." + "reason": "Mistral tokenizer methods and MobileLLM model addition are different changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs MobileLLM model addition; different changes." + "reason": "Processor robustness fixes do not match a new MobileLLM model add." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "ExecuTorch dynamic-shape test vs MTP docs; unrelated." + "reason": "Executorch dynamic-shape tests are unrelated to MTP docs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47383", + "accept": false, + "reason": "Executorch export tests and Kimi integration tests are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model and config-resolution order fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:47383", "accept": false, - "reason": "Mistral4 test fixes vs Kimi integration tests; different models and bugs." + "reason": "Mistral4 test fixes do not match Kimi integration tests." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs CLIP-like `layrnorm` rename mapping; unrelated." + "reason": "Mistral4 tests and layrnorm->layernorm rename are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export tests vs Mistral4 tests; only broad testing similarity." + "reason": "Executorch export tests and Mistral4 tests are different concerns." }, { "left": "pull_request:43823", - "right": "pull_request:45213", + "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill draft; not the same change." + "reason": "MobileLLM addition and Falcon output-interface refactor are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; unrelated." + "reason": "cross_entropy kwargs fix is unrelated to MobileLLM model addition." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs TDT loss kernel addition; different code paths." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon output-interface refactor vs model-creation skill draft; unrelated." + "reason": "Mistral4 test fixes and TDT loss kernel work are unrelated." }, { - "left": "pull_request:44827", - "right": "pull_request:45213", + "left": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Mistral4 tests vs model-creation skill draft; not the same bug or feature." + "reason": "Executorch dynamic-shape tests and MobileLLM add are unrelated." }, { "left": "pull_request:43995", - "right": "pull_request:44827", - "accept": false, - "reason": "Falcon output-interface refactor vs Mistral4 tests; different models/problems." - }, - { - "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model add vs model-creation skill draft; unrelated artifacts." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43823", - "accept": false, - "reason": "Cross-entropy kwargs fix vs MobileLLM model add; different concern." + "reason": "Falcon refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs model-creation skill draft; not a duplicate." + "reason": "Mistral4 tests and the model-creation skill are not the same artifact." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs model-creation skill draft; unrelated." + "reason": "Falcon refactor and Mistral4 test fixes are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model add vs model-creation skill draft; different scope." + "reason": "MobileLLM model add 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 files and same issue target, with 47090 refining the fix." + "reason": "Same CohereASR double-shift bug/fix; both touch the same files and issue 46894." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss bug in the same code path; 47090 is the more complete final variant." + "reason": "Same CohereASR loss double-shift fix on the same code path and issue target." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both address the same CohereASR double-shift training-loss issue in the same files." + "reason": "Same underlying CohereASR training-loss bug; these are duplicate fix variants." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "XPU expectation updates in different test suites for different models; not the same bug." + "reason": "Both are test expectation updates for XPU, but they fix different models and failures." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Quantization test tweaks vs Qwen3 Next accelerator test rename; unrelated." + "reason": "Different test suites and unrelated expectation tweaks." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE tests vs Olmo3 CI numeric adjustments; different test goals." + "reason": "RoPE changes and Olmo3 CI expectation updates are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47383", "accept": false, - "reason": "ExecuTorch exporter fixes vs Kimi integration tests; same model family but different concrete changes." + "reason": "Kimi exportability changes and Kimi integration tests are not the same concrete fix." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Qwen3 Next accelerator test rename vs TipsV2-DPT XPU expectation updates; unrelated." + "reason": "Different test failures in different model suites; no shared underlying bug." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "MTP support docs vs MPS graph-cache docs; different documentation topics." + "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 translation vs MPS graph-cache docs; unrelated." + "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 scaffolding vs Unlimited OCR model addition; different models." + "reason": "Step3p7 flash work and Unlimited OCR model addition are unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47301", "accept": false, - "reason": "Packed SDPA varlen-attention code vs MTP docs; unrelated." + "reason": "Packed SDPA attention change is unrelated to MTP documentation." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter work vs ExecuTorch exporter fixes; different exporters and code paths." + "reason": "OpenVINO exporter and Executorch exporter fixes target different backends." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Nemotron Omni model add vs NeuCodec model add; different models." + "reason": "Nemotron Omni and NeuCodec are separate model additions." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Paged-attention XPU tests vs Qwen3 Next accelerator tests; different test suites." + "reason": "Paged-attention XPU tests and Qwen3-Next test fixes are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU tests vs quantization test updates; unrelated." + "reason": "Paged-attention XPU tests and quantization test tweaks are unrelated." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Nemotron Omni model add vs paged-attention XPU tests; unrelated." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47292", - "accept": false, - "reason": "Quantization test updates vs TipsV2-DPT XPU failures; different models and fixes." - }, - { - "left": "pull_request:47173", - "right": "pull_request:47292", - "accept": false, - "reason": "Generic XPU expectation fixes vs TipsV2-DPT-specific test values; not the same change." + "reason": "Nemotron Omni model support and paged-attention XPU tests are unrelated." } ] }, @@ -24940,7 +24910,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 31, + "component_count": 33, "review_unit_index": 4, "review_unit_count": 4, "status": "reviewed", @@ -24986,8 +24956,8 @@ "soft_pairs": [ "pull_request:45157|pull_request:46836", "pull_request:46836|pull_request:47387", - "pull_request:47163|pull_request:47292", "pull_request:47291|pull_request:47322", + "pull_request:47163|pull_request:47292", "pull_request:45157|pull_request:46509", "pull_request:47301|pull_request:47336", "pull_request:47216|pull_request:47383", @@ -25003,8 +24973,8 @@ "pull_request:47294|pull_request:47298", "pull_request:45157|pull_request:47387", "pull_request:46658|pull_request:47387", - "pull_request:46196|pull_request:47143", "pull_request:47143|pull_request:47163", + "pull_request:46196|pull_request:47143", "pull_request:46658|pull_request:47143", "pull_request:46658|pull_request:47322", "pull_request:47143|pull_request:47387", @@ -25045,14 +25015,14 @@ "pull_request:47003|pull_request:47387", "pull_request:47096|pull_request:47143" ], - "prepared_review_unit_hash": "c5ba8e54f93ea214a77f939e52e2e6935f6b09324ddb1bdecdbb17dcba723aaa", + "prepared_review_unit_hash": "0c3509326b4ffdcdd5608d2cd10d041029280699995e2c78fa6a6ba3a37c508f", "component_budget": { "node_count": 83, "item_count": 83, "soft_pair_count": 227, - "serialized_chars": 283383, - "estimated_input_tokens": 70846, - "estimated_eval_tokens": 141948 + "serialized_chars": 283998, + "estimated_input_tokens": 71000, + "estimated_eval_tokens": 142256 }, "budget": { "node_count": 32, @@ -25067,318 +25037,342 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft links are mostly false positives: the items span unrelated PRs for model additions, docs, tests, exporters, quantization, and bug fixes. I found no pair that clearly shares the same concrete underlying change or bug, so no duplicate cluster emerges.", - "confidence": 0.94, + "summary": "This cluster is a heterogeneous grab-bag of unrelated PRs (model additions, exporter changes, docs, and test fixes). I do not see a safe canonical duplicate candidate, and none of the soft edges look like the same underlying bug/change.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a safe representative: the set spans unrelated features and fixes, so there is no clear canonical PR for deduplication.", "soft_edge_verdicts": [ { "left": "pull_request:45157", "right": "pull_request:46836", "accept": false, - "reason": "Different model-support PRs for unrelated architectures (PrismML Bonsai quantization vs Unlimited OCR)." + "reason": "Different model-support PRs (PrismML Bonsai vs Unlimited OCR); unrelated code paths." }, { "left": "pull_request:46836", "right": "pull_request:47387", "accept": false, - "reason": "Unlimited OCR model support is unrelated to one-to-many conversion support in core loading." + "reason": "Unlimited OCR model support vs one-to-many conversion loading; unrelated changes." }, { - "left": "pull_request:47163", - "right": "pull_request:47292", + "left": "pull_request:47291", + "right": "pull_request:47322", "accept": false, - "reason": "Both mention XPU, but one adds paged-attention test coverage and the other fixes a specific model test; different issues." + "reason": "Different config changes: deprecating continuous_batching_config vs Quark QConfig import/update." }, { - "left": "pull_request:47291", - "right": "pull_request:47322", + "left": "pull_request:47163", + "right": "pull_request:47292", "accept": false, - "reason": "Different config changes for different subsystems (gen deprecation vs AMD Quark config class rename)." + "reason": "Both add XPU-related tests, but for different models and different failure modes." }, { "left": "pull_request:45157", "right": "pull_request:46509", "accept": false, - "reason": "Unrelated model-support additions for PrismML Bonsai and Nemotron Omni." + "reason": "Different model additions (PrismML Bonsai vs Nemotron Omni); no shared bug." }, { "left": "pull_request:47301", "right": "pull_request:47336", "accept": false, - "reason": "Docs for MTP support and offloaded-model saving bugfix are unrelated changes." + "reason": "Docs about MTP support vs offloaded model saving bugfix; unrelated." }, { "left": "pull_request:47216", "right": "pull_request:47383", "accept": false, - "reason": "Compressed-tensors FP8 support and Kimi integration tests do not target the same problem." + "reason": "Compressed-tensors quantization vs Kimi integration tests; unrelated." }, { "left": "pull_request:47336", "right": "pull_request:47383", "accept": false, - "reason": "Offloaded-model saving bugfix and Kimi integration tests are unrelated." + "reason": "Model offloading save bugfix vs Kimi integration tests; unrelated." }, { "left": "pull_request:46509", "right": "pull_request:47387", "accept": false, - "reason": "Nemotron Omni support is unrelated to one-to-many conversion support." + "reason": "Nemotron Omni support vs one-to-many conversion support; separate features." }, { "left": "pull_request:47304", "right": "pull_request:47367", "accept": false, - "reason": "Both are docs-oriented, but they address different topics: MPS graph cache vs pipeline device placement." + "reason": "Two docs PRs, but about different topics (MPS graph cache vs pipeline device placement)." }, { "left": "pull_request:46912", "right": "pull_request:47298", "accept": false, - "reason": "RoPE test expansion and MI450 image/model failure fixes are different issues." + "reason": "RoPE test updates vs MI450 image-decoder fallback fixes; unrelated." }, { "left": "pull_request:47301", "right": "pull_request:47383", "accept": false, - "reason": "MTP docs and Kimi integration tests are unrelated." + "reason": "MTP docs vs Kimi integration tests; unrelated." }, { "left": "pull_request:47216", "right": "pull_request:47301", "accept": false, - "reason": "Compressed-tensors FP8 support is unrelated to MTP docs." + "reason": "Compressed-tensors fp8 work vs assisted-decoding MTP docs; unrelated." }, { "left": "pull_request:46509", "right": "pull_request:47301", "accept": false, - "reason": "Nemotron Omni support and MTP docs do not share the same underlying change." + "reason": "Nemotron Omni support vs MTP docs; unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47298", "accept": false, - "reason": "Olmo3 CI test updates and MI450 failure fixes are not the same bug." + "reason": "Olmo3 CI test value changes vs MI450 image-utils fix; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47210", "accept": false, - "reason": "Paged-attention XPU tests and packed-SDPA varlen routing are different test/code-path changes." + "reason": "XPU paged-attention tests vs packed-SDPA varlen routing; different code paths." }, { "left": "pull_request:47294", "right": "pull_request:47298", "accept": false, - "reason": "Kernel-native causal_conv1d support is unrelated to MI450 image/model fixes." + "reason": "Kernel native causal_conv1d support vs image loading/model failures on MI450; unrelated." }, { "left": "pull_request:45157", "right": "pull_request:47387", "accept": false, - "reason": "PrismML Bonsai support and one-to-many conversion support are unrelated." + "reason": "PrismML Bonsai support vs one-to-many conversion support; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:47387", "accept": false, - "reason": "Step-3.7 Flash model work and one-to-many conversion support are unrelated." + "reason": "Step-3.7 Flash support vs one-to-many conversion support; no shared underlying change." }, { - "left": "pull_request:46196", - "right": "pull_request:47143", + "left": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "SDPA dispatch support across audio models and NeuCodec model addition are different changes." + "reason": "NeuCodec support vs paged-attention XPU tests; unrelated model/features." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:46196", + "right": "pull_request:47143", "accept": false, - "reason": "NeuCodec model support and paged-attention XPU tests are unrelated." + "reason": "wav2vec2 SDPA dispatch vs NeuCodec support; different models and fixes." }, { "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Step-3.7 Flash model support and NeuCodec support are different model additions." + "reason": "Step-3.7 Flash support vs NeuCodec support; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:47322", "accept": false, - "reason": "Step-3.7 Flash work is unrelated to AMD Quark config changes." + "reason": "Step-3.7 Flash support vs Quark config changes; unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47387", "accept": false, - "reason": "NeuCodec support and one-to-many conversions are unrelated." + "reason": "NeuCodec model support vs one-to-many conversions; unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47322", "accept": false, - "reason": "NeuCodec support and Quark config changes are unrelated." + "reason": "NeuCodec support vs Quark config changes; unrelated." }, { "left": "pull_request:45157", "right": "pull_request:47143", "accept": false, - "reason": "PrismML Bonsai support and NeuCodec support are unrelated model additions." + "reason": "PrismML Bonsai support vs NeuCodec support; different model additions." }, { "left": "pull_request:47301", "right": "pull_request:47367", "accept": false, - "reason": "MTP docs and pipeline device-placement docs are unrelated." + "reason": "MTP docs vs pipeline device-placement docs; different documentation topics." }, { "left": "pull_request:43451", "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model addition and Executorch exporter fixes are unrelated." + "reason": "Molmo2 model support vs Executorch exporter fixes; unrelated features." }, { "left": "pull_request:47096", "right": "pull_request:47243", "accept": false, - "reason": "Kimi exportability work and Executorch exporter fixes target different concrete code paths." + "reason": "Both touch exporter internals, but one is Kimi exportability and the other is Executorch/xcodec2 fixes; not the same concrete change." }, { "left": "pull_request:43451", "right": "pull_request:47291", "accept": false, - "reason": "Molmo2 support and continuous-batching config deprecation are unrelated." + "reason": "Molmo2 model support vs continuous-batching deprecation; unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47383", "accept": false, - "reason": "Quantization test updates and Kimi integration tests are unrelated." + "reason": "Quantization test updates vs Kimi integration tests; unrelated." }, { "left": "pull_request:47184", "right": "pull_request:47383", "accept": false, - "reason": "Qwen3 Next multi-accelerator test changes and Kimi integration tests are unrelated." + "reason": "Minor accelerator-test updates vs Kimi integration tests; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model addition and Olmo3 CI test updates are unrelated." + "reason": "Molmo2 model support vs Olmo3 CI test tweaks; unrelated." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model-addition PRs with different code paths." + "reason": "VibeVoice and Molmo2 are different model additions; no shared bug/change." }, { "left": "pull_request:47306", "right": "pull_request:47367", "accept": false, - "reason": "Neuron training experiments and pipeline device-placement docs are unrelated." + "reason": "Neuron experiment scripts vs pipeline docs; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47298", + "left": "pull_request:47298", + "right": "pull_request:47399", "accept": false, - "reason": "Molmo2 support and MI450 image/model fixes are unrelated." + "reason": "MI450 image-loading fix vs Cosmos3 Edge patch-packing order fix; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47398", + "left": "pull_request:47398", + "right": "pull_request:47399", "accept": false, - "reason": "Molmo2 support and GLM MoE DSA config fallback are unrelated." + "reason": "GLM MoE config fallback vs Cosmos3 Edge patch packing order; unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47398", + "left": "pull_request:46658", + "right": "pull_request:47399", "accept": false, - "reason": "Kimi exporter work and GLM MoE config fallback are unrelated." + "reason": "Step-3.7 Flash support vs Cosmos3 Edge patch packing order; unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47399", + "left": "pull_request:43451", + "right": "pull_request:47096", "accept": false, - "reason": "Kimi exporter work and Cosmos 3 Edge patch packing order fixes are unrelated." + "reason": "Molmo2 model support vs Kimi exportability work; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47306", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 support and Neuron experiments are unrelated." + "reason": "Molmo2 model support vs OpenVINO exporter; unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47387", + "left": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "Kimi exportability work and one-to-many conversions are unrelated." + "reason": "OpenVINO exporter addition vs Kimi exportability fixes; both exporter-related but distinct features and code paths." }, { - "left": "pull_request:47003", - "right": "pull_request:47387", + "left": "pull_request:43451", + "right": "pull_request:47322", "accept": false, - "reason": "OpenVINO exporter work and one-to-many conversions are unrelated." + "reason": "Molmo2 model support vs Quark config changes; unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47143", + "right": "pull_request:47322", "accept": false, - "reason": "Kimi exporter work and NeuCodec support are unrelated." + "reason": "Kimi exportability work vs Quark config changes; unrelated." }, { - "left": "pull_request:47003", + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model support vs MI450 image-decoder fallback fixes; unrelated." + }, + { + "left": "pull_request:43451", "right": "pull_request:47398", "accept": false, - "reason": "OpenVINO exporter work and GLM MoE config fallback are unrelated." + "reason": "Molmo2 model support vs GLM MoE config fallback; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47306", + "left": "pull_request:43451", + "right": "pull_request:47399", "accept": false, - "reason": "OpenVINO exporter work and Neuron experiments are unrelated." + "reason": "Molmo2 model support vs Cosmos3 Edge patch packing order; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47387", + "left": "pull_request:47096", + "right": "pull_request:47398", "accept": false, - "reason": "OpenVINO exporter work and one-to-many conversions are unrelated." + "reason": "Kimi exportability work vs GLM MoE config fallback; unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47387", + "right": "pull_request:47399", "accept": false, - "reason": "Kimi exportability work and one-to-many conversions are unrelated." + "reason": "Kimi exportability work vs Cosmos3 Edge patch packing order; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47387", + "left": "pull_request:43451", + "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter work and one-to-many conversions are unrelated." + "reason": "Molmo2 model support vs Neuron experiment scripts; unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47143", + "right": "pull_request:47306", "accept": false, - "reason": "Kimi exporter work and NeuCodec support are unrelated." + "reason": "Kimi exportability work vs Neuron experiment scripts; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47398", "accept": false, - "reason": "OpenVINO exporter work and GLM MoE config fallback are unrelated." + "reason": "OpenVINO exporter addition vs GLM MoE config fallback; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter work and Neuron experiments are unrelated." + "reason": "OpenVINO exporter addition vs Neuron experiment scripts; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "Kimi exportability fixes vs one-to-many conversion support; related to loading/export infra but not the same change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47387", + "accept": false, + "reason": "OpenVINO exporter addition vs one-to-many conversion support; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability work vs NeuCodec support; unrelated." } ] }, @@ -25392,7 +25386,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25408,7 +25402,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "0aaa3b2aa82331cfed11462fa4a70f7c07630bc65c4285cf1aa2c85354d4e381", + "prepared_review_unit_hash": "f8a559ad5b260f9bcfa1bdcc868bc89ed977ab617d33166d413da1b0dbc32bb3", "component_budget": { "node_count": 2, "item_count": 2, @@ -25430,8 +25424,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different model families, different code paths, and do not represent the same underlying change.", - "confidence": 0.99, + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduped or merged as the same change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -25441,7 +25435,7 @@ "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and features: TimesFM forecasting with covariates versus DINOv3 image classification. No shared bug or mergeable change scope." + "reason": "Different underlying changes and code paths: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same bug or feature." } ] }, @@ -25455,7 +25449,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25518,7 +25512,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25534,12 +25528,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "27758471f7b85818ab4e27aa6a8c1c3e2f6737b666fa79c1e1bee65076332e04", + "prepared_review_unit_hash": "ab9e076acdbf531a1972f6f42450f2136c84b5003e3504d49d03e424ce58adb7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -25547,7 +25541,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -25556,18 +25550,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated workflow-maintenance pull requests: one upgrades several GitHub Actions for Node 24 compatibility, the other bumps Docker build actions to newer versions. They overlap in some workflow files but do not fix the same underlying problem or represent a mergeable single change.", - "confidence": 0.95, + "summary": "Two workflow-maintenance PRs overlap in files, but they address different action upgrades and different motivations. They are related, not duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:42975 is the more coherent representative: it has a single explicit goal (Node 24 compatibility) and a consistent set of action-version upgrades across workflows.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the more specific, concrete goal: bringing multiple workflow actions up to Node 24-compatible versions.", "best_issue_reason": null, - "best_pr_reason": "pull_request:42975 is the best overall representative because its intent is clearer and broader, while 42976 is a narrower dependency bump focused on Docker build actions.", + "best_pr_reason": "PR 42975 is the best overall representative of the cluster because its title and scope clearly describe the underlying maintenance task, while 42976 is a narrower generic version-bump PR focused mainly on docker/build-push-action.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different maintenance updates: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility; 42976 upgrades docker/build-push-action v5->v6. Shared workflow files are incidental, not the same concrete change." + "reason": "Reject: both are workflow dependency bumps, but they upgrade different actions for different reasons. 42975 updates checkout/cache/upload-artifact for Node 24 compatibility; 42976 updates docker/build-push-action to v6 in docker-related workflows. They are not the same concrete change and would not naturally merge into one PR." } ] }, @@ -25581,7 +25575,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25602,12 +25596,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "3bf7fb48b380a2a02621681d15d297bc6f84abec588215ae7f3d407f6ddb5f91", + "prepared_review_unit_hash": "f5be155516dd54a930cf5131af33cb1376136ad8bb899776ab02feca118242cc", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -25615,7 +25609,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -25624,36 +25618,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs that only overlap on shared infrastructure files like docs/auto mappings; they do not look like the same underlying change, so none should be clustered as duplicates.", + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3.7 Flash) that only overlap on generic Transformers scaffolding like docs/toctree and auto-registry files. The shared files do not indicate the same underlying fix or change, so none of the soft edges should be merged.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR introduces a different model (ViT NEPA, Molmo, CTSM, Step3p7) with distinct code paths and tests, despite some shared registry/docs edits.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good duplicate representative for this cluster because the overlapping files are generic framework plumbing rather than evidence of one shared fix/change.", + "best_pr_reason": "45490 is the strongest single representative of the cluster only in the sense of being a mature model-addition PR with substantial review activity and shared infrastructure touches, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are generic registration work, not the same concrete change." + "reason": "Different model integrations (ViT NEPA vs Molmo); shared docs/auto files are generic boilerplate, not a shared code-path bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "These add unrelated models (ViT NEPA vs CTSM) and touch different model implementations; overlap is only broad model registry/docs plumbing." + "reason": "Different model families and implementation details; overlap is limited to common registry/docs plumbing, which is insufficient for duplicate PR treatment." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model integrations with different code paths; shared files do not imply a single duplicate PR." + "reason": "Both are model-add PRs, but they implement unrelated models with only generic Transformers infrastructure in common." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model additions; despite heavier overlap in auto-mapping files, they are not the same underlying change." + "reason": "CTSM and Step3.7 Flash are distinct model additions; shared auto-mapping and docs updates are template-level similarities, not the same concrete change." } ] }, @@ -25667,7 +25661,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25704,7 +25698,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "602097d29f649eee4712ce34ce9ef23fc1bfe3bd34b778d44d308797e8529f27", + "prepared_review_unit_hash": "3b6b37fb34f234919858b9b88cf593e2812a41813d6e45cc52f194e97a566631", "component_budget": { "node_count": 8, "item_count": 8, @@ -25726,114 +25720,114 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs bundled by soft similarity. The only strong duplicate-like pair is the YOLOS device-mismatch fixes (46886 and 46922), which target the same issue and code path; the rest should stay separate.", - "confidence": 0.91, + "summary": "Only the YOLOS pair (46886, 46922) looks like the same underlying bug fix; the rest are unrelated test, CI, docs, or different-model changes. PR 46922 is the better canonical representative because it includes the concrete device-mismatch fix plus the split-module adjustment for the same issue.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best representative because it addresses the concrete YOLOS forward/device-mismatch fix directly in model code and also includes the split-module safeguard; it is the more complete version of the same change as 46886.", + "canonical_pr_reason": "46922 is the strongest representative of the YOLOS bug fix: it directly patches the failing forward path (`mid_position_embeddings` to `hidden_states.device`) and also adds the `no_split_modules` guard for the same device-mapping problem.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest standalone PR in this set for triage purposes: it has an explicit issue target, touches the real production code path, and is narrowly about one bug fix rather than test churn or unrelated maintenance.", + "best_pr_reason": "46922 is the best global PR: it is a concrete fix for one code path, tied to an explicit issue target, and is more complete than the earlier YOLOS patch.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-oriented PRs, but they affect different models and do not fix the same underlying bug or code path." + "reason": "Different models and unrelated changes; one is Whisper tokenizer/test work, the other is CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test fix and FP8 dequant logic are unrelated subsystems with different failure modes." + "reason": "Whisper test/tokenization changes versus FP8/dequant-loading changes; no shared bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decoding tests and generation-watermarking validation are separate issues." + "reason": "Whisper test fix versus generation/watermarking and broad CI validation changes; unrelated." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tests and YOLOS device-mismatch fixes are unrelated." + "reason": "Whisper decoding/tests and YOLOS device-mismatch fix are different models and different failures." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are both test-heavy PRs, but they target different models and different behaviors; no shared bug is evident." + "reason": "Both touch tests, but for different subsystems and failure modes; not the same underlying fix." }, { "left": "pull_request:43665", "right": "pull_request:47393", "accept": false, - "reason": "CLIP/ViT test edits and a README URL change are unrelated." + "reason": "Test-only edits versus a README URL tweak; clearly unrelated." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Model test failures in CLIP/ViT are not the same as the FP8 dequant fix." + "reason": "Test scaffolding changes versus FP8/dequantization code; not the same bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different components and different bug classes; test changes do not indicate the same underlying fix." + "reason": "CLIP/ViT test edits do not match the generation/configuration and CI-oriented fixes in 46380." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test updates are unrelated to YOLOS runtime device placement." + "reason": "Different model families and different code paths; no evidence they fix the same defect." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/dequantization logic and CI Phimoe integration-test infrastructure are different concerns." + "reason": "FP8/dequant logic versus Phimoe integration-test/CI adjustments; unrelated changes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "The FP8 kernel/model-loading fix and watermarking/generation validation are unrelated code paths." + "reason": "Both are broad fixes, but for different areas: FP8 loading versus generation/watermarking and tests." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "These PRs fix different model/runtime issues; no same bug or mergeable combined change is shown." + "reason": "Different models and different bugs; no shared concrete code-path problem." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI/device-memory setup are unrelated." + "reason": "CI/test infrastructure changes, but the actual failure modes and code changes differ." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "A generation-config validation fix is not the same bug as YOLOS device mismatch." + "reason": "Generation watermarking/config validation is unrelated to YOLOS device placement." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI memory/device-map handling and YOLOS model device placement are different issues." + "reason": "Phimoe integration-test CI fix versus YOLOS device-mismatch fix; not mergeable as one bug fix." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs address the same YOLOS device-mismatch problem under device_map=\"auto\" in the same file, and 46922 plausibly subsumes 46886's fix." + "reason": "Same YOLOS device-mismatch issue in the same file and same issue target; 46922 looks like an expanded/updated version of the earlier fix and they address the same concrete code-path problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The duplicate-like relationship between 46886 and 46922 is well supported: they share the same issue target and file, and 46922 clearly subsumes 46886 by adding the runtime device-placement fix plus the split-module safeguard. The other pairwise rejections are appropriately cautious given only soft similarity evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The YOLOS pair (46886, 46922) is supported by the shared file and issue target, and 46922 is a plausible superset/expanded version of 46886\u2019s device-mapping fix. The other rejected pairs are also reasonably treated as unrelated based on the provided diffs and titles." }, "evaluator_used": true, "retried": false, @@ -25844,7 +25838,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25863,7 +25857,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "d0cd80cd8783ddd95b6a182b6a787f047a9458af93948071d32182c68cd30a42", + "prepared_review_unit_hash": "bac93725ed71a9045333e8ee93b295e9637d495e98f27189cd6a714feed9f8bb", "component_budget": { "node_count": 3, "item_count": 3, @@ -25885,30 +25879,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are synthetic '[don't merge]' pull requests, but they target different behaviors: version/setup bot checks, workflow diff/show tooling, and a security-gate workflow trigger change. The title similarity is superficial; there is no clear duplicate PR cluster here.", - "confidence": 0.92, + "summary": "Three synthetic \u201c[don't merge]\u201d pull requests with overlapping repository areas but distinct edits; they should not be clustered as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must be treated as the cluster representative, 46747 is the most self-contained and concrete change: a single workflow file with a clear trigger shift.", + "canonical_pr_reason": "PR 43532 is the broadest representative of the set, but the three PRs are distinct and not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "46747 is the best standalone PR candidate because it has the narrowest scope and the clearest code-path change, while the others are broader or mix multiple unrelated workflow/test changes.", + "best_pr_reason": "PR 43532 is the best cluster anchor because it touches the most files and subsystems, though it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different purposes and files: 43488 is a setup/version-format and test bot probe, while 46747 changes a PR security-gate workflow trigger. Not the same underlying change." + "reason": "Different change sets: 43488 tweaks setup/version and test dependency wiring, while 46747 only changes a workflow trigger for the security gate." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 checks repository formatting/versioning behavior; 43532 rewires several CI/notification workflows and testing helpers. Shared test-file overlap is not enough to call them the same bug/change." + "reason": "They share only a test file, but the actual edits are unrelated: 43488 is setup/version/bot-formatting, 43532 is CI/workflow and testing-utility changes." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they alter different CI paths for different goals: 43532 is a show-diff/commenting workflow change, while 46747 changes the security-gate trigger semantics. Not mergeable as one fix." + "reason": "Both are workflow-related, but they fix different workflows and different behavior; they do not appear to be the same underlying bug or change." } ] }, @@ -25922,7 +25916,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25938,7 +25932,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "e3de25ce051f50682a9e3eedabb4cd41cec242fe47e84f4499f00d0864cb70f9", + "prepared_review_unit_hash": "0e5e80e134c4f9d9bf21ef78fbd45314d67d2fbdd427bc4af7f22cccb431aaf4", "component_budget": { "node_count": 2, "item_count": 2, @@ -25960,18 +25954,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related segmentation-feature PRs, but they implement different pipelines with different model integrations and task docs, so they should not be merged as duplicates.", + "summary": "These are related in theme but not duplicates: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding files, but they target different task definitions and model/code paths.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they target different features and code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43613 is the better representative if one must be chosen because it is the broader and more fully integrated feature addition, but it is still distinct from 43612.", + "best_pr_reason": "No single PR is a good canonical representative because these are distinct feature additions rather than the same fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are separate pipeline additions for different tasks, with different filenames, model hookups, and tests. They share scaffolding but not the same underlying change or fix." + "reason": "Different underlying functionality: concept segmentation vs visual segmentation. Shared docs/registry/test scaffolding is not enough to treat them as one mergeable PR." } ] }, @@ -25985,7 +25979,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26001,40 +25995,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "35fb69ad37cc0d5e4879915b38652f88706472648425f607270415895289615d", + "prepared_review_unit_hash": "ef5461f195c38b12dedcd7d715949aa0b58b8bef3926ace428d3cd5f41019013", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate trainer customizability changes in the same file: one adds a hook for gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They are related at a high level but do not fix the same bug or change the same code path.", - "confidence": 0.93, + "summary": "Both items are independent trainer refactors in the same file, but they address different behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 changes how signature columns are derived for column filtering/PEFT. They should not be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better canonical representative because it introduces the more concrete behavioral change in the training step and clearly defines a new loss-scaling hook. PR #43663 is a separate refactor for input-column filtering.", + "canonical_pr_reason": "pull_request:43651 is the slightly better cluster representative because it modifies the core training_step loss-scaling path and is a more direct functional change; however, it is not the same change as 43663.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest standalone candidate: it targets a specific training-step bug/behavior around gradient accumulation and has a clear, self-contained code-path change. PR #43663 is also valid but addresses a different trainer extensibility point.", + "best_pr_reason": "pull_request:43651 is the stronger standalone PR to keep as representative: it targets a concrete training bug/behavior in the main training path, whereas 43663 is a separate helper/refactor for signature-column handling.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch trainer.py and add customization hooks, but one is about loss scaling during gradient accumulation while the other is about signature-column filtering. They are different behaviors and would not plausibly be merged as one PR fixing the same underlying change." + "reason": "Different code paths and different underlying problems: loss scaling during gradient accumulation vs. column filtering/signature inspection for trainers. Same file and subsystem, but not the same bug or change." } ] }, @@ -26048,7 +26042,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26064,7 +26058,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "19e95ebbd9da51e24862e164239093779e7e185e4f493ca817b129b130ead3ef", + "prepared_review_unit_hash": "eaa327bb08fc5d641718ee66930ded9075cad4e8bb5caf3e69c30ef1c35987c4", "component_budget": { "node_count": 2, "item_count": 2, @@ -26086,35 +26080,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both address a TypeAdapter-related NameError in `src/transformers/cli/serve.py`, with one broader typing cleanup and one narrower pydantic-absence fix; they look closely related enough to treat as the same bug cluster.", - "confidence": 0.74, + "summary": "Two open PRs in `src/transformers/cli/serve.py` both mention `TypeAdapter`, but they target different failure modes and different issue numbers. They should be triaged separately rather than merged as duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more direct and narrowly scoped fix for the reported runtime NameError when pydantic is unavailable, with explicit `TypeAdapter` handling under `TYPE_CHECKING`.", + "canonical_pr_reason": "PR #43842 is the more specific and well-scoped fix: it addresses the `TypeAdapter` NameError when `pydantic` is absent by moving the import behind `TYPE_CHECKING` and quoting the annotation.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it most clearly targets the concrete failure mode and has the cleaner, more specific fix description.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because it has the clearest concrete bug description, explicit issue target, and a minimal fix for a specific runtime path.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs target the same TypeAdapter NameError in the CLI serve code path and their changes overlap enough that they could plausibly be merged into one fix." + "accept": false, + "reason": "They share the same file and symbol, but the fixes are not the same underlying change: #43656 is a broader typing/annotation cleanup, while #43842 specifically guards `TypeAdapter` for the no-pydantic runtime path. Do not treat as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: both PRs target a TypeAdapter-related NameError in `src/transformers/cli/serve.py`, and the cluster summary stays appropriately cautious about their relationship. The soft-edge verdict is conservative enough because it only claims the changes could plausibly be merged into one fix." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 11, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26180,7 +26171,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -26293,316 +26284,238 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "8db6007d91526401d4a8fdac61f61195bfd7c00ca0be8203f4170ec5c36a0927", + "prepared_review_unit_hash": "271dac9306e1cc7856551aca768f5c748278be753e256732ef258d4d91fa1a72", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84510, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76941, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "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, not one duplicate set. Only a few same-family GPT-Neo/GPT-J PRs look like true rerolls of the same change; the rest touch different model code paths and should stay separate.", - "confidence": 0.61, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the true duplicate subgroup: it is the latest and most complete GPT-J/CodeGen output-tracing refactor, with the same concrete file-level change as the earlier GPT-J PRs.", - "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best global PR candidate because it most clearly captures the shared GPT-J/CodeGen output-tracing refactor and is broader/more complete than the earlier GPT-J variants.", + "summary": "This cluster is mostly a family of per-model output-tracing refactors, not one shared bugfix. The only clear duplicate groups are the GPT-Neo refactors and the GPT-J/CodeGen refactors; the rest touch different architectures and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "No issue artifact was provided in the cluster; several PRs reference external tracking issue #43979.", + "canonical_pr_reason": "PR 44066 is the clearest representative of the duplicate set: it targets the same GPT-J/CodeGen output-tracing code paths, has the most coherent scope, and explicitly aligns with the standardized decorator-based refactor.", + "best_issue_reason": "No issue artifact was provided in the cluster; several PRs reference external tracking issue #43979.", + "best_pr_reason": "PR 44066 is the best global representative because it captures the core GPT-J/CodeGen standardized output-tracing change most directly and cleanly.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same tracing theme/issue tag is not enough." + "reason": "Same broad output-tracing theme, but different models/code paths (CVT/FNet vs GPT-J)." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs DeBERTa v2 are unrelated implementations; not the same underlying change." + "reason": "Different architectures and code paths (CVT/FNet vs DeBERTaV2)." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor family and overlapping file-level change; this looks like a reroll/duplicate." + "reason": "Both patch GPT-J output tracing in the same `modeling_gptj.py` path and are plausibly one combined PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RT-DETR ResNet vs EfficientNet are different model paths; not mergeable as one fix." + "reason": "Different backbones and implementations (RegNet vs EfficientNet)." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs EfficientNet output tracing are different model-specific changes." + "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated; same broad initiative does not make them duplicates." + "reason": "MobileNetV2 and DeBERTaV2 are different model families and changes are not the same bugfix." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different models and concrete fixes." + "reason": "GPT-J/CodeGen output-tracing refactor vs MGP-STR output handling; different models and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are separate model implementations." + "reason": "Same refactor pattern, but different models (GPT-J/CodeGen vs MPT)." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same file family; one is effectively a rerun of the same change." + "reason": "Both are GPT-Neo output-tracing refactors on the same `modeling_gpt_neo.py` code path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model-specific refactors." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are related but distinct code paths; not the same concrete fix." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated patches." + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J are different fixes, even if both mention output tracing." + "reason": "ResNet vs GPT-J; same theme, different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model families and code paths." + "reason": "GPT-Neo and ResNet are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model-specific changes." + "reason": "ResNet vs MPT are different architectures and fixes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different models with different output-tracing code." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying patch." + "reason": "GPT-Neo vs GPT-J/CodeGen; same pattern but not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model refactors." + "reason": "GPT-Neo vs Flaubert/XLM are different implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are related but distinct model-specific refactors." - }, - { - "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different concrete changes." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model implementations." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are separate model code paths." + "reason": "MPT and MGP-STR are unrelated model code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different architectures and fixes." + "reason": "GPT-J and MGP-STR are unrelated fixes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated concrete changes." + "reason": "GPT2 and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and XLM are different model families; not a duplicate fix." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate output-tracing refactors." + "reason": "GPT2 output tracing vs GPT-J/CodeGen output tracing; different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated code paths." + "reason": "Segformer and LongT5 are unrelated architectures." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBERT are different model-specific changes." + "reason": "Segformer vs VisualBert; same pattern but not the same bug/change." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated fixes." + "reason": "Segformer and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model families." + "reason": "GPT-Neo vs MPT, different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBERT are unrelated implementations." + "reason": "RegNet and VisualBert are different model families." }, { "left": "pull_request:44017", "right": "pull_request:44071", "accept": false, - "reason": "SegFormer and MPT are different concrete changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are different model code paths." + "reason": "Segformer vs MPT; same theme, different implementations." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and XLM are distinct model families." + "reason": "VisualBert vs Flaubert/XLM are different model code paths." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and XLM are different concrete output-tracing refactors." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are unrelated model changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT-2 are different model families and code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are not the same underlying fix." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet and SegFormer are different model-specific refactors." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", - "accept": false, - "reason": "XLM and LongT5 are unrelated code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are different model implementations." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are unrelated model-specific changes." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and XLM are different output-tracing refactors." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are unrelated concrete fixes." + "reason": "MPNet and Flaubert/XLM are unrelated changes." }, { "left": "pull_request:43997", @@ -26614,109 +26527,73 @@ "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated patches." + "reason": "RegNet vs LongT5; unrelated implementations." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different model-specific changes." + "reason": "TextNet and LongT5 are unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated output-tracing refactors." + "reason": "GPT-Neo and LongT5 are different models." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model code paths." + "reason": "SqueezeBert vs MPT are unrelated fixes." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different concrete fixes." + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different model families." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are unrelated model implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different concrete changes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet and SpeechT5 are unrelated model-specific refactors." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are different model code paths." + "reason": "SqueezeBert and VisualBert are different architectures." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated changes." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet and SegFormer are different model families." - }, - { - "left": "pull_request:44010", + "left": "pull_request:44056", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are unrelated refactors." + "reason": "MPNet and DeBERTaV2 are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are different code paths." + "reason": "DeBERTaV2 and TextNet are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change with overlapping files; 44722 is the later, broader reroll." + "reason": "Both target the same GPT-J/CodeGen standardized output-tracing refactor on the same concrete code paths." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file family, and 44722 expands the same change." + "reason": "Both are GPT-J output-tracing refactors touching the same underlying code path and could plausibly be merged together." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific patches." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and ResNet/RT-DETR ResNet are different model families." + "reason": "CVT/FNet vs RegNet are different architectures and fixes." }, { "left": "pull_request:43996", @@ -26728,25 +26605,25 @@ "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different concrete fixes." + "reason": "DeBERTaV2 and SpeechT5 are unrelated model changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and ViTS are unrelated model refactors." + "reason": "DeBERTaV2 and ViTS are different model families." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet standardized outputs and ImageGPT hook capture are different model-specific changes." + "reason": "FocalNet and ImageGPT are different architectures; same refactor pattern, not the same duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: most PRs are separate model-specific output-tracing refactors, and the GPT-Neo/GPT-J/CodeGen subgroup is the only clearly duplicate-looking cluster. The conservative false verdicts are supported by distinct model families/code paths, and the true verdicts are limited to closely overlapping same-family changes with shared files or the same issue target. Best representative PR 44722 is also a reasonable choice because it is the later, broader GPT-J/CodeGen reroll." + "feedback": "The summary is grounded in the packet and stays mostly conservative: it correctly frames the cluster as per-model output-tracing refactors, limits the duplicate callouts to the GPT-Neo and GPT-J/CodeGen families, and avoids claiming a single shared bugfix across unrelated architectures. The soft-edge accepts are supported by same-file/same-code-path evidence and are plausible merge candidates." }, "evaluator_used": true, "retried": false, @@ -26757,7 +26634,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 31, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -26781,14 +26658,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "36d27060a1eb0fff7a5bfb737a60e51fcd7b19a67031c701f557fc7d31b1bcd1", + "prepared_review_unit_hash": "bd324e2686a44db757f9b5962135eabc0a64187bb7d101d26596bda046dcdff1", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84510, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, @@ -26803,42 +26680,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all model-specific PRs to migrate output tracing/capture to a standardized decorator pattern. They are similar in theme, but they do not fix the same concrete code path, so they should not be merged as duplicates.", - "confidence": 0.89, + "summary": "These PRs are all model-specific refactors to standardized output tracing / capture_outputs across different architectures. They share a theme but do not fix the same concrete code path, so they should not be deduplicated together.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has the clearest explicit issue link, a substantial tracing refactor, and the diff shows a concrete output-capture migration in a specific model path.", + "canonical_pr_reason": "No canonical PR: each change is scoped to a different model implementation (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5), so none subsumes the others as a duplicate fix.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single PR for the cluster because it is the most explicit and complete example of the shared refactor pattern; the others are narrower, model-specific variants of the same migration theme.", + "best_pr_reason": "44129 is the strongest representative of the theme because it has an explicit issue target and a concrete SpeechT5 output-tracing refactor, but it is still model-specific rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model code paths (VisualBert vs TextNet) and are not the same underlying change." + "reason": "Same refactor theme, but different models and code paths (VisualBert vs TextNet); they are separate implementations, not one mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate model migrations (MPNet vs VisualBert). Same refactor theme, but not the same bug or change and not plausibly one PR." + "reason": "Both modernize output tracing, but MPNet and VisualBert are distinct model paths with different internals and outputs." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model implementations; the similar decorator migration does not make them duplicates." + "reason": "Related standardized-output refactors, but MPNet and TextNet are unrelated model implementations and cannot be treated as the same change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different model paths with different output-handling code; this is a shared refactor pattern, not one concrete fix." + "reason": "RegNet and SqueezeBert are different models; the diffs are separate output-handling migrations, not the same concrete bug or fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 change different forward/output paths, so they should remain separate PRs despite similar standardized tracing goals." + "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 address different model-specific forward paths and are not mergeable as one PR." } ] }, @@ -26852,7 +26729,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26917,268 +26794,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "0df79e68744390b1ddfa4e868b8b44ac32662d66d6842d683bc2fdd8ff9415dc", + "prepared_review_unit_hash": "719e286c35f46c3e0c31ad785b0d393743f4c47d7b003db6881744af33ada9dd", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39789, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39795, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39789, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39795, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a common output-tracing/refactor theme, but they target different model implementations and code paths, so they are not true duplicates of one another.", - "confidence": 0.89, + "summary": "All items are superficially similar refactors around output tracing, but they target different model families and code paths. I would not merge any of the soft-edge PR pairs as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR 44025 as the representative anchor: it applies the shared output-tracing refactor to two closely related model variants and is one of the clearest, self-contained examples in the set.", + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster because it makes a concrete tracing change across two closely related Mamba files and adds the shared output-capture plumbing, making it more central than the single-model wrappers.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best cluster representative because it is broad enough to reflect the refactor pattern without being a catch-all, and it touches a closely related pair of model files.", + "best_pr_reason": "PR 44003 is the best overall representative: it shows the most substantive version of the recurring refactor pattern and spans related implementations, while the others are mostly single-model equivalents in unrelated architectures.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model families and forward paths; not the same concrete change." + "reason": "Same broad refactor wording, but timm_backbone and upernet are unrelated model paths with no concrete shared bug or implementation." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they affect unrelated model implementations and APIs." + "reason": "Different architectures and forward paths; similarity is only that both are output-tracing refactors." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and code paths; similarity is only at the boilerplate refactor level." + "reason": "Unrelated model families; no evidence they fix the same code-path problem." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone vs. Mamba/Falcon Mamba are unrelated fixes, despite shared refactor wording." + "reason": "Timm backbone vs Mamba code; same refactor theme, but not the same concrete behavior or mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output plumbing; not mergeable as one concrete bug fix." + "reason": "Different subsystems and model implementations; this is only title-level similarity." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths; shared output-tracing mechanics are too broad to treat as duplicate." + "reason": "MobileNetV1 and UnivNet are unrelated models; no shared bug surface." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 and UperNet are separate implementations with distinct forward behavior." + "reason": "Different model code paths; both touch tracing but not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Unrelated model families; same refactor pattern does not imply the same underlying change." + "reason": "MobileNetV1 vs Depth Anything; no shared concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model architectures and files; only the tracing refactor motif is shared." + "reason": "Unrelated model families and wrappers; output-tracing wording is too generic." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Separate encoder-decoder stack versus MobileNetV1; not the same concrete code-path problem." + "reason": "Different encoder/decoder stacks and modalities; not the same bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet have unrelated forward paths; too broad to dedupe." + "reason": "Vision-text dual encoder and UnivNet are unrelated; no mergeable common code-path." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Same pattern, different model subsystems; no shared bug or identical change." + "reason": "Different models and different forward implementations; only generic refactor similarity." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These are distinct model implementations with different output contracts." + "reason": "Vision-text dual encoder vs Mamba; no evidence of the same concrete issue." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; the shared refactor theme is not enough for a duplicate match." + "reason": "Different model families; the shared phrase 'output tracing' is not enough to duplicate them." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated code paths; this is only a similar refactor style." + "reason": "UnivNet and UperNet are unrelated; these are distinct refactors." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "No shared concrete bug or change; just a common tracing refactor pattern." + "reason": "Different code paths in different model families; not the same fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and output behaviors; not a plausible single merged PR." + "reason": "Depth Anything and UnivNet are unrelated; similarity is only conceptual." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated implementations; same refactor theme is insufficient." + "reason": "UperNet and RWKV have no shared implementation or bug surface." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "These touch different subsystems and do not fix the same underlying issue." + "reason": "Different architectures and output handling logic; not mergeable as one PR." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon Mamba output tracing and CodeGen cache/output handling are different concrete changes." + "reason": "Both are refactor-themed, but Mamba/Falcon-Mamba and CodeGen are distinct code paths and not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different models and different forward semantics; only superficially similar refactor language." + "reason": "Timm backbone and CodeGen are unrelated model implementations; no duplicate bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are separate code paths with distinct outputs and kwargs handling." + "reason": "UnivNet and CodeGen do not share the same failing code path." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated; not the same bug or fix." + "reason": "UperNet and CodeGen are unrelated; only the refactor motif overlaps." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths and output signatures; too broad to merge as duplicates." + "reason": "Different models and different forward signatures; no duplicate evidence." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything family versus vision-encoder-decoder are different implementations, not one shared fix." + "reason": "Depth Anything versus Vision Encoder-Decoder are different model families and code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and code paths; shared refactor wording is not enough." + "reason": "Depth Anything and Speech Encoder-Decoder are unrelated; not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated forward implementations." + "reason": "Depth Anything and SuperPoint are separate implementations with no shared bug." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output handling; not the same underlying bug/change." + "reason": "Depth Anything and RWKV are unrelated model paths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are separate model changes with no concrete overlap." + "reason": "Depth Anything and DPR are different architectures; similarity is only generic refactoring." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision-encoder-decoder and RWKV do not share the same code path; only the refactor theme matches." + "reason": "Vision Encoder-Decoder and RWKV are unrelated; no shared concrete code-path problem." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Encoder-decoder vision and speech wrappers are distinct implementations, not duplicates." + "reason": "Both are encoder-decoder wrappers, but they are different modalities and implementations, so not a duplicate PR." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and output APIs; no single merged PR would make sense." + "reason": "Vision Encoder-Decoder and SuperPoint are unrelated; no same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Separate encoder-decoder wrapper versus DPR encoder; not the same concrete fix." + "reason": "Different model families with no shared bug or patchable code path." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated code paths." + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated models; only the refactor phrasing matches." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output contracts; no duplicate relationship." + "reason": "Speech Encoder-Decoder and RWKV do not overlap on the same concrete implementation." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder and DPR are separate changes with no shared bug." + "reason": "Speech Encoder-Decoder and DPR are different architectures and fixes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations; similarity is only in the refactor pattern." + "reason": "SuperPoint and RWKV are unrelated code paths; no duplicate evidence." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model subsystems and output behavior; not mergeable as one change." + "reason": "SuperPoint and DPR are distinct models with different forward logic." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR touch different code paths and fix different output-tracing details." + "reason": "RWKV and DPR are unrelated; same subsystem label is not enough to merge them." } ] }, @@ -27192,7 +27069,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27208,7 +27085,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "dbe1daf59cd115c68f572826b93fde0591ee457d6abd6ffb8d87cdfac269dd79", + "prepared_review_unit_hash": "437f29f44594a918c1adccce902e0158cd29893bbae8cccad4b15c2e5842f1ba", "component_budget": { "node_count": 2, "item_count": 2, @@ -27230,18 +27107,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). They share common Transformers scaffolding files, but the underlying codepaths, model types, and goals are distinct, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some Transformers registry/documentation plumbing, but they target different model architectures and code paths, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the better canonical PR only in the sense that it has an explicit tracking issue and a narrower, well-scoped target (Voxtral TTS support). PR 44662 is a different model implementation entirely.", + "canonical_pr_reason": "PR 45401 is the better canonical representative because it is tied to a specific tracking issue and cleanly scopes a single model integration (Voxtral TTS).", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the strongest representative of its own change set because it is tied to a specific issue and focused on one model family. PR 44662 is not a better cluster representative since it targets a different model with different files and behavior.", + "best_pr_reason": "PR 45401 is the best overall fit as a focused, explicitly tracked implementation for one concrete model. PR 44662 is similarly large but for a different model family and is not interchangeable with it.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: they add support for different models (PenguinVL vs Voxtral TTS). Shared auto-registration/docs files are generic boilerplate for new model integrations and do not indicate the same underlying bug or change." + "reason": "Different model additions with different purposes and code paths: PenguinVL is a vision-language model, while Voxtral TTS is a text-to-speech model. The overlap is only shared Transformers plumbing and docs, which is not enough to treat them as the same change." } ] }, @@ -27255,7 +27132,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27271,7 +27148,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "e6ee7e54dbfa9103a6b7855fc6d2441a68cdeb2503c74b0cb62abaac983a4f78", + "prepared_review_unit_hash": "bf9a19ee5676f46fa35c175d901525d204cb97e305eccb75965ab55ce8ca0510", "component_budget": { "node_count": 2, "item_count": 2, @@ -27293,18 +27170,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap on fusion-related infrastructure, but they target different changes: #44979 introduces a generic Module Fusion API, while #45363 implements a specific KernelConfig-based n-to-1 kernel fusion path plus integration updates. They are related work, not duplicates.", - "confidence": 0.92, + "summary": "These are related kernel/module fusion efforts, but they are not the same change: one introduces a generic module-fusion API, while the other wires `KernelConfig` into model loading for n-to-1 fusion. I would not deduplicate them.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #44979 is a general module-fusion API scaffold, while #45363 is a separate concrete kernel-fusion feature with different files and scope.", + "canonical_pr_reason": "PR 44979 is the broader foundational abstraction: it adds the generic Module Fusion API and tests. PR 45363 is a separate, more specific `KernelConfig` integration built around a different code path.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the better representative PR because it is the more complete, user-facing implementation of a concrete fusion mechanism rather than just the foundational API layer.", + "best_pr_reason": "PR 44979 is the better representative of the cluster because it defines the core fusion API that the other PR conceptually builds around, even though the two PRs should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: they are related but not the same underlying change. #44979 adds a generic Module Fusion API, whereas #45363 implements KernelConfig-based n-to-1 fusion and integration plumbing. They would not plausibly be merged as one PR." + "reason": "Different underlying changes: 44979 adds a general module-fusion API, while 45363 implements kernel fusion integration through `KernelConfig` and loading hooks. Related theme, but not the same concrete fix/change." } ] }, @@ -27318,7 +27195,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27334,7 +27211,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "3a132a0c3c394290e317652dcc6e0170be3740bd078458f019cf884689857920", + "prepared_review_unit_hash": "ae8992a175e58c430143aebb79a6c654d8024862465ed4d2693cfd863554a0c4", "component_budget": { "node_count": 2, "item_count": 2, @@ -27356,18 +27233,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file; 45317 is the more complete version because it adds tests.", + "summary": "Both pull requests fix the same Mistral regex pre-tokenizer AttributeError in the same code path, targeting the same issue and even the same lines in `tokenization_utils_tokenizers.py`; the later PR adds tests, so it is the better canonical representative.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete change set.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same bug as 45086 but also adds test coverage, making it the more complete and verifiable change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative: same concrete fix as 45086, same target issue, and it includes validation tests.", + "best_pr_reason": "PR 45317 is the best representative of the cluster because it contains the same fix plus tests, while 45086 is a narrower earlier version of the same patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in the same code path (`_patch_mistral_regex`); 45317 simply extends 45086 with tests, so they are duplicates/overlapping changes." + "reason": "Same concrete AttributeError fix in `_patch_mistral_regex`, same file/lines, same issue target; 45317 appears to be the test-augmented follow-up of 45086, so these are the same underlying change." } ] }, @@ -27381,7 +27258,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27397,7 +27274,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "060ac854cebefb825878af0ae7b05b81a1c7539c46dd06a2674d52211bc0f0f7", + "prepared_review_unit_hash": "f4f01c0d223a3d2abf9ede3bed2ba74d24c7b00deb1604c52d720c3d7449a992", "component_budget": { "node_count": 2, "item_count": 2, @@ -27419,18 +27296,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH-area pull requests, but they are not duplicates: one is a focused inheritance/conversion refactor for NemotronH, while the other splits the architecture into dedicated dense/sparse model variants and updates docs/tests.", - "confidence": 0.9, + "summary": "These are related NemotronH architecture refactors, but they are not duplicates: PR #45115 focuses on reusing GraniteMoeHybrid-style conversion/model plumbing, while PR #45569 adds a broader split into NemotronH dense/sparse variants plus docs, auto-mapping, and tests.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change set because it introduces the new dense/sparse model structure and associated public-facing docs/model wiring.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best overall candidate: it contains the substantive model API/architecture work, not just internal conversion-mapping refactors.", + "best_pr_reason": "PR #45569 is the broader, more complete NemotronH restructuring and the most representative PR in this pair, but it is still a different change from #45115.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH core files, but the underlying changes differ: 45115 is about conversion-mapping and inheritance refactoring, while 45569 adds separate NemotronHDense/NemotronHSparse implementations plus docs/tests. They are related, not the same mergeable fix." + "reason": "Different concrete changes: #45115 is a targeted refactor/conversion-mapping update for GraniteMoeHybrid compatibility, while #45569 introduces new dense/sparse model families, docs, auto mappings, and tests. They touch the same subsystem but not the same underlying fix." } ] }, @@ -27444,7 +27321,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27460,7 +27337,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "4fd001073c0d5241f02cd0724950eaedebb2d91c2c28d4becbc588ca39e828e9", + "prepared_review_unit_hash": "c53e569eae6b41a0df2dc0857ab31b6cf994b2973923c723ec8a02e867f0b2b6", "component_budget": { "node_count": 2, "item_count": 2, @@ -27482,18 +27359,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related by typing work in transformers, but they target different changes: one is a broad type-checking sweep across many files, while the other adds shared typing protocols/aliases and fixes specific typing integration points. They are not the same underlying change.", + "summary": "These are two distinct typing-related PRs with some incidental overlap in modeling utilities, but they do not look like the same underlying change.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more focused, self-contained typing-infrastructure change; #45415 is a broader type-checking sweep and does not subsume it.", + "canonical_pr_reason": "#45415 is the broader umbrella PR: a large type-checking sweep across many src/transformers files plus type-ignore config changes.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the better representative of the cluster because it has a clearer, narrower purpose and concrete typing API additions, but it is still not a duplicate of #45415.", + "best_pr_reason": "#45415 is the best cluster representative because it spans the widest set of typing-related edits and subsumes the more targeted cleanup in #45425 only loosely, not as a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different change sets: #45415 broadly enables type checking across many source files and adjusts pyproject ignores, while #45425 adds typing aliases/Protocols in _typing.py and related helpers. They do not appear to fix the same concrete code-path problem." + "reason": "Shared typing-related files are not enough here: #45415 is a broad repo-wide type-checking sweep, while #45425 adds specific typing protocols and modeling_utils-related stubs. Different concrete changes, not one mergeable duplicate PR." } ] }, @@ -27507,7 +27384,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27523,12 +27400,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "6aed6f583f811074649c481b405a82a20c6c2882ab2cfd1fb800da52fced3ad0", + "prepared_review_unit_hash": "de3ba9a24b8bae3da0c5998047086a15dfe9691081749d858851ee15738da76b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -27536,7 +27413,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -27545,18 +27422,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading, but they fix different failure modes: one addresses EP + ZeRO-3/accelerate config handling, the other fixes EP + FSDP2 expert tensors being overwritten during shard loading. They are related, not duplicates.", - "confidence": 0.94, + "summary": "These two PRs both mention expert parallelism, but they fix different bugs in different loading paths: one targets DeepSpeed ZeRO-3/accelerate launch configuration serialization, while the other fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. They are related in subsystem but not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate canonical PR: the two PRs target different concrete code-path bugs, despite overlapping in EP/loading infrastructure.", + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a broader and more concrete EP loading corruption bug across multiple code paths; #45548 is a narrower configuration/accelerate-launch fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the stronger representative of the cluster because it fixes a concrete, reproducible overwrite bug in the loading path and spans the broader EP/FSDP2 remediation.", + "best_pr_reason": "PR #45662 is the strongest standalone PR in the set: it fixes a specific expert-parameter overwrite problem and touches the relevant distributed loading logic directly.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs: 45548 focuses on EP + DeepSpeed ZeRO-3/accelerate config serialization, while 45662 fixes experts being overwritten during distributed shard loading for FSDP2. Shared EP context is not enough to merge them as duplicates." + "reason": "Both concern EP, but #45548 fixes ZeRO-3/accelerate launch config handling while #45662 fixes expert weights being overwritten during FSDP2 broadcast; different failure modes and code paths." } ] }, @@ -27570,7 +27447,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27586,12 +27463,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "24fb3b1b490be06bc0f1b3b500da0a59116f6e25e3b7a0a61a4d59978e69cb63", + "prepared_review_unit_hash": "dc7d21b9bbb18db8a6fa1570302f44e4511d8bb608547ca9d41f8ff922616aeb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, + "serialized_chars": 4671, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -27599,7 +27476,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, + "serialized_chars": 4671, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -27608,18 +27485,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same xdist collision around captured_info output, with 45645 extending the code fix in 45639 and adding the CI-side log collection needed for the new per-worker files.", - "confidence": 0.86, + "summary": "Both PRs target the same xdist/captured_info collision problem in testing utilities, with PR 45645 appearing to be the broader superset that also updates CI log collection.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete fix: it includes the xdist-safe testing_utils change plus the workflow update to collect all captured_info files, while 45639 only covers the library-side logging change.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core xdist-safe captured_info fix plus the CI workflow change needed to preserve and aggregate the new per-worker artifacts.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative because it solves the underlying xdist debug-log collision end to end, not just the file-writing half of it.", + "best_pr_reason": "PR 45645 is the best overall candidate: it addresses the same underlying bug as 45639 and additionally covers the downstream CI/log handling needed for the renamed split artifacts.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist captured_info collision fix; 45645 builds on the same testing_utils change and adds the necessary CI artifact handling, so they could plausibly be merged together." + "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils; 45645 appears to extend 45639 with workflow support for collecting the per-worker logs, so they are mergeable into one change set." } ] }, @@ -27633,7 +27510,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27699,7 +27576,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27715,7 +27592,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "bf0592aeb9df3a25bb1879c6722ecc7f081a0ee47c01e59c9ccb27b194689c44", + "prepared_review_unit_hash": "c3de79f35542b1f560de12337d9cfda2cf4a47ebafc1bade3f9905a0ebdd74a6", "component_budget": { "node_count": 2, "item_count": 2, @@ -27737,18 +27614,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch distributed training code, but they are not the same change: #46126 is a focused EP/Trainer integration, while #46269 is a broad distributed branch base spanning FSDP, integrations, model loading, CI, and multiple subsystems.", - "confidence": 0.95, + "summary": "The pair are both open PRs in the distributed area, but they do not look like the same change: one is a focused EP/Trainer integration patch, while the other is a broad distributed-branch base spanning many subsystems. Shared files alone are not enough to treat them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more focused, self-contained PR centered on expert-parallel routing and Trainer integration, making it the better canonical representative of a single concrete change.", + "canonical_pr_reason": "PR #46126 is the more focused, self-contained change with a clear concrete scope (EP routing/Trainer integration). PR #46269 is a broad umbrella branch touching many unrelated distributed/FSDP/modeling paths, so it is a weaker canonical representative.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative because it targets one specific feature path with a clear technical scope; #46269 is too broad and mixes many unrelated distributed changes.", + "best_pr_reason": "PR #46126 is the best representative artifact in this cluster because it targets a specific code-path and feature. PR #46269 is too broad and mixed-scope to serve as a good duplicate anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here: #46126 is a specific EP/Trainer feature, while #46269 is a large base branch touching many areas and is not plausibly mergeable as the same PR." + "reason": "Reject: overlapping distributed filenames do not imply the same underlying change. #46126 is a specific EP + Trainer integration PR; #46269 is a much broader branch-base PR touching FSDP, tensor parallel, generation, accelerate, and more. They could not plausibly be merged as one PR." } ] }, @@ -27762,7 +27639,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27816,12 +27693,12 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "8e8978aa7527355477e072582a5e02480bcd879954420f857ca74fa7bfef7027", + "prepared_review_unit_hash": "c42c66723f01a3777ce34db950e5902f70d736b04a08b766d296236870a22e9c", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, + "serialized_chars": 26677, "estimated_input_tokens": 6670, "estimated_eval_tokens": 13596 }, @@ -27829,7 +27706,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, + "serialized_chars": 26677, "estimated_input_tokens": 6670, "estimated_eval_tokens": 13596 }, @@ -27838,198 +27715,204 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated workflow-maintenance PRs. The only tight subgroup is several edits to pr-ci-security-gate.yml, but they change different behaviors (checkout/diff checks, permissions, reusable-workflow comments, secrets handling), so they are not duplicates.", + "summary": "The cluster is a set of superficially similar workflow-chore PRs, but they mostly address different CI/security workflow behaviors in different files. No true duplicate pair stands out; the only strongly related group is the repeated pr-ci-security-gate.yml edits, and those are still separate changes.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the cluster spans separate workflow-only changes across different files, and the pr-ci-security-gate PRs are about different safeguards rather than the same fix.", + "canonical_pr_reason": "PR 46554 is the most substantive and concrete workflow security fix in the set, so it is the best representative PR if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick one representative PR, 46554 is the most substantive change in the only coherent subgroup (pr-ci-security-gate), since it alters the core security-check logic.", + "best_pr_reason": "PR 46554 has the clearest concrete code-path change: it adds checkout and explicit security checks for workflow-file and CI-infra modifications, making it the strongest standalone PR here.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different changes; one updates self-comment CI stdin handling, the other changes pr-ci-security-gate logic." + "reason": "Different workflows and different problems: stdin handling for self-comment CI vs security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow files and different behavior; no shared code-path or same bug fix." + "reason": "Unrelated change in a different workflow file; only broad CI similarity." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow files; self-comment CI input handling is not the same change as pr-ci-security-gate comments/guardrails." + "reason": "Self-comment CI shell-input fix is unrelated to a reusable security-gate note update." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow file and different purpose; not the same underlying change." + "reason": "Different workflow and different security hardening target." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated fixes; no duplicate relationship." + "reason": "Both touch shell command handling, but in different workflows and for different triggers." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and distinct changes; ssh-runner hardening is unrelated to benchmark dispatch behavior." + "reason": "SSH runner hardening vs benchmark workflow trigger changes; unrelated code paths." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different fixes; ssh-runner changes are not the same as anti-slop permission scoping." + "reason": "Different workflow files and different concerns." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated behavior; no shared concrete bug." + "reason": "SSH runner changes are unrelated to reviewer assignment checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different concerns; ssh-runner hardening is not the same as pr-ci-security-gate changes." + "reason": "Different workflow and different security issue; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated fixes; not the same change." + "reason": "Unrelated workflow hardening edits." }, { - "left": "pull_request:46501", - "right": "pull_request:46503", + "left": "pull_request:46432", + "right": "pull_request:46563", "accept": false, - "reason": "Both are workflow tweaks, but they address different workflows and different behavior, so they are not duplicates." + "reason": "SSH runner env cleanup is unrelated to the security-gate workflow note." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different security mechanisms." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Same general area of CI workflows, but the files and fixes differ; not the same underlying issue." + "reason": "Anti-slop permissions change and benchmark dispatch support are different changes." }, { "left": "pull_request:46501", - "right": "pull_request:46504", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated changes; no common code-path problem." + "reason": "Different workflow files and unrelated behavior." }, { "left": "pull_request:46501", - "right": "pull_request:46554", + "right": "pull_request:46504", "accept": false, - "reason": "anti-slop permission scoping is unrelated to pr-ci-security-gate workflow logic." + "reason": "Permissions tweak in anti-slop is unrelated to shell input handling in build-ci-docker-images." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and distinct fixes; not mergeable as one duplicate change." + "reason": "Reviewer assignment checkout ref vs benchmark workflow dispatch are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Different workflow behaviors and code paths." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout ref change is unrelated to pr-ci-security-gate security checks." + "reason": "No shared underlying bug or change; different workflows." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different CI concerns; not the same bug or change." + "reason": "Benchmark trigger expansion and Docker-image tag detection are unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark dispatch support is unrelated to pr-ci-security-gate workflow changes." + "reason": "Different workflow files and different CI concerns." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior; not the same underlying fix." + "reason": "Both are workflow shell tweaks, but they fix different scripts and different underlying behavior." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated CI logic changes." + "reason": "Different workflow files and different fixes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different concrete changes: security-check/diff scanning versus permissions/approval gating." + "reason": "Same file, but different security-gate changes: checkout/diff checks vs permissions/approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one adds security checks and the other only adds safety comments about the reusable workflow." + "reason": "Different underlying edits to the same workflow file; one adds checks, the other only documents safety." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but different safeguards: checkout/diff-based checks versus removing inherited secrets." + "reason": "Security-gate hardening changes are distinct: runtime checks vs secrets handling." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but different changes: permissions/approval condition versus documentation comments." + "reason": "Permissions/approval gating is not the same change as a comment-only reusable-workflow note." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but one adjusts job permissions/approval flow and the other changes secrets passing; not the same fix." + "reason": "Different fixes in the same workflow file; not the same underlying change." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but comments-only clarification is not the same as changing secrets inheritance." + "reason": "Commenting on workflow safety is unrelated to changing secrets inheritance." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated fixes; no duplicate overlap beyond generic CI maintenance." + "reason": "Unrelated workflow edits." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated purposes; not the same underlying change." + "reason": "Different workflows and different concerns." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different CI concerns; not a duplicate." + "reason": "Different workflow files and different changes." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated fixes; no shared concrete issue." + "reason": "Unrelated workflow hardening edits." } ] }, @@ -28043,7 +27926,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28106,7 +27989,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28122,7 +28005,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "c78619d4333d6a6498f73c61a48a777174a21ae9b55cc0bd783a287ab8fd2e6f", + "prepared_review_unit_hash": "b1412ebf0f81aba24a18ccff7ddf899e499b57327cd90f2ef093a504ff0ce944", "component_budget": { "node_count": 2, "item_count": 2, @@ -28144,18 +28027,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one error in Moonshine Streaming\u2019s sliding-window right boundary; PR 47162 is the more complete superset because it also covers Gemma4 and adds tests.", - "confidence": 0.9, + "summary": "Both PRs fix the same off-by-one boundary bug in MoonshineStreaming\u2019s right-side sliding window mask; PR 47162 is a broader superset that also applies the same fix to Gemma4 and adds tests.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the better canonical PR because it covers the same Moonshine Streaming fix as 46310, extends the same boundary correction to Gemma4, and includes a test file, making it the more complete change set.", + "canonical_pr_reason": "PR 47162 is the better canonical representative because it contains the same MoonshineStreaming fix as 46310 plus an additional matching fix in Gemma4 and test coverage, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the best representative of the cluster because it contains the shared bug fix plus additional coverage, whereas 46310 is a narrower subset of the same fix.", + "best_pr_reason": "PR 47162 is the strongest standalone PR: it addresses the same concrete off-by-one code-path bug in MoonshineStreaming and extends the same correction to another model, with tests included.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Accept: both PRs correct the same off-by-one right-window mask bug (`-dist <= right_window_size`) in the same Moonshine Streaming code path, and 47162 is a superset that plausibly subsumes 46310." + "reason": "Both PRs make the identical MoonshineStreaming right-window comparison change (-dist <= right_window_size) for the same bug; 47162 just adds the same fix in Gemma4 and tests, so they are same underlying change for the Moonshine part." } ] }, @@ -28169,7 +28052,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28185,7 +28068,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "0d69c2492508fc47d07ff807d649b6a5a2d4862d92d15554f9aed69fe18a4d49", + "prepared_review_unit_hash": "d21bc97a6baa92ef7b0d9f9d0691d4aa4931c9b1c24f0a55002a8aa3fb365a24", "component_budget": { "node_count": 2, "item_count": 2, @@ -28207,18 +28090,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one fixes CodeLlama decoding of real leading spaces, and the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer class selection in auto-loading. They share only a vague tokenizer theme, not the same underlying bug or change.", + "summary": "The cluster contains two unrelated pull requests: one fixes CodeLlama decoding behavior so real leading spaces are preserved, and the other fixes DeepSeek-Coder/DeepSeek-LLM v1 tokenizer-class misloading via checkpoint-prefix routing. They do not look like the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 46574 is a tokenizer decode fix in CodeLlama, while PR 46580 is an auto-tokenizer selection fix for specific DeepSeek checkpoints. They address different code paths and problems.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because the PRs are about different models and different failure modes; this looks like a heterogeneous cluster rather than duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different code paths and failures: CodeLlama decoder stripping vs. auto tokenizer class overrides for DeepSeek checkpoints. Not the same fix and would not be merged as one PR." + "reason": "Different models, different files, and different bugs: 46574 changes CodeLlama decoder assignment to stop stripping real leading spaces, while 46580 adds checkpoint-prefix overrides so DeepSeek checkpoints load the correct tokenizer class. They are not the same underlying change." } ] }, @@ -28232,7 +28115,73 @@ { "label": "pull_request", "component_index": 27, - "component_count": 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-46687-2", + "nodes": [ + "pull_request:46687", + "pull_request:47412" + ], + "soft_pairs": [ + "pull_request:46687|pull_request:47412" + ], + "prepared_review_unit_hash": "2de3d71dcc2e9972475beabd4d4fd9bd8543e059fbe44d5b3d45b64216e9438d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4494, + "estimated_input_tokens": 1124, + "estimated_eval_tokens": 2504 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4494, + "estimated_input_tokens": 1124, + "estimated_eval_tokens": 2504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same Wav2Vec2PhonemeCTCTokenizer stale-phonemizer_lang issue in the same tokenizer file, but PR 46687 and PR 47412 differ in scope enough that they should be treated as related rather than duplicate/mergeable equivalents. PR 47412 remains the better representative because it includes the focused fix plus regression tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47412 is the best canonical PR because it directly fixes the stale phonemizer_lang bug and includes regression tests, making it the most complete and self-contained representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47412 is the best overall representative since it covers the same bug with tests and a narrower, finalized implementation, while PR 46687 is an earlier variant of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46687", + "right": "pull_request:47412", + "accept": false, + "reason": "Related, but not conservative duplicates: both hit the same issue target and file, yet PR 46687 updates prepare_for_tokenization and phonemize, while PR 47412 only adjusts phonemize and adds tests. That is enough to relate them, but not enough to say they are the same concrete change or clearly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict is too strong for the packet. The evidence only clearly supports that both PRs target the same issue and same tokenizer file. However, the diffs are not identical in scope: PR 46687 changes both prepare_for_tokenization and phonemize, while PR 47412 changes only phonemize and adds tests. That is enough to say they are related, but not enough to conservatively accept them as close duplicates or as clearly mergeable into a single PR for the same bugfix. The representative/canonical choice of PR 47412 is fine, but the pairwise accept should be rejected or downgraded." + }, + "evaluator_used": true, + "retried": true, + "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", @@ -28248,7 +28197,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "71c1148e891f219c27aefe1909893bdc3958e76bc032fb8aa955d1aa928992d0", + "prepared_review_unit_hash": "c33ce3771dc0957b7970e2245ea8f9214e0752178ea459c68a2b97c45134e18f", "component_budget": { "node_count": 2, "item_count": 2, @@ -28270,18 +28219,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests in the same masking area, but they fix different bugs: one restores padding masking for batch-size-1 linear-attention forwards, the other fixes recurrent masking being skipped on continued/cache forwards. They are related conceptually, but not duplicates.", - "confidence": 0.92, + "summary": "These are related padding-mask fixes in adjacent attention/masking code, but they address different failure modes: one is a batch-size-1 mask gate in linear-attention models, the other is skipped masking on continued/recurrent forwards in the shared masking utility.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the better canonical PR: it targets the shared masking utility at the source, has an explicit issue target, and covers the recurrent/cached-forward masking regression in a more centralized way.", + "canonical_pr_reason": "PR 47087 is the better canonical representative because it fixes the broader shared masking utility and has an explicit issue target, making it the more central change in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest standalone change for the cluster because it fixes a concrete code-path bug in masking_utils and propagates the fix across affected recurrent models with tests.", + "best_pr_reason": "PR 47087 is the strongest representative overall: it addresses the core reusable masking path, spans multiple affected models, and the diff and title clearly describe one concrete bug in continued forwards.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both concern skipped padding masks, but 46773 fixes a batch-size-1 condition in linear-attention model code paths while 47087 fixes masking on continued forwards/chunked prefill via masking_utils. Different triggers and different bugs, so not duplicates." + "reason": "Both concern padding masks, but the concrete bugs differ: 46773 fixes a batch-size-1 gating mistake in linear-attention model code, while 47087 fixes masking being skipped on continued/recurrent forwards via shared masking utilities. They are not the same underlying change and would not plausibly merge into one PR." } ] }, @@ -28294,8 +28243,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 31, + "component_index": 29, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28313,12 +28262,12 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "df63fc7596a26857ade3149c3470f9e111dec61cc9cef50cae19dde8fb9844f1", + "prepared_review_unit_hash": "be2229d6de747027e320737e1c00f6996e541382b6ca371d8b694e92b5789687", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, + "serialized_chars": 6434, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -28326,7 +28275,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, + "serialized_chars": 6434, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -28335,24 +28284,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicates here: the three PRs fix different code paths in different subsystems, so none of the soft edges should be merged.", - "confidence": 0.97, + "summary": "Three unrelated open PRs: one normalizes AnyToAny pipeline input keys, one validates Gemma4 audio/text placeholder batching, and one adjusts candidate-generation length capping. None look like duplicates of the same underlying fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 47074 fixes AnyToAnyPipeline input key normalization, 47076 fixes Gemma4 processor placeholder validation, and 47195 fixes candidate decoding length capping. They are separate bugs with no shared code path.", + "canonical_pr_reason": "PR 47076 is the strongest standalone representative: it fixes a concrete processor bug, has clear validation logic, and includes matching tests across Gemma4/Gemma4-unified.", "best_issue_reason": null, - "best_pr_reason": "47074 is the best standalone representative only because it is the clearest user-facing bugfix, but it should not be treated as a duplicate of the others.", + "best_pr_reason": "PR 47076 is the best PR to anchor the cluster because it is the most substantial and self-contained change; the others target different code paths and are not mergeable into the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different components and behaviors: multimodal pipeline input-key mapping vs Gemma4 audio/text placeholder construction. Shared multimodal context is too broad to indicate the same bug or mergeable PR." + "reason": "Different components and bugs: AnyToAnyPipeline key normalization vs. Gemma4 processor placeholder validation. They do not fix the same code path and would not plausibly merge into one PR." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated fixes in different code paths: pipeline input normalization vs generation candidate length capping. No evidence they address the same underlying defect." + "reason": "Completely different areas: multimodal pipeline input-key mapping vs. generation candidate length-capping. Shared theme is only general bug fixing, not the same underlying change." } ] }, @@ -28365,8 +28314,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 31, + "component_index": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28414,192 +28363,189 @@ "pull_request:47280|pull_request:47282", "pull_request:47310|pull_request:47380" ], - "prepared_review_unit_hash": "8f61d10c20f34d9a3d576b9b437e8bd48034a78f9bdaeee49c3ccce654f5dab6", + "prepared_review_unit_hash": "1a0d1ff416ded4d91dcb6874e06b4e288467b5098030b6c3646b141b01dd12a4", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28954, - "estimated_input_tokens": 7239, - "estimated_eval_tokens": 14734 + "serialized_chars": 28949, + "estimated_input_tokens": 7238, + "estimated_eval_tokens": 14732 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28954, - "estimated_input_tokens": 7239, - "estimated_eval_tokens": 14734 + "serialized_chars": 28949, + "estimated_input_tokens": 7238, + "estimated_eval_tokens": 14732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model-specific integration-test fixes that only look superficially similar. I found two true duplicate pairs: the MiniMax-M3-VL load_error/offload-folder fixes and the Mamba2 OOM fixes. The EdgeTAM PRs and the rest are false positives or broader multi-bug umbrellas.", - "confidence": 0.84, + "summary": "This cluster is a mix of several unrelated integration-test fix PRs grouped by soft similarity. The only clear duplicate-like chains are EdgeTAM (47122 \u2194 47224), MiniMax-M3-VL load_error (47123 \u2194 47280), and Mamba2 OOM (47282 \u2194 47380); most cross-model pairs should not be merged.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47280 is the cleanest representative of a true duplicate fix: it directly addresses the MiniMax-M3-VL load_error by adding a temporary offload folder, with the same root cause as 47123 but a slightly more complete patch.", + "canonical_pr_reason": "PR 47224 is the broadest umbrella fix and explicitly targets the same EdgeTAM failure path while also grouping related integration-test repair work, so it is the closest cluster representative.", "best_issue_reason": null, - "best_pr_reason": "PR 47280 is the best overall representative among the actual duplicates because it is a direct, local fix for a concrete load_error, rather than a broad umbrella or a cross-model edit.", + "best_pr_reason": "PR 47224 is the strongest overall representative because it is the most comprehensive fix PR and includes one of the clearest duplicate-like code-path repairs in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and different problems: EdgeTAM import_or_config kwarg filtering vs GLM46V modular/model refactor work." + "reason": "Different models and failures: EdgeTAM import_or_config vs GLM46V integration-test changes." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and failure modes: EdgeTAM backbone kwarg handling vs MiniMax-M3-VL load_error/offload handling." + "reason": "EdgeTAM backbone arg handling and MiniMax-M3-VL load/offload failure are unrelated code paths." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Different models and unrelated code paths; this is EdgeTAM kwarg filtering vs MiniMax-M3-VL load_error mitigation." + "reason": "MiniMax-M3-VL offload-folder load_error is unrelated to EdgeTAM's original_sizes kwargs bug." }, { "left": "pull_request:47122", "right": "pull_request:47224", - "accept": false, - "reason": "47224 is a multi-bug umbrella touching tokenizer/whisper/other fixes in addition to EdgeTAM, so it is not the same single change as 47122." + "accept": true, + "reason": "Both address the same EdgeTAM failure path; 47224 includes the same fix in the same files, albeit bundled with other unrelated test-failure fixes." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "Different models and unrelated fixes: EdgeTAM kwarg filtering vs Gemma3 generation cache behavior." + "reason": "EdgeTAM kwargs/backbone issue and Gemma3 cache_implementation behavior are unrelated." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same underlying MiniMax-M3-VL load_error on model loading; both add an offload folder for accelerate/device_map behavior, with 47280 being a more complete version." + "reason": "Same MiniMax-M3-VL load_error/offload-folder problem in the same test file; 47280 is a later, more complete version of the same fix." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Both are load_error fixes, but for different models and different code paths, so they are not the same bug." + "reason": "Both are load_error fixes, but for different models and different load failures." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL load_error fix vs GLM46V model refactor; different artifact and change type." + "reason": "MiniMax-M3-VL load_error and GLM46V test/model changes are not the same bug." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different models and failure modes: MiniMax-M3-VL load_error vs Falcon-Mamba output_mismatch." + "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output mismatch are unrelated." }, { "left": "pull_request:47124", "right": "pull_request:47310", "accept": false, - "reason": "Both are output mismatches, but for different models and different generation code paths; too broad to be the same change." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47266", - "accept": false, - "reason": "Different model-specific failures and fixes: Falcon-Mamba output mismatch vs DeepSeek-V3.2 load_error." + "reason": "Falcon-Mamba generation output mismatch and Gemma3 cache handling are different model-specific issues." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Different models and different root causes: Falcon-Mamba output mismatch vs Mamba2 OOM." + "reason": "Falcon-Mamba output mismatch and Mamba2 OOM are different failures in different code paths." }, { "left": "pull_request:47124", "right": "pull_request:47380", "accept": false, - "reason": "Different models and different failure modes; no shared concrete code-path problem." + "reason": "Different model/test failures: Falcon-Mamba output mismatch vs Mamba2 memory cleanup/OOM." }, { "left": "pull_request:47124", "right": "pull_request:47281", "accept": false, - "reason": "Different models and different kinds of changes; this is not the same bug." + "reason": "Falcon-Mamba generation expectations and GLM46V changes are unrelated." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Different models and different failure modes: DeepSeek-V3.2 load_error vs MiniMax-M3-VL load_error." + "reason": "DeepSeek-V3.2 load_error and MiniMax-M3-VL load_error are separate model-specific failures." }, { "left": "pull_request:47266", "right": "pull_request:47281", "accept": false, - "reason": "Different model families and unrelated fixes; the similarity is only superficial integration-test cleanup." + "reason": "DeepSeek-V3.2 load_error and GLM46V changes are unrelated." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL load_error fix vs GLM46V model refactor; not the same underlying bug." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47282", - "accept": false, - "reason": "Different models and different failures: MiniMax-M3-VL load_error vs Mamba2 OOM." + "reason": "MiniMax-M3-VL offload-folder fix and GLM46V model changes are different issues." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Different models and unrelated fixes; no shared code path." + "reason": "Different models and failure modes: MiniMax-M3-VL load_error vs Gemma3 generation cache behavior." }, { "left": "pull_request:47280", "right": "pull_request:47380", "accept": false, - "reason": "Different models and different failure modes; MiniMax-M3-VL load_error mitigation is unrelated to Mamba2 OOM." + "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are unrelated test failures." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "Different models and different fix types; GLM46V refactor/update vs Mamba2 OOM workaround." + "reason": "GLM46V model changes and Mamba2 OOM fixes are unrelated." }, { "left": "pull_request:47282", "right": "pull_request:47380", "accept": true, - "reason": "Same Mamba2 integration-test OOM problem in the same test file; both are plausible variants of the same memory-pressure fix and could be merged into one PR." + "reason": "Both target the same Mamba2 integration-test OOM on the same test file; the fixes are compatible and could plausibly live in one PR." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Different models and unrelated failures: Mamba2 OOM vs Gemma3 output mismatch." + "reason": "Mamba2 OOM and Gemma3 cache_implementation behavior are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are different model-specific failures." }, { "left": "pull_request:47310", "right": "pull_request:47380", "accept": false, - "reason": "Different models and different concrete issues; cache default handling in Gemma3 is unrelated to Mamba2 OOM." + "reason": "Gemma3 cache default handling and Mamba2 OOM cleanup are unrelated changes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairs all point to the same model-specific failure area or a plausibly mergeable later variant, and the rejected cross-model pairs are appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 30, - "component_count": 31, + "component_index": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28615,7 +28561,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "71bda56b95be761b35c09dd75f0d74633192a4e1af0250880651c2a08a5d4f26", + "prepared_review_unit_hash": "beba9fa2fa72c8242a267fc7ddabb439814c54c50c6f08699115425e92e72d37", "component_budget": { "node_count": 2, "item_count": 2, @@ -28637,35 +28583,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same chat CLI management-endpoint URL bug: requests were being sent relative to the wrong base instead of the service root. The differences are mostly implementation style and scope, not a separate underlying change.", - "confidence": 0.82, + "summary": "Both PRs patch chat CLI management URL handling in `src/transformers/cli/chat.py`, but they are not the same fix: one normalizes a `/v1` base URL at interface construction, while the other routes a specific management call to the service root. Related, but not a clear duplicate pair.", + "confidence": 0.8, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47303 is the better canonical PR: it directly frames the fix as routing chat management calls to the service root, has an explicit tracking issue, and uses a shared helper to normalize management URLs.", + "canonical_pr_reason": "PR #47140 is the cleaner canonical representative because it directly addresses the `/v1` base-url bug and applies the normalization centrally for the chat interface.", "best_issue_reason": null, - "best_pr_reason": "PR #47303 is the strongest representative of the cluster because it captures the general service-root routing problem more clearly than the /v1-specific variant and appears to cover the same chat management code path.", + "best_pr_reason": "PR #47140 is the best single representative for the cluster because it appears to fix the broader code-path once, instead of patching only one management call.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", - "accept": true, - "reason": "Both changes address the same underlying chat CLI management URL bug in src/transformers/cli/chat.py, redirecting management requests from a /v1-style API base to the service root." + "accept": false, + "reason": "They target the same area but not the same concrete change: #47140 normalizes a `/v1` management base URL, while #47303 rewires `load_model` to the service root. Similar bug class, but not clearly one duplicate fix." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs touch the same chat CLI management URL path in src/transformers/cli/chat.py and the titles/diffs support the shared service-root vs /v1-base correction. The soft-edge verdict is also conservative enough, since it says the changes appear to address the same underlying bug rather than claiming they are identical." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 31, - "component_count": 31, + "component_index": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28681,12 +28624,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "57a03110bcb78e2d550970d665196eaafb63311ba36411283d1dac107d8c9309", + "prepared_review_unit_hash": "69cdeab253a02ada381ce8242ddeb74ea8bfea8a0cce473c32c20fbc1da6d8f4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28694,7 +28637,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28703,18 +28646,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one fixes loss scaling with label smoothing during gradient accumulation in Trainer, and the other changes TopHLogitsWarper to honor min_tokens_to_keep. They touch different subsystems and different concrete code paths, so this is not a duplicate pair.", + "summary": "The two PRs are unrelated: #47261 fixes label smoothing/gradient accumulation in the trainer, while #47262 changes TopHLogitsWarper behavior in generation. They do not share files, targets, or a concrete code path, so they should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47261 is the better canonical representative only in the sense that it is a concrete, self-contained bug fix with an explicit issue target; PR #47262 is a separate generation feature/validation change in a different path.", + "canonical_pr_reason": "PR #47261 is the better canonical representative because it is a focused, concrete bug fix with an explicit issue link and a narrowly scoped trainer change.", "best_issue_reason": null, - "best_pr_reason": "PR #47261 is the most representative standalone PR here because it addresses a specific correctness bug with clear reproduction context, whereas PR #47262 is not the same underlying change and should not be clustered with it.", + "best_pr_reason": "PR #47261 is the most representative standalone fix in this set: it addresses a specific correctness bug and is clearly tied to a tracked issue.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different bugs in different modules: Trainer label-smoothing/gradient-accumulation loss scaling vs TopHLogitsWarper token-retention handling. They are not the same underlying change and should not be merged." + "reason": "Different subsystems and different bugs: trainer loss scaling vs generation warper parameter handling. No shared code path or mergeable overlap." } ] }, @@ -28724,6 +28667,80 @@ "accepted_nontrivial_soft_edge": false, "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-47408-3", + "nodes": [ + "pull_request:47408", + "pull_request:47410", + "pull_request:47411" + ], + "soft_pairs": [ + "pull_request:47408|pull_request:47411", + "pull_request:47410|pull_request:47411" + ], + "prepared_review_unit_hash": "8fcf9671a45967c1d606c3b170e861691ecbf5f69ee6584078d1037310952c45", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6751, + "estimated_input_tokens": 1688, + "estimated_eval_tokens": 3632 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6751, + "estimated_input_tokens": 1688, + "estimated_eval_tokens": 3632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 47411 is the broadest, most general fix for silent near-total checkpoint mismatches during loading. PR 47408 is closely related and likely a narrower variant of the same underlying failure mode, while PR 47410 targets a different, more specific packed-weight mapping failure.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "47411 is the best canonical PR because it generalizes the hard-error check across conversions and quantization and appears to subsume the same silent-mismatch bug with the widest scope.", + "best_issue_reason": null, + "best_pr_reason": "47411 is the strongest representative of the cluster: it addresses the core silent-load problem directly, with the most complete and general guard plus tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47408", + "right": "pull_request:47411", + "accept": true, + "reason": "Both target the same underlying bug: silently accepting a checkpoint that matches almost none of the model\u2019s weights after conversion. 47411 is a broader version of the same hard-error fix, so these could plausibly be merged into one PR." + }, + { + "left": "pull_request:47410", + "right": "pull_request:47411", + "accept": false, + "reason": "47410 is a specific packed-weight-to-unpacked-weight mapping failure, while 47411 is a broader total-mismatch safeguard for conversions/quantization. They overlap in subsystem but not the same concrete code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 47408 and 47411 both address the same hard-error-on-near-total-mismatch pattern in `modeling_utils.py`, with 47411 clearly generalizing the guard to quantization as well. The rejection of 47410 is also conservative: it is a more specific packed-weight mapping failure, not obviously the same bugfix as the broader mismatch check in 47411. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null } ] } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 6f441fc6b9b2da0f1d0c994cbcde5cf13ab90e1c..103b65fe58b10fd804672a568daaa622e8209be1 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260719t060027z", + "analysis_id": "hybrid-model-20260719t120035z", "archived_artifacts": { - "hybrid": "snapshots/20260719T060027Z/analysis-runs/hybrid-model-20260719t060027z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260719T060027Z/analysis-runs/hybrid-model-20260719t060027z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/analysis-report-hybrid.json", + "hybrid_reviews": 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}, + { + "cluster_id": "cluster-47298-4", + "canonical_pr_number": 47398, + "duplicate_pr_numbers": [ + 47298, + 47409 + ], + "target_issue_number": 47355, + "reason": "PRs in cluster-47298-4 are treated as duplicates because they converge on issue #47355 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47405-3", + "canonical_pr_number": 47408, + "duplicate_pr_numbers": [ + 47411 + ], + "target_issue_number": 47405, + "reason": "PRs in cluster-47405-3 are treated as duplicates because they converge on issue #47405 with closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-9", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 9 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 202.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..b20cbff06ca712543da7584cae1a1f8280d9dbde --- /dev/null +++ b/snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,28746 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260719T120035Z", + "generated_at": "2026-07-19T12:08:08Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + 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the same as IterableDataset length handling." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class AttributeError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-shape error and collective mismatch are different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different distributed/shape errors with different triggers and code paths." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram limitation is unrelated to YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP error is unrelated to CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3_5Moe rotary embedding, but CPU offload incompatibility and uninitialized-memory after to_empty are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 initialization IndexError is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different distributed failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to GPT-OSS on AMD 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false, + "reason": "FSDP/checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated distributed bugs." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm torch-dynamo tracing error and Mistral-3 dtype mismatch are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors with different root causes." + }, + { + "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 an MPS int histogram backend limitation." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 embedding unpacking with TRL are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen-3 NVFP4 error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding unpacking failure and GPT-OSS tensor-parallel failure are not the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy regression is unrelated to Qwen3.5 SFT trainer unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 empty-tensor IndexError is similar in shape, but the model and code path differ from the BertModel bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the lone accepted soft-edge pair (issue:43596 vs issue:43638) is a conservative, title-supported duplicate judgment. 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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "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: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:46901", + "issue:47394" + ], + "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:39290|issue:41720", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:45020|issue:46304", + "issue:44863|issue:46015", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:46901|issue:47394", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43866|issue:44863", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070" + ], + "prepared_review_unit_hash": "1e9124a1400e676c59d1d11f6695c4dad2fcb7b4eca525c314fa73aa2104c988", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36961, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with two likely duplicate subgroups: an AutoTokenizer v5 regression affecting multiple models, and a causal-LM training-loss double-shift issue. Most other soft-similarity pairs are false positives and should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45920 is the broadest and most explicit tokenizer regression report, covering multiple affected model families and framing it as a v5-wide silent behavior change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest anchor for the cluster\u2019s main duplicate theme: it is broad, concrete, and clearly describes the regression in a way that can subsume the narrower Granite-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related v5 complaints, but they refer to different removed/deprecated docs content and do not look like the same concrete change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failure modes: autocast dtype mismatch vs MPS histogram/int support." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "One is a Liger Kernel cross-entropy call issue; the other is an autocast dtype mismatch. No shared code path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different distributed/training errors: collective mismatch with DeepSpeed ZeRO3 vs a trainer API signature mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to a missing GenerationMixin import." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU compatibility and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy/Liger Kernel behavior is unrelated to a mask-vs-tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention version incompatibility, but one is torch/transformers generally and the other is USE_DISTRIBUTED=0 support; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-loading failure and distributed support breakage are separate issues." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific failures: Gemma3 config attribute missing vs Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing text-encoder weight loading are not the same underlying problem." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they involve different models and the evidence is too thin to treat as one concrete bug." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPU compatibility for GPT-OSS is unrelated to table-question-answering crashes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to distributed build/runtime support." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "One is a pipeline docs mismatch; the other is a removed run command mention. Similar topic, different docs change." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Cross-entropy/Liger Kernel issue is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different forward-path failures; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal model loading/input, but one is device-map forward mismatch and the other is video token/template mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and NVIDIA ModelOpt compatibility are separate problems." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regressions and distributed build support are different change areas." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to RAG example documentation." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both are multi-GPU/distributed failures, but the specific crash modes and entry points differ too much." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same tokenizer-ID regression in v5; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." + }, + { + "left": "issue:46901", + "right": "issue:47394", + "accept": true, + "reason": "Both report the same training-loss double-shift bug in causal-LM loss computation; they could plausibly be fixed by one PR." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes storage/type incompatibility is unrelated to distributed support changes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3-MoE sliding-window issue are separate model-specific regressions." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different loading failures: corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading implementation." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch and ZeRO-3 BertModel index error are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model-loading failure and corrupted checkpoint are not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch/transformers incompatibility and pydantic PretrainedConfig breakage are different changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and stays conservative overall. The two accepted duplicate pairs are plausible from the issue titles, and the rejected soft matches mostly avoid overclaiming. The canonical issue choice of issue:45920 is also supported by the broader v5 tokenizer regression framing." + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "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:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43975", + "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:43541|issue:47228", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "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:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:43716|issue:47228", + "issue:43296|issue:43366", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:44387|issue:45005", + "issue:45020|issue:45800", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918" + ], + "prepared_review_unit_hash": "f0b8d71cf51242eda3ea6adda963ab7113bcab321635a51109fb5651794af361", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39847, + "estimated_input_tokens": 9962, + "estimated_eval_tokens": 20180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose collection of unrelated Transformers issues, with only a couple of clear duplicate-style pairs. The strongest matches are the repeated mask-shape IndexError reports and the Qwen video input/token mismatch regression.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 41093 is the best representative because it is a generic, recurring error signature and has a near-verbatim duplicate (44805), making it the clearest canonical issue among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41093 is the most suitable global issue anchor here: it is concise, generic, and maps cleanly to an exact duplicate report with the same failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are regression/runtime failures, but one is a grouped_mm torch-dynamo issue and the other is a bf16 compilation regression; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated failures: Whisper model loading vs a PretrainedConfig/pydantic field breakage." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different root causes: DeepSpeed ZeRO-3 empty tensor indexing vs torch/transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different models and symptoms: detokenization bug vs table-question-answering crash." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; too different to treat as the same bug." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing error and YOLO multi-GPU device-map failure are different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different failures: NVFP4 model load error vs table QA task crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window attribute error is unrelated to Gemma4 device mismatch." + }, + { + "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": "Chat/completions streaming failure is unrelated to the MPS histogram kernel error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: torch-dynamo grouped_mm tracing vs MPS int histogram support." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure is not the same as an autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoE hybrid invalid method call is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head weight tying bug is unrelated to a corrupted checkpoint report." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError reports, but the shapes and loading paths differ; not enough to assume the same underlying bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn fallback gating and remote-code config_class lookup are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and pydantic PretrainedConfig breakage are separate regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version incompatibility vs Gemma4 device mismatch are not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "They both mention shape/embedding problems, but one is a mask-index mismatch and the other is a TRL SFT embedding unpacking failure." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to streaming chat/completions failure." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different model/loader issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to the PretrainedConfig pydantic field issue." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and pydantic config serialization are different defects." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure is unrelated to Sam3 bf16 compilation regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation-model issues are different problems." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage is broader than, and unrelated to, the torch 2.4.1 / transformers 5.8.0 incompatibility." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoE hybrid method error and Sam3 compilation regression are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image preprocessor dtype mismatch and video token/feature mismatch are different multimodal bugs." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they occur in different contexts and don\u2019t share the same concrete failure mode." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression: video features/tokens become mismatched in the chat-template path." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 text-embedding quality complaint is not the same as the AutoModel/pipeline nonsensical-output report." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Broken official Nemotron example and YOLO multi-GPU device-map failure are different issues." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error is unrelated to resuming training with local models and remote code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class error are different failure modes." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping bug and uninitialized rotary embedding memory are distinct Qwen3.5-MoE issues." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight requirement is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-shape IndexError; these look like the same underlying indexing bug reported twice." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The canonical anchor choice for issue 41093 is defensible because 44805 is a near-verbatim duplicate of the same mask-shape IndexError, and the other accepted pair (44479/46294) is also a plausible same-bug match from the issue titles. The remaining soft-edge rejections are appropriately cautious and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "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:43645|issue:45399", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:35308|issue:36331", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:44530|issue:45005", + "issue:43975|issue:44292", + "issue:45183|issue:46463", + "issue:44863|issue:45005", + "issue:35308|issue:42915", + "issue:39692|issue:43054", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:33666|issue:35308", + "issue:46032|issue:47246", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902" + ], + "prepared_review_unit_hash": "1b474c22f9554ad15ce5d0bc75f8922d90838d276f72de4f64cea11998cea507", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37123, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is still a heterogeneous issue cluster. The strongest duplicate evidence is around the non-persistent-buffer regression in v5, while most other pairs are only thematically related. I removed the over-strong acceptance for the custom-module loading pair: they may be adjacent reports, but the packet does not prove a single underlying bug.", + "confidence": 0.81, + "canonical_issue_reason": "#43950 is the clearest representative regression report here: it is specific, actionable, and matches the strongest confirmed duplicate set around non-persistent buffer corruption in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best anchor for the cluster because it is concrete, broadly phrased, and directly covers one of the strongest same-bug pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Different problems: notebook/custom-model initialization vs flash-attn2 fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different model/perplexity reports with no clear shared code path." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Related custom-module loading symptoms, but the packet only shows titles and does not establish the same bug or a mergeable single fix." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they concern different model families and different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer activation bug vs documentation cleanup." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight translation-model issues." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Different training bugs: iterable dataset length mismatch vs custom compute_loss signature breakage." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to a removed CLI docs reference." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/trainer issues with no shared failing code path." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied weights." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different tokenizer/runtime failures on different models." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Related area, but one is broad input_ids/inputs_embeds validation and the other is a T5-specific decoder-input error message." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to tied-weight translation-model behavior." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Multi-GPU IterableDataset crash and FP8 model failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is docs/example mismatch and the other is an actual embedding quality issue." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different incorrect outputs." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in v5, just phrased as the broader symptom versus the specific from_pretrained corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different training API breakages: custom trainer loss signature vs ZeRO-3 model loading failure." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Clear duplicate pair: both report v5 corrupting non-persistent buffers with junk values during loading/materialization." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both are training-related, but they describe different multi-GPU/data-loader issues." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Related Mamba-family code, but not the same concrete bug: seq_len>1 cache corruption vs NemotronH slow-path recurrence propagation." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different error signatures." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly the fix for the same issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Text-embedding quality regression and tokenization-version change are different bugs." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad AutoTokenizer token-id regression across models is distinct from a DeepSeek-Coder v1 encode/decode issue." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Different SigLIP2 symptoms: zero probabilities vs degraded text embeddings." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same offloading-save failure: both report inability to save disk-offloaded Qwen3 models, differing only by model variant." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different dtype-related failures on different models and workloads." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache contract bug: get_seq_length returns a tensor instead of a plain int, breaking downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Non-persistent buffer loading corruption is unrelated to uninitialized rotary-embedding memory after materialization." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the summary is grounded, but one soft-edge acceptance is too strong: issue:45632 vs issue:45698 look related in custom-module loading, yet the packet only gives titles and does not establish that they are the same bug or a mergeable single fix. The rest of the accepted pairs are more defensible, but this one overstates the evidence, so I can\u2019t accept the cluster evaluation." + }, + "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": 5, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "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" + ], + "soft_pairs": [ + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:42947|issue:44387", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:45081|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:41553|issue:43883", + "issue:45020|issue:45823", + "issue:43782|issue:44960", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:41553|issue:43881", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45715|issue:46315", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "04c22ca897bb290180acee7727bb3137645cdfe6678ea1efdbf0bb2edd13c85a", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37489, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related and should stay separate. The only clear duplicate-style match is the v5 docs cleanup around removed pipeline tasks. No pull requests were present.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44509 is the clearest and most complete statement of the v5 pipeline-docs cleanup problem; 43827 is the same issue in a narrower form.", + "canonical_pr_reason": null, + "best_issue_reason": "44509 is the best representative issue for the duplicate docs problem because it explicitly covers the removed pipeline task references and has the broadest scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a quality complaint and the other is a JAX/HF discrepancy report; not enough to treat as the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5/MoE-related runtime behavior, but the flash-attention position_ids crash and CPU offload rotary embedding issue are different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5MoeRotaryEmbedding uninitialized-memory bug are unrelated failures." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure; different symptoms and likely different fixes." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but gradient checkpointing/LoRA inefficacy and int4 reserved-memory OOM are distinct regressions." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension training error and early-stopping metric configuration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug and AMD GPU model support failure are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "These are both loading-related, but they concern different models and no shared underlying failure is evident." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different load-time errors; no sign of the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "The remote-code regression theme is broad, but the specific AutoConfig missing-fields bug is not clearly the same concrete failure as the general report." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training/memory, but one is about gradient checkpointing with PEFT LoRA and the other about Qwen3 MoE memory usage." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and flash-attn fallback blocking are separate subsystems." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2_5_VL import failure and bitsandbytes Int8Params incompatibility are different bugs." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram-int error and Gemma4 device-mismatch forward error are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral tokenizer loading error and Molmo tied-weights attribute error are different model-specific bugs." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "A broad remote-code regression does not match the specific Gemma4 device-map forward bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and generic GLM5 loading failure are not the same failure mode." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like registry logic and remote-code loading regressions are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are separate runtime problems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code breakage and Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different load errors; no duplicate evidence." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA model incompatibility across HF versions and a tie_word_embeddings warning during Qwen3.5 fine-tuning are not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping for Qwen multimodal models and remote-code model_class config_class handling are different issues." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but convert_ids_to_tokens and convert_tokens_to_ids have different hot paths and fixes." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "The general remote-code regression is too broad to equate with this specific config_class AttributeError without more evidence." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer correctness, but they involve different model families and different tokenizer mechanisms." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights and non-persistent buffer corruption are separate from one another." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same v5 docs problem: stale references to removed pipeline tasks/models in the summarization/translation docs." + }, + { + "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 bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet. The only accepted duplicate-style pair, issue:43827 \u2194 issue:44509, is well supported by the titles and fits the v5 docs cleanup theme. The rejected soft-edge pairs are phrased conservatively and do not overclaim duplication or mergeability. No PR pairs were present." + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "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:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46468", + "issue:46515", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:46894|issue:46897", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:43366|issue:43828", + "issue:44928|issue:45588", + "issue:43716|issue:46468", + "issue:43366|issue:43531", + "issue:44530|issue:44863", + "issue:43596|issue:46515", + "issue:44863|issue:46402", + "issue:41553|issue:44991", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:43716|issue:44560", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:44560|issue:44918" + ], + "prepared_review_unit_hash": "b3f11ead635fc4ea842b396ce0cab22a05caa78f9db6849bff229069670c163c", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36762, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not form one coherent duplicate cluster. The only clear duplicate-looking edge is the pair of training-loss double-shift reports; the rest are similar only at the subsystem or symptom level and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 46894 is the best representative because it states the underlying training-loss double-shift bug directly and is the earlier, clearer report; 46897 appears to be the same bug on another model.", + "canonical_pr_reason": null, + "best_issue_reason": "46894 is the strongest standalone issue in the set and the only solid anchor for deduplication within this mostly unrelated collection.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are Whisper/audio-related, but one is a generic run failure and the other is a specific fbank feature extraction problem; not the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: Trainer signature mismatch versus a tensor mask shape IndexError." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention Qwen3 and DeepSpeed, but one is about weight conversion/loading and the other is about gradient averaging; different bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern, likely fixed by one shared change." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing effectiveness and a missing supports_gradient_checkpointing flag are related only loosely; not the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading issues on Qwen variants, but the models and failure modes differ enough that they do not look like one bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; not a duplicate." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated issues: a DeepSpeed training runtime error versus an image processor segmentation-map failure." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen regressions, but one is a broad v5.3.0 regression and the other is a specific StopIteration path; not enough to merge." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same generic mask-shape error wording, but no evidence they hit the same code path or model." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "One is GGUF architecture support, the other is a dtype mismatch under autocast; unrelated." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths and symptoms: RLHF/SDPA fallback versus flash-attention handling of s_aux=None." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failures: image-preprocessor dtype mismatch versus a broken Nemotron example." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF support for gpt-oss and a sliding_window issue in Qwen3-MoE are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading are separate problems." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero-3/Bert index error versus a broad torch compatibility complaint; not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different Nemotron/Sam3 loading problems with different symptoms and code paths." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading issues, but for different models and different error modes." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: temporal position scaling in Qwen2.5-VL versus uninitialized inv_freq after meta-to-empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Architecture support for gpt-oss and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different root causes and symptoms; no duplicate evidence." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3-vl video StopIteration are separate multimodal bugs." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "FSDP2 shared_kv_states logic and a PLE device-map mismatch are different forward-pass issues." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure and meta-device loading breakage are different model-loading problems." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import exposure for a missing class versus model-loading breakage on meta device; not the same issue." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A failed 3d_parallel.py run and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-ocr index errors are different regressions." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and an MPS histogram limitation on Int are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video embedding StopIteration and TRL SFT unpacking failure are different code paths and bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft edge (46894/46897) is supported by both titles describing the same training-loss double-shift pattern, while the other pairs are reasonably left as non-duplicates based on differing 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": 7, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "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:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:41553|issue:44488", + "issue:43645|issue:43646", + "issue:44683|issue:46515", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:45823|issue:46515", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:38175|issue:43994", + "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:41720|issue:42915", + "issue:38175|issue:39692", + "issue:42915|issue:44756", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45507|issue:46468", + "issue:44863|issue:46846", + "issue:45313|issue:45357" + ], + "prepared_review_unit_hash": "b4ab555a743f338c11d96f0bd4095eb1431176052bf2384ba7fb27992468732f", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35962, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regressions with only a few true duplicate pairs. The clearest duplicates are the custom-model initialization break and the non-persistent buffer junk regression; the SigLIP2 checkpoint output reports also look like the same underlying model bug.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43646 is the broadest and most representative issue among the true duplicate candidates: it describes the core custom model initialization regression, while issue:43645 is just the notebook-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best cluster anchor because it is the most general, clearly stated v5 regression and likely subsumes related custom-model initialization reports better than the narrower variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they concern different models and different reported failure modes; not enough evidence of the same code-path bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom model initialization regression in Transformers v5; one report is notebook-specific, the other is the general breakage." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch version compatibility problems in different contexts; no indication they are the same fixable bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely different failures: an import error versus a Qwen3Moe FP8 loading problem." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache internals, but the failure mechanisms are different: illegal memory access from misread position_ids versus slice arithmetic on a device tensor." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models, different attention implementations, and different crash modes; too broad to be the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mismatch issue is unrelated to a generic torch version incompatibility report." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both mention PEFT/gradient checkpointing, but one is a Transformers v5 regression and the other is a PEFT + DeepSpeed ZeRO-3 checkpoint error; not clearly the same issue." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a silent Granite-wide token-id bug while the other is a DeepSeek-Coder tokenizer gap; different model families and likely different fixes." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping edge case and Gemma4 device placement failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime errors, but the model/task and failure mechanics are different; not the same underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they affect different model families and are not clearly the same validation regression." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same specific SigLIP2 checkpoint and same broken inference behavior; one reports zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "A ZeRO-3/BertModel index error is unrelated to the tokenizer-mapping failure in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems and symptoms: DeepSpeed zero3 initialization versus tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer generation tooling and a tensor mask shape error are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/compatibility, but one is a qwen3_moe LoRA version mismatch and the other is a BitNet packed-weights accelerate-loading bug." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Related Gemma4 multimodal quantization area, but one is specifically an audio uint8 torch.finfo TypeError and the other is unsafe casting in multimodal embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Both are v5 regressions, but the issues are unrelated: hf initialization flag breakage versus long OCR index errors." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map dequantized loading and Strix Halo mmap OOM are different loading problems with different fixes." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "A cudaErrorAssert during auto device mapping is unrelated to a qwen3_moe FineGrainedFP8Config failure." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a direct inference regression and the other is a documentation example with multiple distinct errors; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different models and different failure classes; no shared code-path evidence." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same Transformers v5 non-persistent buffer regression stated with nearly identical wording." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA version incompatibility and gemma4 resize_token_embeddings behavior are different issues." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention failures; similar wording is not enough to merge them." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both fail to load specific BERT checkpoints, but the titles do not show the same checkpoint family or the same root cause, so this is too weak to merge." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Invalid method calls in GraniteMoEHybrid and a broken official Nemotron example are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel plan issues are different bugs." + }, + { + "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 incorrect visual encoder key saving; different code paths and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the soft edges. The anchor choice is reasonable, the duplicate calls are supported by near-identical titles, and the rejections avoid over-merging on weak similarity." + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "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:46459", + "issue:46512", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46459|issue:46512", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44164|issue:44291", + "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:46897|issue:46901", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44079|issue:46829", + "issue:43957|issue:44756" + ], + "prepared_review_unit_hash": "4dabee40f272c1dcac34090a500c70287f69dc79c40806d6e47890ac3c19ea58", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37282, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is thematically related around Transformers 5.x regressions, but the items mostly describe distinct model-specific bugs and API issues rather than one duplicate chain. I did not find any soft-edge pair that is clearly the same concrete bug/change.", + "confidence": 0.67, + "canonical_issue_reason": "issue:46459 is the best single representative: it is a concrete, high-impact composite-model loading regression with a clear repro and broad downstream impact, whereas most other issues are narrower model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46459 is the strongest global candidate because it captures the cluster\u2019s main loading/dtype regression theme and has broader applicability than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling during model construction/loading, but one is about ignored load dtype on composite checkpoints and the other about stale config.dtype after from_config; related area, different bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model load regressions on transformers>=5, but they affect different models and appear to have different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2 bad outputs, but one is a docs/example mismatch plus quantization failure while the other is an AutoModel/pipeline result issue; not clearly the same code path." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is about non-persistent buffers being junk-filled, the other about custom-model initialization in Jupyter; same release, different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and symptoms: Qwen3 MoE conversion with accelerate/deepspeed versus GLM-4.7 load failures in unit tests." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory usage, the other is quantization/offloading behavior; broad subsystem overlap only." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA checkpoint compatibility on hf5.x versus resize_token_embeddings not updating decoder embeddings; unrelated concrete failures." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model-loading/compatibility issue versus a resize_token_embeddings propagation bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7 unit-test load failure and Qwen3-VL shape mismatch are separate model-specific loading bugs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resumption math and optimizer argument handling are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Training memory efficiency and int4 quantization reserved-memory OOM are different resource-management bugs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument compatibility are distinct serialization/loading regressions." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families; no shared concrete code path is evident." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq save/load breakage are unrelated issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings propagation bugs, but they target different architectures and different nested embedding fields." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different runtime failures." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading failures are separate regressions." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init_empty_weights argument and mmap-induced OOM are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/vocab mismatch reports for different models; not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping and AudioFlamingo3 batched inference leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state rebuild and Qwen 3.5/3.6 text_config unwrapping are different model-loading/training issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example failure and GLM5 loading are different models and different bug classes." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention illegal memory access from packed-sequence misinterpretation versus AttributeError on s_aux=None are different failures in different code paths." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are double-shift training-loss bugs, but they affect different model families and there is no evidence of a shared implementation bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are separate multimodal model classes with no clear shared code path from the titles alone." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading behavior and int4 reserved-memory OOM are related only at a high level, not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness in PEFT LoRA and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Gemma4/FSDP2 state bug versus Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leak and Gemma4 PLE device mismatch are distinct runtime issues." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug and VideoPrism hidden_states mispopulation are different output-structure problems." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOM are different loading/memory 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": 9, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:36010|issue:39404", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:44292|issue:44912", + "issue:43381|issue:44928", + "issue:43957|issue:47332", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45292|issue:45335", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43425|issue:46869", + "issue:46894|issue:46901", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:44530|issue:45084", + "issue:39404|issue:45701" + ], + "prepared_review_unit_hash": "7c49db93f71302c5f6affd5b78db9f1c7773e1034ac35524bcb4e88e5580d069", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated despite superficial overlap. The only clear duplicate families here are the `resize_token_embeddings` regression reports and the training-loss double-shift reports; the `resize_token_embeddings` issue is the best canonical anchor.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45292 is the cleanest general statement of the shared `resize_token_embeddings` bug, and it matches the more model-specific reports in issue:45276 and issue:45335.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most model-agnostic, reusable duplicate target among the issues shown, with clear manifestations across multiple model variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: sparse-layer construction vs Gemma4 FSDP2 shared_kv_states handling." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions in different model families and code paths." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline `return_language` behavior." + }, + { + "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:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` propagation bug, with 45276 being a model-specific manifestation." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading problems with different symptoms and likely different fixes." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue is unrelated to RLHF NaN from 3D position_ids / SDPA fallback." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Different model-loading/offloading failures on different models and paths." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap-triggered OOM." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and `continue_final_message` are distinct tokenizer behaviors." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is a different issue from Gemma4 FSDP2 `shared_kv_states` rebuilding." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model notebook init regression is unrelated to `extra_state` save/from_pretrained handling." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch compatibility breakage and Sam3 bf16 compilation regression are different code paths." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure and Qwen3.5 save_pretrained regression are different problems." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permissions propagation from source files is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same `resize_token_embeddings` bug affecting model embeddings/output embeddings." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage-object lookup failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as the autocast dtype-mismatch bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch and model load failure are different issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression is unrelated to Trainer `max_steps` miscalculation on checkpoint resume." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different concrete bugs." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift pattern: both describe labels being shifted incorrectly during loss computation." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention regression is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is different from the image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs and slower `convert_tokens_to_ids` are separate tokenizer regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression and CodeLlama round-trip space loss are unrelated tokenizer issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash is unrelated to non-template-node compilation failure." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline regression is unrelated to tokenizer-version-dependent tokenization changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical `resize_token_embeddings` anchor at issue:45292 is well-supported by the closely related model-specific reports in issue:45276 and issue:45335, and the training-loss double-shift pair is also a reasonable duplicate callout. The unrelated pairs are correctly rejected rather than over-merged." + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46665", + "issue:46821", + "issue:46894", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:43611|issue:43645", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:39404|issue:46665", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43994|issue:44079", + "issue:40990|issue:47331", + "issue:44265|issue:44898", + "issue:43901|issue:44509", + "issue:44991|issue:45081", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:44488|issue:44987", + "issue:43856|issue:44756", + "issue:44488|issue:45081", + "issue:36032|issue:42915", + "issue:43632|issue:47050", + "issue:43716|issue:45084", + "issue:43746|issue:47331", + "issue:42796|issue:43404", + "issue:45479|issue:46894", + "issue:43611|issue:43644" + ], + "prepared_review_unit_hash": "9b55eded07e48c47e6e78c96350750869e3c36bb2d3ca4c9fdab9a8d3966fdf8", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37016, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear thematic thread is a loose set of Transformers v5 loading/initialization regressions, but none of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43611 is the broadest and most central of the v5 regression reports here: it targets model loading breakage in Transformers 5.0.0 and best represents the shared initialization/loading theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best issue to anchor the cluster because it is a general, high-signal v5 model-loading regression; the other candidates are either narrower model-specific failures, tokenizer bugs, docs issues, or unrelated runtime errors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 breakage reports, but one is about base_model_prefix loading and the other about custom model initialization in Jupyter; different failure modes and likely different fixes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression on Qwen VL models is unrelated to a generic mask-shape IndexError; no evidence of the same code path." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "One is a float8 storage lookup error, the other is a template-node compilation error; different subsystems and root causes." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language behavior and from_pretrained-inside-classes inconsistency are separate issues." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite Qwen text_config unwrapping are different loading problems." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file handling for AutoTokenizer/AutoModel are distinct loader failures." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment bugs are different behaviors with different likely code paths." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Metal quantization batch corruption are unrelated problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures from torch_compilable_check are not the same as Perceiver non-default-resolution interpolation failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different pipeline/task documentation changes and not the same underlying bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures on different models; not the same concrete bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage via sinq is unrelated to continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of another issue and a tokenizer-specific continue_final_message bug are not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading failure are different issues." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Generic reproduction report vs Qwen3.5 PagedAttentionCache crash; different code paths." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both mention Gemma4, but one is a device-map forward mismatch and the other is a 4-bit dtype-cast bug in multimodal embedders; different fixes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel initialization and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are different bugs." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap OOM and disk-offloaded Qwen3-30B-A3B save failure are distinct storage/offloading problems." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading failures; same broad area but not the same underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are separate memory issues with different causes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures in different model families; no shared concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer init conflict and Qwen3Moe fine-grained FP8 failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Canine fp16 ONNX attention dtype mismatch are different problems." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and template-node compilation failure are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech and Metal quantization batch corruption are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3ForConditionalGeneration are different bugs, even if both involve Mistral-family models." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification bug and ASR double-shift training-loss bug are different loss-shaping issues." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about loading with base_model_prefix and the other about non-persistent buffer initialization; not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43873", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44462", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:44661|issue:44683", + "issue:43299|issue:43931", + "issue:46285|issue:46402", + "issue:43541|issue:45084", + "issue:45479|issue:46897", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43873|issue:47331", + "issue:40990|issue:43421", + "issue:43643|issue:44530", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:44737|issue:45859", + "issue:39404|issue:44671", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:44987|issue:44991", + "issue:44206|issue:44220", + "issue:45084|issue:45507", + "issue:43582|issue:43632", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:43746|issue:46326", + "issue:44811|issue:45584", + "issue:43582|issue:47331", + "issue:44403|issue:45081" + ], + "prepared_review_unit_hash": "3b379ffe87d35bbd0c62fc83ef513cd8fdabe2f9f01f34609e614f36bc15e36b", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36123, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set in the strict sense; it mixes many separate Transformers regressions across tokenizers, model loading, quantization, audio, and training behavior. I found no soft edge that clearly represents the same underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue: the items cover many distinct failures and code paths (tokenizer loading, GGUF, model init, quantization, Whisper/audio, trainer state, etc.), so collapsing them would over-merge unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be used as a representative anchor, `issue:43646` is the broadest user-facing Transformers v5 custom-model initialization regression, but it is still not a true canonical duplicate for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a repo/tokenizer.json loading regression and the other is a model-specific DeepSeek-Coder tokenizer output issue; not the same concrete bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated subsystems: add-new-model-like mapping failure vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same general Qwen3-VL area, but one is a v5 dev loading regression and the other is a specific weight-shape mismatch for a concrete model; not clearly one bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failures: CLIP text-model structure inconsistency vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different failures and code paths: torch dynamo grouped_mm tracing vs template compilation error." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both are loss-related, but they are distinct model-specific training bugs with different mechanisms." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading regressions, but for different models and likely different causes." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both touch Qwen/MoE-ish areas, but one is FineGrainedFP8Config failure and the other is PagedAttentionCache linear_attention crash; not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both mention quantization/offload, but one is offloading behavior and the other is a Metal batched-generate corruption bug in a different code path." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Unrelated: perplexity regression on gpt-oss vs runtime special-token/post-processor update behavior." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different concerns: trust_remote_code missing fields vs cache crash on Qwen3.5 models." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different areas: multi-image IterableDataset fine-tuning failure vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting bug is unrelated to Qwen2.5-VL multi-image IterableDataset failure." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related, but one is XLNet positional encoding CPU placement and the other is Qwen3.5 MoE CPU offload incompatibility." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked-LM prediction changes." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is non-persistent buffers being filled incorrectly and the other is custom model initialization; not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend plumbing, but one is packaging/install extras and the other is a BACKENDS_MAPPING validation error for tensorflow_text." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but for different models and likely different regressions." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction issues, but one is an unsupported `center` arg and the other is `_torch_extract_fbank_features()`; not clearly the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Completely different failures: template compilation vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the `_is_hf_initialized` flag regression." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a general `gguf_file`/from_pretrained break and the other is a model-specific Qwen2.5-GGUF failure; too little evidence that they are the same bug." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT-adapter local checkpoint loading and mistral_common continue_final_message are separate problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is `batch_decode` ignoring `skip_special_tokens` and the other is empty-transcription generation failure after `align_special_tokens`; distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to Metal quantization batched-generate corruption." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise vs Mistral regex patch crash are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47254", + "issue:47331" + ], + "soft_pairs": [ + "issue:43262|issue:47331", + "issue:43645|issue:46661", + "issue:43208|issue:47013", + "issue:43792|issue:46869", + "issue:43317|issue:43482", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:43646|issue:44534", + "issue:42915|issue:44291", + "issue:43262|issue:43377", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:44849|issue:45325", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44265|issue:44610", + "issue:44008|issue:46899", + "issue:44479|issue:45325", + "issue:43322|issue:43540", + "issue:43425|issue:44403", + "issue:45923|issue:47254", + "issue:44464|issue:45987" + ], + "prepared_review_unit_hash": "864bc2afc3ae159e6615b72783ff24c1d50e69249fa06d77f371331b2ca3e853", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35814, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of many distinct Transformers bugs, mostly around model loading, tokenizers, multimodal preprocessing, quantization, and trainer/runtime regressions. The soft pairs are only superficially related; none look like the same underlying bug or a plausible merged PR.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue: the items span many different code paths and failure modes, so there isn't a single duplicate to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, issue:43646 is the broadest umbrella because it covers a generic Transformers 5.0 custom-model initialization regression and is closest to several nearby v5 loading breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs Metal quantization batch corruption; unrelated components and fixes." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code models, but one is Jupyter initialization and the other is missing config_class on AutoModel; different bugs." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM, but one reports multiple training bugs for smaller models while the other is a specific return_last_states unpacking crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Both are load failures, but Whisper runtime failure and YOLO multi-GPU device-map failure are different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantized model loading vs Qwen2.5-GGUF v5 loading; different model families and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure vs template compilation error; not the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast vs Mistral tokenizer regex patch crash; separate tokenizer/model paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression vs non-persistent buffer serialization junk; unrelated defects." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config issue vs init_empty_weights unexpected argument; different initialization/quantization problems." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio sampling-rate default bug vs MIMI batch/single output mismatch from padding mask support; different modalities and logic." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric lookup bug vs TrainerState token counter not updating; unrelated trainer features." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method-name conflict vs MobileLLM key error; different tokenizer/model loading issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict vs a model loading failure; unrelated tokenizer internals." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batch discrepancy vs DAC from_latents/forward mismatch due to missing STE; different models and bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure vs Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both concern tied lm_head weights, but one is a missing tie in Mistral3 and the other is device-dependent serialization; related theme, different defect." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsense outputs with AutoModel/pipeline vs OmDet processor image-size mismatch; unrelated vision bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different model versions and code paths." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; different low-level quantization/storage problems." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute collision vs Qwen3 auto device-map CUDA assert; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window issue in Qwen3-MoE vs strict config blocking granite_speech; different subsystems." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check incompatibility vs OmDet processor size mismatch; separate issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n forward variable collision vs Gemma4 multimodal quantization dtype cast; different model generations and bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression in Qwen multimodal models vs Qwen2.5-VL rope scaling for still images; not the same defect." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault on load vs Qwen3OmniMoe video-processing ValueError; different models and failure points." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility vs noisy loading output; unrelated." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing flag vs PEFT+DeepSpeed ZeRO-3 checkpoint error; both mention checkpointing but are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward vs StaticCache seq-length return type bug; separate generation/cache 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": 13, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:47404" + ], + "soft_pairs": [ + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:40444|issue:45325", + "issue:43872|issue:44291", + "issue:43883|issue:44488", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45216|issue:45357", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:43531|issue:44291", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:41720|issue:45081", + "issue:43883|issue:44991", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44387|issue:47404" + ], + "prepared_review_unit_hash": "d1884092157880ff10de9b7333483290619be529e5b73bbea7d9bade3aaf9b08", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37211, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "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, with only a couple of close duplicate-like pairs. The strongest duplicate signal is the `_is_hf_initialized` regression, and a second likely duplicate pair is the Qwen3.5 `save_pretrained` checkpoint-key regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44291 is the broadest and most root-cause-oriented report in the `_is_hf_initialized` regression family, so it is the best canonical issue for that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 best represents the shared underlying bug around the new `_is_hf_initialized` argument and model loading failures in Transformers v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Both are v5-era regressions, but they describe different models and different failures (`_is_hf_initialized` vs `window_size` attribute access)." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and `StaticCache.get_seq_length()` contract mismatch are unrelated bugs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different failure modes; no shared concrete code path." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex attention on torch 2.9 are separate subsystems and issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is training with multiple images and the other is still-image position ID scaling; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both report the same underlying `_is_hf_initialized` regression introduced by Transformers v5, just surfacing in different loading paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` and inability to load `cjvt/sleng-bert` are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "`base_model_prefix` loading failure and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for a specific model and slow `convert_tokens_to_ids` are distinct issues." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal dtype/quantization bugs in different models; not one change." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise and tokenizer load failure do not share the same concrete bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 `save_pretrained` checkpoint serialization regression, with 45357 looking like a later-specific manifestation." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` and missing Float8 storage are different runtime failures." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a missing `supports_gradient_checkpointing` flag are related only at a high level, not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure are separate problems." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training and multi-image IterableDataset finetuning are different training issues." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity and Whisper `batch_decode` special-token handling are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` regression and mmap/OOM behavior on Strix Halo are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling for Ministral and DeepSeek accuracy regression are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and `_is_hf_initialized` loading errors are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with embeds/past KV is not the same as multimodal IterableDataset training failure." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device mapping CUDA assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing model attribute and tokenizer loading failure do not match." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are different incompatibilities." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and `add_special_tokens=True` not adding BOS/EOS are related to tokenization but not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different models and different attribute failures; no shared underlying issue." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backends omission and model loading failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization OOM and the other is device_map loading transients; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge calls. The two accepted duplicate-like pairs are plausible from the titles alone, and the rejected pairs are generally described with appropriate caution rather than overstated as identical bugs." + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:43611|issue:43646", + "issue:43317|issue:43856", + "issue:44265|issue:45072", + "issue:44509|issue:46909", + "issue:45325|issue:45834", + "issue:40444|issue:45381", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:44291|issue:44877", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:40444|issue:47217", + "issue:43454|issue:44466", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:44829|issue:45479", + "issue:43606|issue:44265", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "ccdb9210bb0f05a707e5cfb5e59e25a2b8b79a2421c44692961f84f13fd6fb93", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, model-specific regression reports rather than a single duplicate cluster. Under a strict same-code-path standard, none of the soft candidate pairs should be merged. The strongest representative issue is the broad offloading/quantization regression (#43873), which is active and well-referenced.", + "confidence": 0.84, + "canonical_issue_reason": "#43873 is the broadest and most central issue here: it has the highest discussion/inbound activity and describes a general offloading+quantization failure rather than a narrow model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the best anchor for this set because it is the most general, highest-activity issue and likely to attract related offloading regressions if they truly converge.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow backend packaging, but one is about `.[torch]` install extras omitting TF and the other is about tensorboard being present without TF; different failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "One is about ignoring `tokenizer.json`, the other about wrong Granite token IDs; same area, but not the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "`ModelOutput` key assignment and non-persistent buffer serialization are unrelated internals with different code paths." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading in v5 and CLIPTokenizer `model_max_length` are unrelated bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but one is tied to `base_model_prefix` handling and the other to custom initialization; not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload/dequantization and Qwen3 MoE memory usage are distinct problems." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` and bfloat16 dtype mismatches are different inference/export failures." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related, but they concern different docs/pages and different fixes." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long-OCR index errors are different model-specific bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure in an IterableDataset is not the same as the video-position-id regression in Qwen2.5-VL inference." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI and Gemma3 NaNs from sliding-window all-padding cases are different batching/masking bugs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and `ModelOutput` key assignment are unrelated v5 regressions." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "`init_empty_weights` argument mismatch and strict config loading are different load-time failures." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "They both mention Qwen2.5-VL video/vision positions, but one is still-image rope scaling and the other is video input position IDs; not clearly the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Bad SigLIP2 outputs and Perceiver interpolation failures are separate vision-model issues." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL image placeholders, but one is a finetuning/dataset issue and the other is a runtime failure when the placeholder appears in user text." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Weight-tying failure in AyaVision and device-dependent `lm_head.weight` serialization inconsistency are related only at a very high level." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing issues are unrelated to Sam3 text-encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture bugs and Qwen3.5 visual-encoder save_pretrained keys are different subsystems and fixes." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "The latter is a broad tokenization-version regression, not the same offloading/quantization bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "`resume_from_checkpoint` key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both can cause degenerate training, but one is tied to Flash Attention 3 behavior and the other to `problem_type`/`num_labels=1`; different root causes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and `torch.export`/compilable-check failures are distinct code paths." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen VL video 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 and TimesFM `window_size` attribute errors are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated model behaviors." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821", + "issue:47404", + "issue:47405" + ], + "soft_pairs": [ + "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:42617|issue:42915", + "issue:45823|issue:46821", + "issue:42796|issue:46209", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:44568|issue:45920", + "issue:47404|issue:47405", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:36331|issue:42617", + "issue:41553|issue:43582", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:46305|issue:46315", + "issue:41720|issue:44977", + "issue:43322|issue:46050", + "issue:41720|issue:42617", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:43450|issue:45701" + ], + "prepared_review_unit_hash": "7f5785c798bce8aa81ec5f656380c1db607b5685e085047cb8d640b849334394", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37356, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and mostly contains unrelated model-specific bug reports that only share broad themes like loading, device_map, quantization, or tokenization. I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. Issue 43873 is the best overall representative because it is the broadest, most discussed open item around offloading/quantization.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 is the most central and broadly framed open report in the set, with substantial discussion and references around offloading/quantization behavior; it best represents the loose theme of the cluster even though the items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 has the strongest signal as a representative issue: active discussion, inbound references, and a broad failure mode aligned with several loading/offload-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Different subsystems and failure modes: BarkProcessor voice_preset vs. progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "One is a generation-cache/input-embeds bug; the other is a device-mapping cuda assert on a specific model. Not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding differs from torch.export failure involving torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map, but they are model-specific forward/load failures with different error types and likely different root causes." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying issue and Bamba torch.compile/SDPA failure are unrelated code paths." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config loading/quantization." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device_map mismatch and TimesFM window_size AttributeError are different model/config bugs." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion under accelerate+deepspeed is not the same as a missing gradient-checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to LoRA gradient checkpointing ineffectiveness." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "mdeberta special-token insertion regression and wrong token IDs across multiple models are both tokenizer regressions, but not the same concrete bug." + }, + { + "left": "issue:47404", + "right": "issue:47405", + "accept": false, + "reason": "Both concern loading/conversion, but one is an OOM from transient GPU allocations while the other is silent conversion skipping due to model_type mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying bug in AyaVision is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single output mismatch is unrelated to OmDet-Turbo processor producing the wrong image size." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwarg and a failing parallel script are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message for Voxtral is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Device-map cuda assert on Qwen3 is unrelated to a segmentation fault when loading Llava Next models." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3Moe FineGrainedFP8Config." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict granite_speech config loading and tokenizer loading regression for est-roberta are different config/tokenizer issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffers being junk-filled are distinct loading/runtime bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different model-specific loading defects." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure and the other is a broader offloading regression; not clearly the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask discrepancy and Perceiver non-default-resolution failure are different model behaviors." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one is unrelated to convert_tokens_to_ids performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Device-map cuda assert and flash-attention generation failure are separate model/runtime issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault and quantized save/load breakage are unrelated failure modes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device_map CUDA assert and a 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model is not the same as a tokenizer behavior change across versions." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization OOM due to reserved memory is unrelated to an apex FusedRMSNorm memory leak." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug and tokenizer version-dependent tokenization changes 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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46897", + "issue:47020", + "issue:47317", + "issue:47404" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:45685|issue:46821", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:44451|issue:47020", + "issue:43295|issue:45701", + "issue:43065|issue:46402", + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43550|issue:43606", + "issue:43577|issue:43708", + "issue:46897|issue:47317", + "issue:46821|issue:46869", + "issue:42915|issue:43317", + "issue:41720|issue:45161", + "issue:44423|issue:45406", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:42915|issue:46291", + "issue:43881|issue:44488", + "issue:43531|issue:43572", + "issue:45704|issue:47404" + ], + "prepared_review_unit_hash": "e4ba8acee3ace3f55f96e49656f794832b0d88d3ffa4955cabe7553d5f3dfe01", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35336, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft-similarity pairs mostly share broad themes (training, loading, quantization, multimodal, serving) but not the same concrete root cause. I would not merge any of the proposed soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43708 is the most concrete, well-scoped, and reproducible Trainer bug in the set, with a clear failure mode around resuming checkpoints and changing per-device batch size.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43708 is the strongest representative issue overall: specific symptom, clear repro path, and direct impact on training correctness.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve offloading/memory behavior, but one is about quantization offload while the other is Strix Halo mmap OOM; different bugs and fixes." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Completely different failures: MPS histogram support vs TimesFM window_size handling." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save/serialization regressions, but one is about tied lm_head weights and the other about incorrect visual encoder keys." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Different Trainer issues: checkpoint resumption epoch_iterator failure vs early stopping/metric_for_best_model handling." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated subsystems: LayoutLMv2 tokenizer padding/NER crash vs dtype mismatches in inference." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both affect tokenizer/model loading, but the concrete bugs are different model families and different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version-related tokenization behavior, but one is a processor/tokenizer API regression and the other is a broader tokenization change report." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but one is a dummy Conv2d in Sam3PixelDecoder and the other is missing text encoder weight loading." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is beam-search cache reorder and the other is static-cache seq length arithmetic in prefill." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different model/runtime bugs: torch.compile+SDPA for Bamba vs packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different vision preprocessing bugs with different models and failure modes." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "One is a Transformers 5.0 custom model init regression; the other is a from_pretrained behavior inconsistency inside Python classes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are runtime/device issues, but they affect different models and have different root causes." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different problems: dtype propagation in Blip2 vs Trainer max_steps recomputation on resume." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they concern different models and no shared concrete code path is established." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute handling is unrelated to YOLO multi-GPU device_map loading." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but one is FineGrainedFP8Config and the other is gpu+cpu offload of a dequantized model." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different distributed/model-parallel issues: device-mapping cudaErrorAssert vs tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes on multimodal models, but the immediate exceptions and offending code paths differ." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different model-specific image size/preprocessing bugs." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is tied lm_head serialization in Mistral3ForConditionalGeneration; the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma-family bugs: variable name collision in forward vs device mismatch under device_map=auto." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config loading and kernels package revision/version requirements are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but for different models and likely different failure mechanisms." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated configuration bugs: Qwen3-MoE sliding window vs StableLmConfig pad_token_idx." + }, + { + "left": "issue:45704", + "right": "issue:47404", + "accept": false, + "reason": "Both relate to memory, but one is an apex RMSNorm leak and the other is device-map loading OOM from conversion transients." + } + ] + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43653", + "issue:43716", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47145", + "issue:47254", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43441|issue:47337", + "issue:44186|issue:44361", + "issue:28530|issue:30064", + "issue:43716|issue:46821", + "issue:44734|issue:46858", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:29159|issue:36032", + "issue:43316|issue:44913", + "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:45479|issue:47317", + "issue:45632|issue:45684", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:43873|issue:45704", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:43881|issue:44991", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:46894|issue:47317", + "issue:43257|issue:47254", + "issue:43531|issue:46821" + ], + "prepared_review_unit_hash": "638da0eab1a22ebe92c843437efca133209b30c0b08ec8aab49bbe53c1d8f1c2", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34821, + "estimated_input_tokens": 8706, + "estimated_eval_tokens": 17668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not contain any clear duplicate PRs; the soft pairs mostly share broad subsystem keywords (tokenizers, cache, Qwen, generation) but describe different concrete failures. The best issue anchor is the most broadly discussed active bug report, not a true duplicate hub.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43873 is the most central/open report in the set, with the strongest inbound discussion and a broad, actionable bug description. There is no strong duplicate cluster here, so it is the best available anchor rather than a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 has the most evidence of being a live, impactful problem and is the most suitable representative issue among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "Different domains: FlashAttention/model loading on macOS vs a flaky bbox-range test." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer bugs, but different models and failure modes; not the same underlying defect." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric selection is unrelated to image processor void-segmentation handling." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Different components and errors: multimodal dtype mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is serve/KV-continuation indexing and the other is static-cache seq_length on non-CUDA compile paths." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency is a different code path from static-cache slice arithmetic with torch.compile." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and bugs: CamemBERT masked LM predictions vs Qwen3 recurrent-state reset with cache." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency is too broad; T5Tokenizer load failure is a specific special-token name collision." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API-ish, but one is a Gemma3TextConfig discrepancy and the other is GPTNeoX rotary_pct persistence." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Unrelated processor bugs affecting segmentation maps vs BarkProcessor voice_preset." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both touch tokenizer/model loading, but they are distinct bugs with different root causes and affected classes." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but the model families and likely failure mechanisms are different; insufficient evidence of one underlying bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to file permission propagation in save_pretrained." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenizer-version differences and FP8 weight_scale corruption are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure and Llava Next segfault are unrelated model-loading issues." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in a CLIP model is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal bugs: video input processing vs from_pretrained weight_only loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3, but one is sliding_window behavior in MoE and the other is config unwrapping for multimodal models." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert and PEFT checkpoint loading are distinct failures." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and different loading failures; no shared code path." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA model execution bug is unrelated to a tokenizer special-token registration issue." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffers junk in v5 is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss complaints, but they are model-specific and the descriptions do not establish the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "MoE weight conversion under accelerate/deepspeed and ZeRO-3 checkpointing errors are different distributed-training problems." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to TimesFM's window_size AttributeError." + } + ] + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:34567", + "issue:34634", + 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"issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:43388|issue:45059", + "issue:45704|issue:47405", + "issue:44987|issue:45042", + "issue:43644|issue:46665", + "issue:44077|issue:44625", + "issue:45357|issue:46402", + "issue:45923|issue:47333", + "issue:44062|issue:44451", + "issue:44918|issue:44936", + "issue:44898|issue:45072", + "issue:39692|issue:44610", + "issue:44625|issue:45479", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "6d1c98e58eeaf10daf74b99dc7bec11d53dd540dc1632a48e6ae811d05fe4088", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34958, + "estimated_input_tokens": 8740, + "estimated_eval_tokens": 17736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a duplicate cluster: the titles span unrelated subsystems and failure modes, and none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs in different paths: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys during weight tying." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload-related, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight unpacking in accelerate loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning vs multimodal video token counting bug; no shared code path or symptom." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a Float8 storage lookup error are unrelated runtime issues." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is distinct from Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure does not match Qwen3 auto device mapping cuda asserts." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Same Bark prefix only; one is CPU-offload device mismatch, the other is tokenizer special-token registration." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading complaints, but they involve different models and different tokenizer/config breakages." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Unwrapping text_config in composite Qwen multimodal configs is a different bug from CPU-offload incompatibility in rotary embedding forward." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation failure is unrelated to cache.get_seq_length returning a device tensor." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Mask2Former metric collation drops labels in the last batch, while SAM3 PCS text/box behavior is a separate multimodal issue." + }, + { + "left": "issue:45704", + "right": "issue:47405", + "accept": false, + "reason": "Apex RMSNorm memory leak and silent wrong-Auto-class conversion are entirely different problems." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model failing in transformers>=5.1.0 is not the same as PIL backend processors incorrectly requiring torchvision." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation touch different model configs and bugs." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Missing supports_gradient_checkpointing flag is a one-line model metadata issue, not a disk-offload save failure." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword duplication during tokenizer creation is not the same as ScandiBERT loading failure." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unpacking Qwen3.5 input embeddings with TRL SFT is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver positional interpolation on non-default resolutions is distinct from bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs example errors and OmDet-Turbo processor size mismatch are separate documentation/model-preprocessing bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to the single-label-classification zero-loss regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "GraniteSpeech PEFT local-checkpoint loading and sinq quantized save/load corruption are different persistence paths 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": 19, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858", + "issue:47050", + "issue:47337" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:30064|issue:36010", + "issue:42886|issue:44843", + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:46655|issue:46693", + "issue:43381|issue:43844", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:45081|issue:45356", + "issue:44464|issue:47050", + "issue:44995|issue:46858", + "issue:43673|issue:47337", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:44368|issue:45357", + "issue:45356|issue:45907", + "issue:46032|issue:46463", + "issue:44857|issue:47050", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:43540|issue:46294", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:43819", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "47101b6772ebee240a749a48c6759a15ee93b3f2fee12d27709bc14c9dd8a323", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bugs/regressions, with only one clear duplicate pair: the two Qwen2_5_VLProcessor apply_chat_template reports. The rest are related only at a broad subsystem level (tokenizers, generation, multimodal, cache/offload) and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest and most central report in the set, with the highest discussion and multiple inbound references; the other issues are narrower, model-specific regressions or tokenizer bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best cluster anchor because it is general enough to represent the most central theme here (offloading/quantization behavior) and has the strongest engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "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; titles differ only in wording." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated subsystems and failures: image processor segmentation maps vs a GenerationMixin import error." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but 44843 is specifically the mistral regex patch calling model_info; 42886 is a broader cache-loading failure." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: runtime special-token/post-processor updates vs save/load losing custom token IDs and causing generation IndexError." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different concrete problems: PEFT local checkpoint loading vs offloading behavior with quantization." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different code paths: video processor padding calculation vs attention-performance regression in long-context generation." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training/runtime issues: eval-mode gradient checkpointing vs DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both tokenizer-related, but one is post-processor updates after runtime special-token changes and the other is BigBird mask-token registration; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a broken documentation example and the other is an implementation discrepancy with JAX; not one underlying issue." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but 45081 is a tokenizer attribute crash while 45356 is a codec-handling regression; close, but not the same concrete bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different failures: compiled-forward chunked generation inconsistency vs ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is a stale indexer cache in GlmMoeDsa and the other is device-tensor seq length arithmetic in static cache/torch.compile." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "GenerationMixin chunked_prefill cache issue is unrelated to a flaky bbox-range test." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is from_pretrained weight_only loading and the other is video vision_position_ids; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Completely different models and symptoms: SigLIP2 inference drift vs CamemBERT masked LM predictions." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer-adjacent, but one is about special-token mutation at runtime and the other about LayoutLMv2 NER/batching crashes." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "The Qwen3.5 warning about tie_word_embeddings is unrelated to a save_pretrained visual-encoder-key regression." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Mistral/Kimi tokenizer regression is unrelated to list_repo_files forgetting to forward revision." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer use_cache correctness bug is unrelated to a T5 decoder-input validation error message." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different model/tooling paths: LwDetr float16 AMP crash vs CanineModel ONNX export dtype mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Same broad ML area, but SigLIP2 docs/example problems are not the same bug as quantization offloading behavior." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated model-specific issues: SigLIP2 example/model mismatch vs CanineModel ONNX dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failure surfaces: DeepSpeed ZeRO-3/BertModel index error vs audio feature extraction issue." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals and bugs: BitNet packed-weight loading vs DAC from_latents missing STE consistency." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video input, but one is a ValueError in video processing for Qwen3OmniMoe and the other is chat-template token/feature mismatch in Qwen3.5-9B." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: processor.tokenizer regression with images vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated problems: torch.compile/SDPA failure in Bamba vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model and failure mode: Bamba torch.compile/SDPA bug vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different issues: BeitImageProcessorFast reduce_labels returns one label vs glm-4v-9b loading failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical-anchor choice is reasonable given 43873\u2019s higher discussion/inbound activity, and the only accepted soft edge (44514/44545) is a clear duplicate by title and bug description. The other pairwise rejects are appropriately cautious and do not overstate 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": 20, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45834", + "issue:45987", + "issue:46650", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47050", + "issue:47405" + ], + "soft_pairs": [ + "issue:44488|issue:47020", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:44220|issue:44661", + "issue:43653|issue:43720", + "issue:45381|issue:46693", + "issue:45072|issue:47050", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:43611|issue:46665", + "issue:46829|issue:46832", + "issue:44186|issue:44898", + "issue:46650|issue:47405", + "issue:43540|issue:44008", + "issue:44991|issue:47020", + "issue:43653|issue:43819", + "issue:34634|issue:36010", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:45987|issue:46829", + "issue:44008|issue:46858", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45987|issue:46932" + ], + "prepared_review_unit_hash": "8efe1563bc2d11cdbbc4d3fcac61930771d9e150e894190e85dc883b52f4b666", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35882, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated despite broad overlaps like tokenizer loading, remote_code, or dtype issues. The only strong duplicate-like pair is the XLMRoberta tokenizer loading failure, where one issue is a specific model symptom and the other describes the concrete constructor bug.", + "confidence": 0.62, + "canonical_issue_reason": "Issue #47020 is the most concrete root-cause report in the only accepted duplicate pair: it pinpoints the Unigram/vocab type mismatch, while #44991 is the downstream model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47020 is the best representative because it describes the underlying failure mechanism directly and is likely reusable across affected XLMRoberta-based models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and appear to have different failure modes/call paths." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword-argument error is unrelated to loading a specific tokenizer model." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to trust_remote_code AutoConfig field loss." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Feature-extraction fbank issue and TOKENIZER_MAPPING_NAMES add-new-model-like failure are different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated bugs." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype mismatches, but they are different models, formats, and code paths." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading an AutoImageProcessor from URL is unrelated to a template compilation TypeError." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model loading semantics, but they describe different bugs and different failure mechanisms." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Output-field mismatch in VideoPrism and RTDetr feature-level indexing are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Perceiver image resolution handling." + }, + { + "left": "issue:46650", + "right": "issue:47405", + "accept": false, + "reason": "save_pretrained key-renaming corruption is a different bug from wrong Auto-class loading causing silently random weights." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and Gemma3n variable collision are different code paths." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": true, + "reason": "These look like the same tokenizer-loading regression: #47020 states the concrete XLMRoberta/Unigram constructor bug, while #44991 is the model-specific symptom." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated issues." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict granite_speech config loading are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache.get_seq_length contract mismatch is unrelated to VideoPrism hidden_states output wiring." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n audio tensor naming collision is unrelated to static-cache sequence-length device-tensor behavior." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors and Kosmos2.5 long OCR index error are different models and failures." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is a specific v5 API removal while the other is a broader regression report; not clearly the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length contract issue and Gemma4 quantized embedder dtype casting are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pair (issue:44991, issue:47020) is plausibly the same tokenizer-loading regression, and the other soft-edge rejections do not overclaim equivalence from title-level evidence. No mergeability concerns apply here since these are issue pairs, not 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": 21, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:43322", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43618", + "issue:43644", + "issue:43645", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46752", + "issue:46846", + "issue:47276", + "issue:47337" + ], + "soft_pairs": [ + "issue:44805|issue:44936", + "issue:43618|issue:43697", + "issue:44991|issue:46291", + "issue:43322|issue:45685", + "issue:45584|issue:45834", + "issue:43421|issue:44811", + "issue:46294|issue:46463", + "issue:43606|issue:45072", + "issue:46752|issue:47337", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:43716|issue:44008", + "issue:43782|issue:44977", + "issue:45183|issue:45479", + "issue:43577|issue:43818", + "issue:28218|issue:29159", + "issue:43644|issue:43749", + "issue:45563|issue:47276", + "issue:43582|issue:46512", + "issue:43540|issue:45381", + "issue:43825|issue:43994", + "issue:44610|issue:45072", + "issue:43645|issue:46665", + "issue:43931|issue:46846", + "issue:34634|issue:36331", + "issue:43749|issue:44291" + ], + "prepared_review_unit_hash": "75c2c8909e383a84065343baad5af71b10c2f08d95e18686169a8f13b9b397bd", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35719, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pairs are strong enough to confirm as duplicates from titles alone. The tokenizer pair (28218, 29159) is the closest match, but it should be treated as related tokenizer behavior rather than the same bug. No pull requests are present.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 29159 is the broadest tokenizer report and the best anchor for this sub-area, but the evidence is insufficient to collapse 28218 into it as a duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "29159 is the best representative of the tokenizer-related issues because it frames the behavior at the broader slow-vs-fast inconsistency level, even though the duplicate link is not strong enough to accept.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failure modes: mask/index shape mismatch versus trainer train/evaluate state behavior." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions being dropped and RTDetr output drift are unrelated model behaviors." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipeline import/version requirement are different code paths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram TypeError are unrelated runtime failures." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR index error are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updates and Whisper batch_decode skipping are separate tokenizer behaviors." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video token/feature mismatch and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and dtype mismatch are not the same defect." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty chat-template input crash and bbox-range flaky test are different problems." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Torch.compile/SDPA failure is unrelated to generic dtype mismatch reports." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video regression and Kosmos OCR index error are not the same underlying issue." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Gemma3n variable collision are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight-only load error and flash-attention generation issue differ in both symptom and path." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and zero-loss classification are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype retention and Video-LLaVA temporal-attention issues are different model problems." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but the packet only shows a broad inconsistency report versus an added-token spacing symptom; not enough evidence that they are the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU-RAM-efficient loading are different loading regressions." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warnings, but they refer to different generation features and code paths." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config dtype after from_config are distinct dtype/loading bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "These are different Qwen video regressions with no clear shared root cause from titles alone." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline translation warning text and SigLIP2 output quality are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are unrelated issues." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization and from_pretrained-in-class behavior are different lifecycle bugs." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 TP-plan omissions are separate loading/parallelism problems." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer signature mismatch are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument are both loading-related but not the same defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is directionally fine, but the accepted soft edge overstates the evidence. From the packet we only have titles and soft similarity, so saying 28218 and 29159 are the \"same tokenizer added-token spacing inconsistency\" is stronger than the data supports. A more conservative verdict would be that they are plausibly related tokenizer issues, not clearly duplicates. The rest of the soft-edge rejections look appropriately cautious, and the no-PR note is grounded." + }, + "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": 22, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46851", + "issue:46932", + "issue:47217", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43720|issue:45072", + "issue:47276|issue:47337", + "issue:42175|issue:45081", + "issue:47254|issue:47333", + "issue:43388|issue:46032", + "issue:44671|issue:45701", + "issue:43742|issue:45020", + "issue:47254|issue:47332", + "issue:43577|issue:43582", + "issue:46697|issue:46728", + "issue:42915|issue:47333", + "issue:44589|issue:45042", + "issue:43782|issue:45325", + "issue:43262|issue:47217", + "issue:46851|issue:47337", + "issue:36010|issue:43645", + "issue:43262|issue:43819", + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:45003|issue:46285", + "issue:43582|issue:44857", + "issue:36010|issue:36331", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:43825|issue:43827", + "issue:42175|issue:46291" + ], + "prepared_review_unit_hash": "5f764323ad4e141caa1d97fa4b2236a274334bcd28c62bf472bd246184ccd19a", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35862, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports grouped by loose lexical similarity. I reject every soft edge: they describe different bugs, models, or subsystems. There is no real PR candidate here; among the issues, #45020 is the broadest regression-style report and the least bad canonical representative, but the cluster is not a true duplicate set.", + "confidence": 0.72, + "canonical_issue_reason": "#45020 is the broadest, most cross-cutting report in the set: a recent-version regression affecting model loading with `remote_code`, which is closer to a cluster-level umbrella than the many model-specific or subsystem-specific issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue representative for this noisy cluster because it has the widest applicability and the most plausible overlap with other loading/regression reports, even though the set is not genuinely duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: BitNet packed-weight unpacking during accelerate loading vs dtype mismatch in bfloat16 inference for other models." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A misleading warning about continuous batching is unrelated to a flaky bbox-range test." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend installation/package-dependency issue vs a Mistral tokenizer regex crash; different code paths and symptoms." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "PEFT+ZeRO-3 gradient checkpointing error vs disk-offloaded Qwen3 model save failure; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering tuple-label truncation and Mamba2 cache correctness are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression vs general tokenization changes; same area loosely, but not the same underlying defect." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error on load and remote_code breakage are both loading-related, but they are different concrete failure modes." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Gradient checkpointing/ZeRO-3 training error vs inability to save a disk-offloaded VL model." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype handling vs an Apple Silicon allocator warmup TypeError; unrelated subsystems." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor bugs, but one over-pads and the other miscounts patches; different algorithms and fixes." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8 loading failure vs a disk-offloading save problem for a different Qwen3 model." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage-object lookup error is unrelated to PIL backend unexpectedly requiring torchvision." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3-VL `weight_only=True` load error and Qwen2.5-VL rope index scaling are distinct model-specific bugs." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and VL image-placeholder handling are different template/processor issues." + }, + { + "left": "issue:46851", + "right": "issue:47337", + "accept": false, + "reason": "Variable-length position_id behavior in Qwen3.5 is unrelated to a flaky bbox-coordinate test." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different compatibility issues." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template defaulting vs DAC latent conversion mismatch; no shared bug." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 vision patch-embedder one-hot memory blowup vs quantized embedders dtype casting; same model family but not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback on a different model." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe `sys.modules` access in modeling_utils and CLIP text-model structure changes are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon M4 TypeError vs a CUDA float16 AMP crash in a loss module; different environments and causes." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing `GenerationMixin` and a custom trainer kwarg mismatch are unrelated API breakages." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero-3/Bert index error during training and `trainer.evaluate()` failing after `train()` do not describe the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend dependency requirements." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is a missing import during Gemma4 processor loading and the other is a `continue_final_message` tokenizer bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba-9B-v2 and MXFP4 fallback in git-oss-20b are different model/runtime problems." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect runtime error message about translation tasks; the other is docs still referencing removed pipeline APIs. Related theme, not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow backend in a torch extra install and kernels-v0.15 import/version requirements are separate dependency 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": 23, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:47020", + "issue:47050", + "issue:47333" + ], + "soft_pairs": [ + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43906|issue:46209", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43854|issue:44977", + "issue:42915|issue:44821", + "issue:43746|issue:44811", + "issue:43257|issue:43696", + "issue:45084|issue:45538", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:45859|issue:47050", + "issue:42915|issue:43742", + "issue:43329|issue:45600", + "issue:43329|issue:44479", + "issue:44291|issue:45042", + "issue:43526|issue:44554", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:39692|issue:44912", + "issue:29159|issue:34567", + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:45081|issue:47020" + ], + "prepared_review_unit_hash": "06e69fae6510e7370f35037df03e3c850fcb6129b25c9ce107700e24713e83e1", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36670, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate pairs should be merged here. The cluster is a grab-bag of unrelated tokenizer, multimodal, quantization, offloading, and model-loading bugs; several pairs share broad subsystem language but not the same concrete failure mode.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but they are different failure modes: gguf_file handling for AutoTokenizer/AutoModel vs a specific EMBEDDIA/est-roberta tokenizer regression." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different code paths and symptoms: Mistral regex patching crash in tokenizer setup vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to a VLM video-token counting bug in _get_num_multimodal_tokens." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "The first is an isolated reproduction of another issue; the second is a B200 FP8 inference problem. Not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and RTDetrV2 output differences are separate model/processor issues." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "One is an incorrect tied-weights warning in Qwen3-Next internals; the other is a user-facing warning during ms-swift LoRA fine-tuning. Same family, different problem." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash load failure in tests is not the same as Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT adapter checkpoint loading and Whisper batch_decode skip_special_tokens are different processor/model-loading bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both mention Qwen3 and loading/runtime issues, but one is MOE weight conversion with accelerate/deepspeed and the other is an outright CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length misuse are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probabilities and OmDet-Turbo 640px-vs-224px preprocessing mismatch are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode token skipping are separate audio-processing issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and not unwrapping text_config in composite multimodal configs are distinct config-loading problems." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash path import warning is unrelated to Qwen3 MOE weight conversion." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to a CanineModel fp16 ONNX dtype mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure and MobileLLM-125M key error do not describe the same defect." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video-token counting bug in multimodal processors is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The first is a missing/undefined helper in video token counting; the second is a broader v5.3.0 video-input regression across several Qwen models." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and PIL backend requiring torchvision are separate compatibility issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "reduce_labels returning one label and an MPS attention correctness bug with differing head dims are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting undefined names and batched video processor output shape are different bugs in adjacent areas, not one concrete failure." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated training/runtime issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation errors do not match a GPT-oss MXFP4 quantization fallback problem." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState num_input_tokens_seen not updating are different subsystems and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization reserved-memory growth and the other is Sam3Video running out of memory; no shared concrete root cause." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Float8 storage lookup failure is not the same as save failures for disk-offloaded Qwen3-30B-A3B." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patching crash and XLMRobertaTokenizer Unigram initialization are distinct tokenizer 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": 24, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:45127", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47145", + "issue:47332" + ], + "soft_pairs": [ + "issue:43257|issue:43931", + "issue:44987|issue:45538", + "issue:43425|issue:46291", + "issue:43525|issue:46291", + "issue:45459|issue:45803", + "issue:44912|issue:47145", + "issue:28282|issue:29870", + "issue:43650|issue:43906", + "issue:28282|issue:34689", + "issue:33357|issue:34567", + "issue:43540|issue:46701", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:44291|issue:44821", + "issue:46421|issue:46424", + "issue:43742|issue:44291", + "issue:43749|issue:44756", + "issue:44936|issue:46821", + "issue:42175|issue:43824", + "issue:24643|issue:29159", + "issue:44589|issue:47332", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:43404|issue:45127", + "issue:42915|issue:45538", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "19cce58d12b678c05b46c1b14eb749ae30488625a1cd980522347229ac290c68", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34982, + "estimated_input_tokens": 8746, + "estimated_eval_tokens": 17748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most pairs are only loosely similar by theme (loading, tokenizers, quantization, multimodal, cache, trainer issues) but do not look like the same underlying bug. I would not merge any of the soft-edge pairs.", + "confidence": 0.63, + "canonical_issue_reason": "No single issue cleanly represents a duplicate set here; if a representative must be chosen, issue 43749 is the broadest/highest-activity infrastructure regression and most plausible cluster anchor.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "Issue 43749 is the strongest representative candidate because it has the most discussion/inbound references and describes a broad runtime regression, making it a better cluster anchor than the highly model-specific reports.", + "best_pr_reason": "No pull requests are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different failure modes: Qwen3 MOE conversion vs Qwen3-VL weight-shape loading mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bugs: one is a model-loading failure on a specific repo, the other is tokenizer max-length handling." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and pipeline import/version requirements are separate issues with different root causes." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels dependency validation on pipeline import." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention broad exception handling, but they are distinct code paths and distinct bugs; not the same change." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both concern quantized checkpoint loading, but one is MXFP4 fallback behavior and the other is FP8 weight_scale omission." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch-not-found import error is unrelated to Bart generate() decoder_attention_mask assignment." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague issue placeholder is not the same as a reproduction of a specific prior bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch import error is not the same as a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures in different models and pipelines; no shared concrete code path." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and stem from different causes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is broken lm_head weight tying; the other is dtype propagation for Blip2/QFormer." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is recompilation/lazy init and the other is cache_length configuration semantics." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError during model loading is not the same as init_empty_weights rejecting _is_hf_initialized." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU/RAM-efficient loading and Strix Halo mmap OOM are different loading/memory issues." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer train/evaluate sequencing bug is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging/dependency issue and missing Qwen2.5-VL export are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "FP8 storage lookup and disk-offloaded save failure are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is video-input behavior across Qwen VL models and the other is FA2 long-context performance." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings, but one is a specific model weight-tying bug and the other is LoRA merge behavior with extended vocab." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output differences in v5 and Qwen3.5 visual encoder key saving are unrelated 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": 25, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43994", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:45137|issue:45405", + "issue:44062|issue:44991", + "issue:43582|issue:47254", + "issue:43531|issue:44821", + "issue:44568|issue:45488", + "issue:39379|issue:44554", + "issue:44857|issue:46832", + "issue:45538|issue:46869", + "issue:42915|issue:43749", + "issue:27957|issue:28282", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:41720|issue:43540", + "issue:34567|issue:36331", + "issue:43452|issue:43582", + "issue:44062|issue:45081", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:45042|issue:45081", + "issue:42915|issue:47332", + "issue:43577|issue:46512", + "issue:44987|issue:45907", + "issue:43493|issue:43994", + "issue:38175|issue:44898", + "issue:43742|issue:44589", + "issue:44792|issue:44964", + "issue:44849|issue:45701", + "issue:43742|issue:47333" + ], + "prepared_review_unit_hash": "a338573a5ea32be8091588e79bbf09b766fc87c1ab1d5fe41e4323ca7936dde8", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35923, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer, dtype, multimodal, training, and device-mapping bugs are all mixed together. I only see two plausible duplicate groups: the Qwen video-input regression pair and the SigLIP2 output-discrepancy pair.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the broadest and clearest representative of a real duplicate set here: it frames the Qwen video-input regression across multiple variants, while 45381 is a narrower manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall issue representative because it describes the widest-impact regression in the set and cleanly subsumes a more specific duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Different problems: DeepSpeed ZeRO3 deque handling vs a PEFT version bump." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizers, but one is an AddedToken constructor error and the other is a tokenizer load failure for a specific model." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT + ZeRO-3 gradient-checkpointing checkpoint errors." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and AutoImageProcessor-from-URL loading are different code paths and different subsystems." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and distinct failure modes." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling is not the same as the MPS attention correctness issue with mismatched value/query head dims." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "RT-DETR AMP crash and RTDetrModel feature-level mismatch are separate bugs." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max-length behavior is unrelated to YOLO auto device-mapping failures." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3-MoE and FSDP CPU RAM efficient loading are different loading/training paths." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to missing-PyTorch ImportError." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-input issues, but they involve different model families and different concrete failures, so they are not clearly the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen3-vl-embedding StopIteration are different symptoms on different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping on Qwen3 and Qwen3OmniMoe video-processing errors are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and a custom compute_loss kwarg mismatch are separate trainer bugs." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading failures and Apple Silicon allocator TypeErrors do not share a concrete code path." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication is not the same as the Mistral regex patch crashing on a missing backend_tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency inclusion is unrelated to the sleng-bert loading failure." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input regression in transformers 5.3.0; 45381 is a specific qwen2.5-vl manifestation of the broader bug in 44479." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression and Mistral tokenizer regex patch failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Qwen3-MoE FP8 configuration failure and disk-offloaded model save failure are distinct issues." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is model/qformer weights not casting and the other is config.dtype going stale after from_config." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model-loading regression for physical-intelligence/fast is unrelated to forwarding revision in list_repo_files." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 malfunction on google/siglip2-base-patch16-224: one as HF-vs-JAX discrepancy, the other as nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero-probability behavior and Perceiver interpolate_pos_encoding failure are different model families and bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage lookup failure are unrelated loading/runtime errors." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are different model-specific problems." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "MobileLLM key error and Qwen3 offloaded-save failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are the strongest matches by title/body theme, and the rejected soft pairs are mostly separated by model family or bug class. 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": 26, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:42796", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44843", + "issue:44877", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45325", + "issue:45405", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47405" + ], + "soft_pairs": [ + "issue:43756|issue:45325", + "issue:43257|issue:43756", + "issue:43756|issue:46399", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:45672|issue:45674", + "issue:46463|issue:47276", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:43257|issue:47405", + "issue:24643|issue:29870", + "issue:43577|issue:45072", + "issue:44568|issue:46491", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:46463|issue:46899", + "issue:43452|issue:44843", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:43653|issue:44361", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "33cac56a4ba61df0dfc978f8962d3bbe8fb9eb16a20dce54690674ccb20f2709", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 37028, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformers issues (loading, quantization, tokenizers, configs, multimodal, training, and warnings). None of the soft pairs look like true duplicates, so all candidate merges should be rejected. The broadest representative issue is the silent model_type mismatch / converted-checkpoint loading correctness bug (#47405).", + "confidence": 0.57, + "canonical_issue_reason": "#47405 is the broadest, most generally useful representative: it targets a core loading/correctness failure with wider impact than the more model-specific bugs, and it is still open with external references.", + "canonical_pr_reason": null, + "best_issue_reason": "#47405 is the best single issue to anchor the cluster because it is a high-impact, general model-loading correctness bug rather than a narrow model-specific regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve model-specific generation/rope behavior, but one is about missing RoPE layers in Smollm3 and the other is about Qwen2.5-VL still-image temporal position scaling; different models and different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping; they do not share the same code path or fix." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE layer selection and Qwen3.5 kernel registration failure are separate issues in different model families and subsystems." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to DiffusionGemmaGenerationOutput pipeline breakage; different models and different error mechanisms." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device mismatch in forward is not the same as T5 decoder-input validation messaging; one is a runtime placement bug, the other an error-message issue." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/quantization related, but one is a uint8 torch.finfo crash in Gemma4 multimodal audio modules and the other is a BitsAndBytesConfig exclusion regression; distinct concrete bugs." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Incorrect T5 validation error text and misleading synced_gpus warning are both messaging issues, but they concern different code paths and are not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement regression in rotary positional encoding is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pin mismatch and stale auto_mappings references are independent maintenance issues with different root causes." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an old issue and a FA2 long-context performance regression are not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:47405", + "accept": false, + "reason": "Qwen3 MOE weights not converting under accelerate+deepspeed is a model-specific conversion bug, not the generic silent model_type mismatch loading bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight shape error during training and Bart generate decoder_attention_mask UnboundLocalError are different failures in different execution paths." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype fields staying float32 and SwitchTransformers/TimmWrapper dtype mismatches are both dtype-related, but they are different models and code paths." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "DeBERTa add_special_tokens/BOS-EOS behavior and CodeLlama leading-space round-trip regression are tokenizer issues, but not the same tokenizer or same defect." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config-handling bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading models/tokenizers, but gguf_file support breaking and cjvt/sleng-bert load failure are different concrete problems and not one fixable PR." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "MobileLLM-125M key error on load and inability to save disk-offloaded Qwen3-VL are unrelated loading/offloading bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and NoneType broadcast error in Trainer are completely different issues." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an isolated reproduction issue do not describe the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Inconsistent tied-weight serialization and issues with tied weights on translation models are related only at a very broad theme; the concrete failure modes and scopes differ." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after trainer.train() are different workflows and failures." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation messaging and Gemma4 multimodal 4-bit dtype-cast breakage are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and offline mistral-regex patching are distinct loader problems with different causes." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoXConfig rotary_pct reload regression and rope-validation ignore_keys TypeError are separate config/validation bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 differing outputs in v5 and VideoPrism hidden_states misassignment are different model-output correctness bugs." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 TP-plan omissions cause different failures in different models and infrastructure layers." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are unrelated tokenizer issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange regression and flash_attention s_aux=None crash are distinct runtime bugs in different modules." + } + ] + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:38175", + "issue:40444", + "issue:43295", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44568", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46701", + "issue:46821", + "issue:46846", + "issue:47000", + "issue:47013", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:44821|issue:46821", + "issue:38175|issue:43295", + "issue:44493|issue:46050", + "issue:46846|issue:47404", + "issue:44361|issue:44442", + "issue:44756|issue:47404", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:29159|issue:33357", + "issue:43688|issue:43749", + "issue:40444|issue:44811", + "issue:44756|issue:47332", + "issue:43643|issue:45375", + "issue:44843|issue:44991", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43295|issue:45356", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:45542|issue:46178", + "issue:43525|issue:46701", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:43761|issue:47013", + "issue:33666|issue:36010" + ], + "prepared_review_unit_hash": "5dcf718b4f4434fac96221ff50483b3829b1693a433c0770cdc8474cafd70267", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35493, + "estimated_input_tokens": 8874, + "estimated_eval_tokens": 18004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports that only share broad subsystem vocabulary (tokenizer, OOM, regression, processor). None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates. The most representative issue overall is the broad tokenizer regression affecting multiple models.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45920 is the broadest and clearest tokenizer regression here: it describes wrong token IDs across multiple models, not a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best single issue to keep as the canonical reference because it captures a widespread tokenizer regression with multiple affected models and a concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: BitNet loading/unpacking vs Perceiver interpolation/output mismatch." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated bugs: AutoImageProcessor URL loading vs TimesFM window_size AttributeError." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Both mention processor/tokenizer, but one is SigLIP2 zero probabilities and the other is a regression in custom model code passing images to tokenizer." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different root causes: unexpected key warnings with position ids vs quantized model save/load breakage." + }, + { + "left": "issue:46846", + "right": "issue:47404", + "accept": false, + "reason": "Both are memory/TP-related, but one is missing TP plan entries and the other is device_map loading OOM from conversion transients." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures for different tokenizers: MLuke AttributeError vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44756", + "right": "issue:47404", + "accept": false, + "reason": "Both involve OOM, but one is mmap on Strix Halo and the other is device_map loading/conversion-op transients." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Distinct regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Related to Qwen/Tokenizer save/load behavior, but one is visual encoder key saving and the other is wrong token IDs across many models." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency bug vs MacOS bus error on CLIP; no shared underlying failure." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems: auxiliary loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Different features: multi-image VL finetuning failure vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Both involve memory/offloading, but the causes differ: mmap OOM vs inability to save a disk-offloaded model." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config fields, but one is generic trust_remote_code missing fields and the other is a specific Qwen3_5MoeVisionConfig field dropped by @strict." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patch bug vs a tokenizer load failure for EMBEDDIA/est-roberta; different code paths and symptoms." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency/import problems: mistral_common ReasoningEffort import vs Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different RTDetr issues: float16 AMP crash vs infeasible cost matrix in RTDetrLoss." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regression targets: processor.tokenizer/images handling vs Kimi-K2.5 codec handling and mistral regex warning." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated training/model bugs: auxiliary loss normalization vs T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different bug classes: auxiliary loss normalization vs tokenization changes across versions." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import errors, but they affect different missing backends and code paths." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is BigBird mask token registration and the other is mdeberta-v3 BOS/EOS insertion behavior." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic custom model initialization breakage vs FSDP CPU RAM efficient loading; different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different token/config issues: BigBird special-token decode bug vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different model/runtime problems: CLIPVision hidden_states regression vs xLSTM train-mode state unpacking crash." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training request vs GenerationMixin import error; 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": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:46050", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:46832|issue:46932", + "issue:44479|issue:44625", + "issue:43761|issue:46829", + "issue:43550|issue:44361", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:33666|issue:36331", + "issue:41720|issue:44464", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43643|issue:44561", + "issue:43688|issue:45440", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:44734|issue:46612", + "issue:44625|issue:47276", + "issue:43504|issue:44610", + "issue:43720|issue:44361", + "issue:44484|issue:44704", + "issue:43525|issue:43572", + "issue:43577|issue:44554", + "issue:28218|issue:33357" + ], + "prepared_review_unit_hash": "938ca0e0d75da8d1ca4d16206152a5087f18c4b0d1df88199ea5aae7f3dd0de6", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36542, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans unrelated bug reports. The only clearly on-theme item is the tokenizer spacing report, so I\u2019d anchor the cluster on issue #28218; no PRs are present.", + "confidence": 0.76, + "canonical_issue_reason": "#28218 is the broadest and most direct match for the tokenizer-space bug class, and its title matches the shared underlying symptom better than the more model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "#28218 is the best representative issue because it is the clearest, most general statement of the tokenizer spacing problem and can subsume related whitespace-regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated model/blog RoPE-layer discrepancy vs. missing text-encoder weights; only superficial transformer/model similarity." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but one is chunked generation under compiled forward and the other is recurrent-state reset in modular Qwen3.5; different code paths and symptoms." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Both concern RT-DETR/Gemma4 dtype or model wiring issues, but they are different models and different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants vs. num_labels propagation in Qwen3.5; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Different outputs are wrong in different classes: CLIPVisionModel hidden_states regression vs. VideoPrism output field mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "One is a torch.compile/SDPA failure in Bamba, the other is a tokenizer AttributeError in MLukeTokenizer; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading/tokenizer path breakage vs. Blip2 dtype loading bug; different subsystems and fixes." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both mention tokenization spacing, but 42898 is a v5 cleanup-behavior change while 46491 is a CodeLlama round-trip regression; not clearly the same concrete bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL vs. Trainer custom compute_loss signature mismatch; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs. compiled-forward generation inconsistency; different failure mechanisms." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs. Qwen2-VL multi-GPU training; both distributed-training themed but not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of lm_head weights vs. sinq quantized save/load corruption; both persistence-related but distinct problems." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs. FA2 long-context performance regression; same model family but different behavior and symptom." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field model loading bug vs. torch.compile SDPA failure; different model-loading code paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same concrete issue as flash-attention generation failure." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pin complaint vs. checkpoint error with PEFT+DeepSpeed; related dependency, but not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Both concern tensor dtypes or normalization, but one is BF16/FP32 eval drift and the other is auxiliary-loss normalization; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error vs. long-context FA2 performance regression; different models and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code vs. trust_remote_code breakage from removed is_torch_fx_available; different root causes." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization bug vs. DeepseekV3MoE divergence from remote implementation; both model-accuracy issues but not the same code-path problem." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading for BEiT vs. BitNet packed-weights unpacking during accelerate loading; unrelated loading bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate loading issue vs. tokenizer task AttributeError; entirely different components." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs. DiaConfig losing custom token IDs on save/load; both config/load-related but not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation crash in serve vs. beam-search cache reorder skipped for several models; both cache-related but different execution paths and symptoms." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs. misleading synced_gpus warning; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy preset loading bug vs. processor image-size mismatch; different model families and failures." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug vs. MLukeTokenizer task AttributeError; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Default max_shard_size question vs. AutoProcessor not passing kwargs to cached_file; not the same bug or fix." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs. missing pad_token_idx on StableLmConfig; similar naming, but different configs and likely separate omissions." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype remains float32 vs. MPS attention correctness issue; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer adds an extra space after an added token vs. MacOS bus error loading CLIP; completely unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46846", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43611|issue:46846", + "issue:45823|issue:46050", + "issue:44977|issue:46209", + "issue:39692|issue:43295", + "issue:43493|issue:43825", + "issue:43334|issue:45759", + "issue:44488|issue:44843", + "issue:43334|issue:43572", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:45405|issue:47332", + "issue:43257|issue:47404", + "issue:44554|issue:46365", + "issue:45491|issue:46002", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:43572|issue:44291", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43278|issue:43844", + "issue:43873|issue:47404", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43824|issue:44589" + ], + "prepared_review_unit_hash": "31adae51167a9d999f69e43e3e042a23d49200340b917a839042daa7da8bf9c8", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is theme-based rather than duplicate-based: most items are distinct Transformers regressions across tokenizers, multimodal processors, loading, quantization, offloading, and v5 compatibility. None of the soft pairs look like the same underlying bug/change with enough specificity to merge.", + "confidence": 0.22, + "canonical_issue_reason": "If one issue must represent the cluster, issue 43646 is the broadest high-level regression report (custom model initialization breaks in Transformers 5.0.0) and is closest to the cluster\u2019s general v5-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single representative because it is the most generic and broadly applicable of the v5 regression reports in this set, though the overall cluster is still heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template/processor code, but they are different failure modes: batched Qwen2.5-VL padding vs tool-call assistant messages." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-loading failure for Phi-4 multimodal is unrelated to a PEFT version bump issue." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: base_model_prefix loading regression vs missing linear_attn TP plan entries causing OOM/shape errors." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mismatch with auto device_map is not the same as sinq quantization save/load breakage." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attn generation issues and FP8/B200 inference failures are separate code paths and hardware-specific problems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both mention processor/tokenizer usage, but one is a SigLIP2 docs example and the other is a regression in processor.tokenizer access with image passing." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation divergence and a pipeline error message for translation tasks are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are multimodal Qwen config issues, but one is a missing pad_token_id attribute and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model failing is unrelated to AutoTokenizer's offline-breakage in _patch_mistral_regex." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different missing config fields for different models: pad_token_id in Qwen3-VL vs pad_token_idx in StableLmConfig." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are different API/behavior bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling for Ministral is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "A dependency version bump and a disk-offloaded model save failure are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:47404", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is a different loading path from device_map OOMs during transient conversion ops." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import conflicts with datasets are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on GPU and the other is classification head initialization/checkpoint behavior." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as inconsistent lm_head.weight serialization tied to device." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "These are separate tokenizer regressions affecting different model families and likely different causes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift during evaluation is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in a config and init_empty_weights receiving an unexpected argument are different v5 compatibility issues." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and symptoms; not enough evidence of one underlying bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy and a ZeRO-3 gradient increase issue do not share a concrete code path." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and a post-upgrade accuracy regression are too different to be the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype changes in evaluation are unrelated to ZeRO-3 gradient anomalies." + }, + { + "left": "issue:43873", + "right": "issue:47404", + "accept": false, + "reason": "Quantization offloading behavior and device_map OOM from conversion transients are related only at a broad subsystem level, not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy-field model loading failure and a CPU-offload device mismatch are separate issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a flash_attn import KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import error and Float8 storage resolution failure are different problems in different areas." + } + ] + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "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:46710", + "issue:46821", + "issue:46832", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:46821|issue:46832", + "issue:43504|issue:43653", + "issue:44493|issue:46285", + "issue:43994|issue:44493", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:45245|issue:46710", + "issue:42490|issue:43696", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:44464|issue:45584", + "issue:44849|issue:46209", + "issue:44849|issue:45357", + "issue:28218|issue:34567", + "issue:42947|issue:43381", + "issue:29159|issue:32090", + "issue:43844|issue:44964", + "issue:45084|issue:45520", + "issue:47013|issue:47254", + "issue:45229|issue:45823", + "issue:44423|issue:44734", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:43493|issue:43701", + "issue:44849|issue:47145", + "issue:37428|issue:43957", + "issue:41720|issue:46710" + ], + "prepared_review_unit_hash": "15d64157a5b026637c75d6d3745c97fd8c2e57d4c2ea54f1aa8834775de8248a", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35398, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous; the soft pairs mostly share broad subsystems or model families, but each describes a distinct bug or failure mode. I would reject all proposed duplicate links and avoid choosing a single canonical issue for the whole batch.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear canonical representative because the items span unrelated bugs across tokenizers, loading, training, quantization, serving, and model-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global canonical choice; the list does not form one coherent duplicate cluster, so any pick would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failure modes: a TimesFM window_size AttributeError vs an RT-DETR forward shape/feature-level mismatch." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated components: Beit semantic segmentation loading a legacy field vs BigBirdTokenizer special-token decoding." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure/key shape concerns, but one is a broad unexpected-key regression and the other is a CLIP text-model attribute inconsistency." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and models: SigLIP2 nonsensical outputs vs a generic unexpected-key issue in many models." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device related, but one is a CPU offload mismatch in bark-small and the other is a stale GraniteSpeech test." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability output behavior." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "A category-cardinality runtime error is unrelated to a downstream accuracy regression on a specific Llama model." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM on GPT-oss are unrelated failure classes." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference are not the same bug as RT-DETR having too many feature levels." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading issues are adjacent, but one is runtime offloading behavior and the other is save/load corruption for sinq checkpoints." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state handling and FP8 inference failure on B200 are different model/path problems." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-state output bug is unrelated to saving incorrect visual encoder keys." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens does not match a TrainerState counter not updating." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior while the other is an eval-mode restriction." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency and a Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation is not the same as a model-loading regression on transformers 5.x." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A template-node compilation TypeError is unrelated to a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM return_last_states unpacking and PEFT/DeepSpeed checkpoint errors are different training-path failures." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is multi-GPU CUDA OOM and the other is a device-mismatch forward bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both touch transformers serve, but continuous batching crashes and KV-cache continuation tensor indexing are distinct defects." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting and multi-GPU OOM are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink handling and sinq checkpoint save/load corruption are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not share the same underlying bug." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and FP8 weight_scale omission are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "A flash attention import error on Python 3.13 is unrelated to meta-device model loading breakage." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A device-map cudaErrorAssert on A800 is unrelated to an accuracy regression after upgrading Transformers." + } + ] + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "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:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44186", + "issue:44554", + "issue:44610", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "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", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:43937|issue:46701", + "issue:43295|issue:43450", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:47332|issue:47404", + "issue:44977|issue:46701", + "issue:44869|issue:46752", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:29942|issue:30333", + "issue:45588|issue:45759", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:45406|issue:46121", + "issue:43572|issue:43957", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:43334|issue:43525", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "2ebec9aa252096a70a321c3e30f78ab9b8e17575d2fe26732e5615a3c5cc8f66", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36298, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated Transformers bugs. Several are multimodal/processor or loading regressions, but none of the soft pairs look like the same concrete underlying fix, so all soft edges should be rejected.", + "confidence": 0.37, + "canonical_issue_reason": "Issue 43295 is the broadest representative of the loose processor/tokenizer regression theme, and it is the closest hub among the candidates even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best single issue to anchor the cluster because it is the most general and centrally connected to the processor/tokenizer breakage pattern seen in a few neighboring reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Different bugs: invalid GenerationConfig for GLM-5 vs a pipeline failure in DiffusionGemma output handling." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processors, but one is a regression around processor.tokenizer access while the other is batched video shape handling; not the same fix." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:47332", + "right": "issue:47404", + "accept": false, + "reason": "Both mention loading/offloading memory, but one is save-time disk offload for Qwen3-VL and the other is device_map conversion OOM during weight conversion; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure in Qwen3.5 is unrelated to DiffusionGemma pipeline output issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding on a trailing replacement character is different from apply_chat_template crashing on an empty list." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Missing lm_head tying in Mistral3ForConditionalGeneration is a model-weight bug, not an accuracy regression after a Transformers upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "CI dtype mismatch for SwitchTransformers/TimmWrapperModel is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed training jobs are completely different areas." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Sink-less flash_attention crash on s_aux=None is unrelated to AutoModelForCausalLM not unwrapping text_config for multimodal configs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "processor.tokenizer regression and quantized offloading behavior are different problems despite both touching multimodal loading paths." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Gemma 4 mm_token_type_ids defaulting behavior." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope dict conversion on JSON-loaded lists are unrelated failures." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as meta-device loading breaking some models." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model mismatches, but one is a processor.tokenizer regression and the other is a fixed input-size mismatch for OmDet-Turbo; different code paths." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape issues are unrelated to Qwen2-57B-A14B-Instruct OOM on tensor-parallel load." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER padding/truncation are different from return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device_map auto mismatch is a device-placement bug, not the return_tensors/text_kwargs API issue." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Importing _flash_supports_window_size and importing Qwen2_5_VLForConditionalGeneration are unrelated import failures." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile with SDPA in Bamba-9B-v2 is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import KeyError is unrelated to an invalid BACKENDS_MAPPING backend value." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting for fine-tuning is unrelated to Gemma4 PLE device mismatch at forward time." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate decoder_attention_mask UnboundLocalError is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to SigLIP2 implementation discrepancy vs JAX." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Llama4 missing pad_token_id are similar in shape but refer to different model families and likely different config fixes." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "processor.tokenizer regression and SigLIP2 implementation discrepancy are different bugs in different subsystems." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example errors are unrelated to the return_tensors ignored API bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe failing with FineGrainedFP8Config is unrelated to the Qwen2_5_VL import error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932", + "issue:47405" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43262|issue:43450", + "issue:45381|issue:46209", + "issue:43975|issue:45520", + "issue:44737|issue:46894", + "issue:43950|issue:46285", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:44561|issue:46234", + "issue:43611|issue:47405", + "issue:44479|issue:46192", + "issue:45200|issue:45325", + "issue:43335|issue:43550", + "issue:43819|issue:44112", + "issue:45200|issue:46899", + "issue:44898|issue:45412", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:45200|issue:46932", + "issue:37428|issue:43425", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "59426a31a7109a08057147a3e82e4b03e87bef9e2d9fe47e4c09ef10c3a5269a", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35989, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster; the listed soft pairs span unrelated bugs/regressions and should all be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits: the items are a heterogeneous mix of unrelated bugs across tokenization, multimodal chat templating, model loading, device/memory, and quantization.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue representative; any one issue would misrepresent the rest because there is no clear duplicate group here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is assistant_mask generation for multimodal inputs and the other is a tokenize=True crash on tool-call assistant messages; different failure modes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to a detokenization bug in deepseek-coder." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16->FP32 embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embeddings being reinitialized after resize when tie_word_embedding is False." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video output shape are different processor bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision position IDs regression is unrelated to FP8 inference failure on B200 hardware." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Incorrect detokenization and a flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange/device bug is unrelated to CohereASR training-loss double-shift." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text model structural inconsistency." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is inconsistent serialization of lm_head.weight and the other is collapse after LoRA merge with extended vocab; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug is unrelated to a stale CI device override test." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures are unrelated to config.dtype being stale after from_config(dtype=...)." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save_pretrained/tokenization failures are distinct tokenizer issues." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing import-utils helpers are similar in theme but these are different symbols and different breakages, so not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:47405", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to silent conversion skip when using the wrong Auto class." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression for Qwen models is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting is unrelated to Qwen2.5-VL still-image temporal position_id scaling." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are different model/config bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC.from_latents mismatch with forward pass is unrelated to a GraniteSpeech CI test issue." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Text-only mm_token_type_ids defaults and unsafe dtype casts in quantized multimodal embedders are different bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure is unrelated to RT-DETR memory not releasing on deletion." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different GPU/runtime failures on different models and hardware; not the same underlying bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are unrelated vision-model issues." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 token-type defaults are unrelated to the quantized vision/audio embedder dtype-casting fix." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention import symbol is unrelated to broad Torch 2.10 incompatibility." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer mask-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length calculation." + } + ] + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43819", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44493", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858", + "issue:47405" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:44857|issue:45593", + "issue:28282|issue:33357", + "issue:46512|issue:46821", + "issue:38175|issue:45412", + "issue:43827|issue:43901", + "issue:45759|issue:46285", + "issue:43335|issue:43504", + "issue:29942|issue:32090", + "issue:44206|issue:45584", + "issue:43550|issue:44112", + "issue:45923|issue:47405", + "issue:44855|issue:45083", + "issue:46424|issue:46858", + "issue:43388|issue:43526", + "issue:46431|issue:46566", + "issue:43335|issue:44112", + "issue:43335|issue:43606", + "issue:43335|issue:45083", + "issue:37428|issue:44351", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:44617|issue:46697", + "issue:45520|issue:46170", + "issue:43819|issue:44493", + "issue:45588|issue:45859" + ], + "prepared_review_unit_hash": "aa43683601fd0a3c7d3a614289c45e73573421916d1f3782e4aafff78822d911", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35338, + "estimated_input_tokens": 8835, + "estimated_eval_tokens": 17926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity group of mostly unrelated Transformers issues. The soft pairs share broad keywords (flash attention, cache, chat templates, docs, model loading), but none look like the same underlying bug or a mergeable duplicate PR candidate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different bugs: janus image generation test failure vs a stale paged-generate warning about num_return_sequences." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model/code paths: LwDetrImageLoss AMP crash vs D-FINE missing auxiliary losses when denoising is off." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both runtime/import failures, but one is missing PyTorch for AutoModel and the other is a MacOS bus error in CLIP loading." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different APIs: stale dtype on from_config vs TimesFM window_size raising AttributeError." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated issues: zero probabilities in siglip2 vs RT-DETR memory not being released after deletion." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both docs-related, but they target different pages and different deprecated parameters; not the same issue." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model-family structure bugs: composite Qwen multimodal text_config handling vs CLIP class layout inconsistency." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and failure modes: SwitchTransformers sparse-layer creation vs BEiT pretrained load preset legacy field." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are test/runtime failures, but one is Flash Attention 2 tests and the other is trainer GPU broadcast on NoneType." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different concrete bugs: unsupported center arg in feature extractor vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: Bamba torch.compile/SDPA failure vs a stale GraniteSpeech device override CI test." + }, + { + "left": "issue:45923", + "right": "issue:47405", + "accept": false, + "reason": "One is a missing trust_remote_code flag, the other is silent model_type mismatch causing wrong auto-class loading." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: Python 3.13 torch.jit script parsing error vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but one is max_cache_length semantics and the other is device-tensor seq length breaking static-cache arithmetic." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one drops tuple label elements in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Completely different areas: missing chat template error vs DiffusionGemma weights stuck on meta with device_map=auto." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different models and symptoms: sparse layer creation in SwitchTransformers vs GraniteSpeech CI device override failure." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers config logic vs bark-small CPU offload device mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "No shared underlying defect; one is sparse-layer creation, the other is a helper length calculation bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules and code paths." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one crashes on assistant tool calls with no content while the other is about continue_final_message for mistral_common." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different loading problems: trailing-slash local model import warning vs unit test failure loading GLM-4.7-Flash." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Different bug classes: CUDA OOM in Sam3Video vs Swin2SR image over-padding." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both platform/import-related, but one is flash_attn on Python 3.13 and the other is Windows AMD ROCm torch.distributed dependency handling." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different inference/model-state issues: DAC latent mismatch vs unexpected position-id keys across many models." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both relate to flash attention or MoE-ish models, but they are different failures: s_aux=None crash vs CPU-offload rotary embedding incompatibility." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "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:37428", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:47000" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:34689|issue:35141", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:43606|issue:44857", + "issue:10000|issue:15354", + "issue:44514|issue:44521", + "issue:29127|issue:32090", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43278|issue:43825", + "issue:43550|issue:45083", + "issue:26413|issue:31501", + "issue:45310|issue:45478", + "issue:37428|issue:42175", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:45593|issue:47000", + "issue:29870|issue:32090", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "0c9dbcd5419aa58e2e3efc4b8bd673f8c1362466fb3d1bef1d6f1faca913a15f", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35968, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "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 grouped by weak text similarity. I only found one clear duplicate pair: the two identical Qwen3.5 MoE `from_pretrained` errors. The rest share only broad subsystems (tokenizers, training, vision, dtype, etc.) but describe different bugs or code paths.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earliest, clearest report of the duplicated Qwen3.5 MoE `from_pretrained` failure and can serve as the primary tracker for that bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue to keep as the canonical representative because it is the first of the identical duplicate pair and has the same concrete failure mode as issue:45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failures: Pegasus output drift vs Qwen3 recurrent state reset." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "One is a Llama 3.2 model-loading regression; the other is embedding reinitialization after resizing. Not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and symptoms: feature extractor arg crash vs PLE device mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to position-id key warnings." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both are runtime failures, but in different models and code paths (CPU offload vs AMP loss)." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert issue vs TorchScript generator expression export error; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same broad processor family, but one is a batched padding crash and the other is incorrect assistant masks." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging issue vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug is unrelated to Trainer broadcast failure." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch vs qwen3_omni_moe feature-extraction helper behavior; different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Accelerate loading/unpacked weights bug vs GraniteSpeech CI test flake; not the same issue." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output mismatch vs DeepSeek tokenizer regression; different components and failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but the affected models and failure mechanisms differ." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities vs unexpected position-id key warnings; unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error vs MacOS bus error on CLIP; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning on local path vs tensor-parallel OOM during model load; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16/FP32 dtype regression vs pipeline translation error message; not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba vs qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both affect training startup/resume, but one is checkpoint resume logic and the other is FineWeb training not starting." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same version range, and same concrete `Qwen3.5 Moe from_pretrained` error." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing import in flash attention utils vs installation backend dependency issue; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab merge collapse vs category cardinality limit error; different bugs." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking vs missing utility function export; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support issue vs model loading regression for a different model family." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs embedding reinitialization after resizing; different problems." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different object-detection loss failures: missing auxiliary losses vs infeasible cost matrix." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder mask bug vs Trainer broadcast NoneType error; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype regression vs multimodal token counting video-branch undefined names; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The canonical duplicate call on issue:45310 / issue:45478 is well supported by the identical title, version range, and failure mode. The rest of the verdicts are phrased cautiously and do not overclaim duplication or shared root cause." + }, + "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": 35, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44360", + "issue:44361", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:44360|issue:44561", + "issue:45290|issue:45381", + "issue:25251|issue:32090", + "issue:29870|issue:33290", + "issue:44464|issue:46424", + "issue:44448|issue:44977", + "issue:32090|issue:33290", + "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:44530|issue:47276", + "issue:43257|issue:43299", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:45920|issue:46192", + "issue:44561|issue:44779", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:43873|issue:45229", + "issue:29942|issue:30064", + "issue:44186|issue:45198", + "issue:43381|issue:43701", + "issue:44448|issue:44466", + "issue:44361|issue:45198", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:46421|issue:46858" + ], + "prepared_review_unit_hash": "69a7297450500ab21512dbaccc2ec6658df7866b1bfdac1f2e01a521de082b33", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36835, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues sharing only broad subsystem similarity (tokenization, generation, cache, vision, trainer, etc.). I would reject all soft edges; none look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different problems: DSA indexer/ReLU discussion vs trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different code paths: chat templating with tool-call messages vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate decoder_attention_mask assignment bug vs DeepSpeed AdaFactor OOM." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both cache/generation related, but one is compiled chunked generation inconsistency and the other is max_cache_length honoring for quantized cache." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType vs optimizer OOM; no shared bug." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash is unrelated to SmolVLM video padding calculation." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different processors and symptoms: Qwen2.5-VL iterable dataset multi-image failure vs BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python parser/torch.jit import issue vs Qwen3.5 kernel registration/decorator error." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a warning message in continuous batching." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE, but one is accelerate+deepspeed weight conversion and the other is v5 model loading regression; not the same concrete bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one loses custom token IDs in config and the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantized offloading failure are different issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer wrong IDs regression is unrelated to return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Trust_remote_code breakage from API removal vs DeepSeek tokenizer regression; different failure modes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different vision-related issues: MacOS bus error on CLIP model vs SigLIP2 documentation/example errors." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading not working is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation map processing." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and Wav2Vec2 save_pretrained/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention integration s_aux=None crash is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs resume_from_checkpoint key mismatch are different trainer issues." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Chunked-prefill recompilation from lazy cache init differs from non-CUDA static-cache seq_length slice-arithmetic 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": 36, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:44206|issue:44479", + "issue:45198|issue:45803", + "issue:29870|issue:34689", + "issue:43611|issue:46121", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:44077|issue:47276", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:44568|issue:45491", + "issue:43653|issue:44743", + "issue:43756|issue:45440", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43334|issue:43531", + "issue:43575|issue:44387", + "issue:43065|issue:45412", + "issue:45491|issue:46693", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45406|issue:46701", + "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:44442|issue:45072", + "issue:45440|issue:45593" + ], + "prepared_review_unit_hash": "7538b3f87669dc3b474b3c4e3a6d4ecade91aad3671ac1d24a496ebd4e8a3e81", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36828, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only share broad Transformers vocabulary (generation, loading, quantization, VL, OOM, etc.). I do not see any soft pair that looks like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents a duplicate cluster here; the items span many unrelated subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor triage, issue 45229 is the strongest standalone report: it is concrete, high-activity, and describes a specific reproducible multi-GPU OOM. It is not a duplicate hub, just the most substantial issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are OOM-related, but one is a Qwen3 auto device-mapping cudaErrorAssert and the other is Gemma4 multi-GPU CUDA OOM; different models, triggers, and code paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility breakage vs a model divergence bug; no shared failure mode beyond Transformers version context." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor argument regression vs video-input regression across several Qwen VL models; unrelated components and symptoms." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer save/tokenization failure vs a bare-except swallowing errors in a batch feature converter; different classes of bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() UnboundLocalError vs Llama 3.2 Vision model loading breakage; unrelated models and code paths." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression vs rope validation helper TypeError; no concrete overlap in behavior or fix." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs AutoTokenizer failing on FastSpeech2ConformerTokenizer; both tokenizer-related but distinct failures." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/exportability issue with torch_compilable_check vs Wav2Vec2 save/tokenization failure; separate subsystems." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs a misleading synced_gpus warning message; one is a model class constraint, the other is logging text." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure vs a stale warning in paged generate(); different bug surface and no shared fix." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure on gemma3n vs flash_attention crash on s_aux=None; both export/integration-adjacent but clearly different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior vs Gemma3 NaN embeddings under sliding-window attention; unrelated layers of the stack." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer decode/special-token issue vs Qwen3.5 recurrent state reset in cached generation; no substantive overlap." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch vs DeepSeekV3MoE implementation divergence; both model-architecture issues, but different models and fixes." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; both quantization-adjacent but not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d concern vs SigLIP2 AutoModel/pipeline incorrect outputs; unrelated model families and symptoms." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B vs resume_from_checkpoint key mismatch; different stages and failure modes." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-information error message vs CLIP community-model bus error on macOS; only superficial model-loading/build similarity." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model import warning vs gradient checkpointing disallowed in eval mode; unrelated behaviors." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id in config vs sliding_window issue for Qwen3-MoE; different model types and root causes." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Loading a large Qwen2 model with tp causing OOM vs increased CUDA reserved memory under int4 quantization; both OOMs, but not the same underlying regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d concern in Sam3PixelDecoder vs RT-DETR memory not released on deletion; unrelated model architecture vs lifecycle/memory leak bug." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs from all-padding sliding windows vs FA2 long-context performance regression; one is correctness/NaN, the other is performance." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Wrong outputs from SigLIP2 AutoModel/pipeline vs RT-DETR memory leak after deletion; entirely different symptoms." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes vs token embedding resize reinitialization with untied embeddings; unrelated functionality." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor attribute error in serve vs DiffusionGemmaGenerationOutput pipeline failure; same broad model family only, but not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading breakage from mistral_common import vs flash_attention crash on sink-less models; different failure points and remedies." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs VL image-placeholder-in-user-text failure; both involve vision inputs, but not the same defect." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; unrelated tokenizer vs inference dtype bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence vs D-FINE auxiliary-loss omission when denoising is off; different models and behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46697", + "issue:46821", + "issue:47312" + ], + "soft_pairs": [ + "issue:44625|issue:45584", + "issue:43421|issue:45491", + "issue:45459|issue:45712", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:45250|issue:46640", + "issue:43526|issue:45834", + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:27957|issue:33290", + "issue:45372|issue:45459", + "issue:33290|issue:34689", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:33290|issue:35141", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:43381|issue:43873", + "issue:44857|issue:45588", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:44442|issue:44898", + "issue:43316|issue:47312", + "issue:45325|issue:46697", + "issue:46121|issue:46399", + "issue:44743|issue:44811", + "issue:43262|issue:44206" + ], + "prepared_review_unit_hash": "c95c4429e965b2a40020438db7ec170e00aedcd9f70729efb08a2a3678f7802d", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36041, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity links mostly connect superficially related transformer/model issues, but they do not describe the same underlying bug or change. I would reject all soft edges and treat the set as unrelated reports.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster; the items span unrelated bugs across tokenization, vision, audio, quantization, and Flash Attention paths with only broad keyword overlap.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue 44514 is the most concrete and narrowly scoped bug report in the set, with a clear failing path (`Qwen2_5_VLProcessor.apply_chat_template` on batched input with `padding=False`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different components and failures: Qwen3.5 config propagation vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizers backend post-processor sync is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from protobuf handling is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is RT-DETR cleanup/GC and the other is SAM model memory overflow; different bug paths." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer-loading themed, but one is decoder-type mismatch in v5 and the other is ignoring repository `tokenizer.json`." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Same broad Flash Attention label, but one is a general issue and the other is a specific regression/performance complaint." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4 loading, but one is a missing `ReasoningEffort` import and the other is a missing `_tokenizer` attribute in serve." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error is unrelated to a stale warning in paged generation." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention setup and Adafactor/DeepSpeed OOM are different subsystems and different failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure is unrelated to protobuf-backed tokenizer error masking." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer/deepspeed OOM is unrelated to model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Importing a specific Qwen2.5-VL class is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in BEiT image processing is unrelated to Flash Attention long-context performance regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed OOM and token-embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 auto/pipeline misbehavior is unrelated to SAM memory overflow." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash in LwDetr is not the same as Flash Attention sink-less model failure on `s_aux=None`." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model/config issues." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash Attention sink-less crash and TimesFM `window_size` attribute error do not share the same code path." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat template padding behavior and the other is video vision position IDs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading for FastSpeech2Conformer is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to a kernel-compatibility report." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling bug is unrelated to Swin2SR image padding logic." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation list typing error is unrelated to a missing decorator causing Qwen3.5 kernel registration failure." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent state reset in modular Qwen3.5 is unrelated to Whisper `batch_decode` skipping special tokens." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Default audio sampling-rate handling and unsupported `center` argument in a feature extractor are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "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:43646", + "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:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:25251|issue:28282", + "issue:43873|issue:44871", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:42490|issue:44743", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:44987|issue:46178", + "issue:43316|issue:43525", + "issue:43749|issue:43931", + "issue:44964|issue:45440", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:44855|issue:45137", + "issue:43606|issue:43701", + "issue:43701|issue:46506", + "issue:43761|issue:44079", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:27957|issue:32090" + ], + "prepared_review_unit_hash": "3c82ebf1ef61628ac00076f2d7c51479bb82371f7be10aef6d9be27a9958559f", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36100, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the soft pairs mostly share generic terms like loading, config, offload, or regression, but they describe different code paths and failure modes. I would reject every soft edge and treat the cluster as heterogeneous.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a strong canonical duplicate target here. If forced to pick a loose representative, issue 43316 is the broadest of the config/API-discrepancy reports, but the cluster does not cohere around one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43316 is the closest thing to a representative because it frames a generic API discrepancy, but it is still not a suitable true canonical since the surrounding issues span unrelated subsystems and symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both concern model init/post-init behavior, but one is about Transformers 5 breaking custom initialization and the other about a specific model class allowing optional post_init; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different problems: flash-attention generation failure for Qwen3.5 versus a categorical cardinality runtime limit." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Both involve model behavior regressions, but one is CLIPVision hidden_states not returned and the other is Qwen3.5 MoE rotary embedding CPU offload compatibility." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in accelerate versus AutoTokenizer failing for a specific tokenizer class are unrelated failures." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both mention backend/import packaging, but one is TensorFlow being absent from an install extra and the other is a missing availability helper symbol." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting and an AutoModel ImportError are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offload behavior and Gemma eos token configuration mismatch do not describe the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Both are generation-related model issues, but XLM-RoBERTa Flash Attention 2 support and BART decoder_attention_mask assignment are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init gating is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A trailing-slash local model path warning and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but one is missing fields from trust_remote_code loading and the other is rotary_pct reverting on reload; different root causes." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are about composite config API shape, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX divergence and docs still referencing pipeline() are entirely different issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 and a backend mapping error for tensorflow_text are not the same problem." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config attribute inconsistencies, but Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate model-specific issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepseekV3MoE divergence are unrelated model families and code paths." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script startup failure and tp-related OOM on Qwen2-57B are not duplicates." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B and key errors loading MobileLLM-125M are different issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 indentation/@torch.jit.script parsing issue and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint-resume key mismatch do not share a code path." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and differing CPU/CUDA outputs in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states being None in CLIPVisionModel and ModelOutput key assignment with prior None are different bugs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an image-classification script and an unrecognized-model config.json error are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model load and a broken save_pretrained regression for Qwen3.5 are different failure modes." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLM-RoBERTa and a Trainer _gpu_broadcast_one NoneType error 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": 39, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "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:43572", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:42490|issue:47276", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:16998|issue:22355", + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44077|issue:44534", + "issue:42907|issue:45698", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:43065|issue:44617", + "issue:43352|issue:46640", + "issue:45803|issue:46365", + "issue:25251|issue:27957", + "issue:43540|issue:44514", + "issue:43572|issue:46178" + ], + "prepared_review_unit_hash": "57a8e92d915f9b5093ba09f01870880c15e831f1fb7e7fd4bdc600ffb43d23c6", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35341, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated model/config/regression bugs rather than duplicates. I would not merge any of the soft pairs. If a single issue must represent the set, #44521 is the best candidate because it is open, has the most inbound references/discussion, and describes a concrete multimodal bug.", + "confidence": 0.94, + "canonical_issue_reason": "#44521 is the strongest representative: it is open, has the highest external interest in this set, and centers on a clearly reproducible multimodal bug. There is no convincing duplicate group strong enough to make another issue a better canonical target.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best standalone issue in the set because it has the broadest impact signals and a precise failure mode that is likely actionable for maintainers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different failure classes: tokenizer load/import error vs exception-handling bug in tensor conversion." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Both mention warnings, but they concern unrelated warning messages and code paths." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different model families and bugs: output field wiring vs quantized dtype casting." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is an eos_token_id config mismatch." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3 config API inconsistency is unrelated to Mistral-3 image dtype mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation/config issues, but the concrete bugs are different models and different root causes." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Regression in custom processor usage is unrelated to a pipeline error-message wording issue." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to metrics gathering on the last batch." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "VisionModel hidden_states regression and attention-kernel divergence are different subsystems and symptoms." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both touch multimodal chat templates, but one is an assistant_mask bug and the other is a failure when the image placeholder appears in user text." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and pipeline import failure from kernels versioning are distinct issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breaks for tokenizer/model loading, while the other is an unrecognized-model/config.json issue." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init deprecation is unrelated to junk-filled non-persistent buffers." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failure is a quantization bug, not a custom-module resolution bug after save/load." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Eos-token mismatch and sinq quantization round-trip failure are different problems." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward generation inconsistency is not the same as chunked prefill recompilation/cache initialization." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3 is unrelated to FlashAttention support gating for Ministral-3." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken workflow and janus image-generation test failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in a decoder is not the same as CUDA OOM in Sam3Video." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention support error for NemotronH is not clearly the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting change and XLMRoberta Flash Attention support are different behaviors." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is not the same as batched apply_chat_template padding=False crash." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing config field after v5 update and backend mapping error for tensorflow_text 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": 40, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:44792|issue:44977", + "issue:44479|issue:47217", + "issue:45542|issue:46234", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:43504|issue:45698", + "issue:44792|issue:45600", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:35141|issue:42490", + "issue:46693|issue:47217", + "issue:45127|issue:45200", + "issue:44242|issue:46894", + "issue:41950|issue:43475", + "issue:43650|issue:46202", + "issue:43673|issue:44743", + "issue:43931|issue:44060", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:44190|issue:44964", + "issue:43388|issue:43688", + "issue:29870|issue:35141", + "issue:46082|issue:46697", + "issue:43827|issue:43994" + ], + "prepared_review_unit_hash": "2dca31212ce3fc3ca6cf8585c9052108d28bd79da74c8656183a759f613f2659", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35141, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated issue reports across many models, pipelines, and config/load paths. None of the soft-paired items look like true duplicates, so there is no credible single canonical issue or PR here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor image-size mismatch vs memory overflow; different model and failure mode." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Video vision_position_ids regression vs image-placeholder-in-text failure; different code paths." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "v5.3.0 video-input regression across Qwen VL models vs text-placeholder handling." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TF backend packaging issue vs missing import_utils symbol." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization issue vs GPTNeoX config reload bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field breaks Beit preset load vs wrong custom module loaded after save_pretrained." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure vs stale auto_mappings entry for removed Sam3LiteText configs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Leaf-dir cache collision vs max_cache_length cache policy bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in tensor conversion vs Windows ROCm import dependency issue." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/reinit bug vs trailing-slash local model import warning." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression vs VL image-placeholder bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/vocab collapse with tied embeddings vs mm_token_type_ids defaulting." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Missing load-balancing loss vs ASR training double-shift bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor mismatch vs missing vision encoder attribute." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated placeholder issue vs Gemma pipeline roundtrip bug." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing vs recurrent state reset; both cache-related but different bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parse error vs flash_attention s_aux=None crash." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure vs unreleased PEFT version constraint." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset script loading issue vs Phi-4 multimodal model load failure." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gather truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate mask error vs embedding resize reinit." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Llama head_dim validation vs Swin2SR over-padding." + } + ] + }, + "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": 41, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "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:45072", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46399", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44617|issue:45584", + "issue:45245|issue:46858", + "issue:45072|issue:46932", + "issue:43644|issue:44913", + "issue:45588|issue:47013", + "issue:43335|issue:44855", + "issue:44734|issue:45406", + "issue:25251|issue:29870", + "issue:46399|issue:47312", + "issue:44869|issue:46832", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:45632|issue:46617", + "issue:43827|issue:47321", + "issue:43550|issue:44190", + "issue:43854|issue:44792", + "issue:45563|issue:45584", + "issue:39692|issue:47321", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:44933|issue:45362", + "issue:39692|issue:44190", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:44242|issue:46897", + "issue:43526|issue:46697", + "issue:43540|issue:44734" + ], + "prepared_review_unit_hash": "dbe82f58e1a7f1f37d96b9b1906780283a4d7e66ae8ce95932148ecca5110917", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are mostly same-subsystem or same-model-family near-misses, but not the same concrete bug/change. I would not merge any of the candidate pairs.", + "confidence": 0.88, + "canonical_issue_reason": "No canonical issue: the items span unrelated models, regressions, docs, and runtime failures, so there isn\u2019t a single duplicate target for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44734 is the strongest standalone bug report here: it describes a specific crash in `transformers serve` with a clear failing code path and a likely actionable fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: Sam3Video OOM vs Whisper empty-transcription crash." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Both involve runtime errors, but one is a category-limit error and the other is a cache-length/device-tensor arithmetic bug." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and different code paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Unrelated failures: non-persistent buffer initialization vs GPTNeoX config reload behavior." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Both are model/runtime crashes, but the underlying faults are different (`s_aux` handling vs xLSTM return shape unpacking)." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Completely different problems: SwitchTransformers config bug vs Python 3.13 import/`torch.jit` parsing error." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve crash with tensor indexing is not the same as a missing `_tokenizer` attribute on Gemma4Processor." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline output nesting and Bart `generate()` mask initialization are unrelated bugs." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "One is a missing decorator registration crash; the other is a broad kernels version incompatibility." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing-character decoding crash is unrelated to RT-DETR feature-level handling." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Same broad family of model issues, but one is video position IDs and the other is memory overflow." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different failures in different subsystems: Qwen3 device-mapping assert vs category-count limit." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code cache loading, but one is a leaf-directory collision and the other is a FileNotFoundError; not clearly the same bug." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Docs still referencing pipeline() has nothing to do with AMD Quark class updates." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to loading a local dataset in the image-classification example." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Two separate model/test failures with no shared code-path evidence." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 doc example errors and AMD Quark class updates are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing issues, but they concern different models and different defects (position IDs vs padding calculation)." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 area, but one is OOM in video and the other is memory overflow in litetext; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are regressions, but one is Qwen video-input behavior and the other is a serve/KV-cache indexing crash." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Config-layer creation bug is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs errors and dataset loading failure do not share the same underlying bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenization, but one is a general v5 regression and the other is a specific gap in PR #44801; not the same concrete defect." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 resize-token-embeddings propagation bug are different issues." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing-loss omission and Florence2 double-shift are different training-loss bugs." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is not the same as the serve KV-cache indexing crash." + } + ] + }, + "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": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43335", + "issue:43404", + "issue:43531", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "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:46421", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:43854|issue:44964", + "issue:45276|issue:45584", + "issue:47145|issue:47321", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43994|issue:47321", + "issue:44112|issue:45600", + "issue:43317|issue:47312", + "issue:43611|issue:47321", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:44246|issue:45003", + "issue:45290|issue:46752", + "issue:44112|issue:44964", + "issue:43673|issue:46858", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:43404|issue:45216", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:44938|issue:45542", + "issue:43335|issue:45593", + "issue:45632|issue:46234", + "issue:36246|issue:41628", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "678e35c832599605a19a66725bdd6e35730aaaa52105bee0225b65999801fc9d", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36905, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. None of the soft pairs look like the same concrete bug/change, so I reject all soft edges. If a single issue must represent the cluster, issue:44521 is the least-bad anchor because it has the most engagement, but it is not a true duplicate hub.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44521 is the most central/referenced item here, but the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the strongest engagement and broadest relevance among these mostly unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but they describe different failures: missing cache in v5.0.0 vs lazy-init recompilation." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different problems: LoRA/extended-vocab collapse vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "One is about resize_token_embeddings not updating outputs; the other is Whisper empty-transcription handling." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 frozen-checkpoint scaling and AMD quark class updates are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json selection and list_repo_files revision forwarding are different repository-access bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is missing model_type in config.json." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/VL-related, but the actual failures differ: assistant masks vs vision_position_ids." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "Nonsensical SigLIP outputs and AMD quark class updates are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI, but they are separate failures in different subsystems." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized model offload and kernels 0.16 compatibility are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "base_model_prefix loading regression and AMD quark class update are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and post_init reinitializing output embeddings are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a missing TensorFlow backend in extras; the other is a generic dependency issue." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggering inputs and failure modes differ." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific CI/load failures with no shared concrete code path." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is lazy initialization and the other is device-tensor arithmetic in static cache." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and assistant-mask computation are separate tokenizer/chat-template issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/reinitialization." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure and auto_mappings CI breakage are different problems." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and bare-except error masking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 weight tying and Qwen3.5 save_pretrained regression are different model-specific bugs." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model config and image-placeholder handling in VL models are not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed-config CI breakage are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and TensorBoard-without-TF backend error are different dependency/runtime issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation and auxiliary-loss disabling are unrelated model-architecture bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collisions and missing import_utils helper are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import failure and layer_type_validation import failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43381", + "issue:43441", + "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:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45405", + "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:47217", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:39692|issue:46932", + "issue:44683|issue:45446", + "issue:44496|issue:45759", + "issue:43673|issue:46424", + "issue:42994|issue:47333", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:44279|issue:46515", + "issue:46082|issue:46121", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:42994|issue:47332", + "issue:42907|issue:43441", + "issue:43441|issue:45588", + "issue:44327|issue:46752", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:41950|issue:45020", + "issue:43295|issue:44779", + "issue:43901|issue:44496", + "issue:44279|issue:45405", + "issue:43901|issue:47217", + "issue:42796|issue:43650", + "issue:39692|issue:43901" + ], + "prepared_review_unit_hash": "48a62fd27b2ce58754e68ac3d2ddcb3bac55dcae2d098e01ac67a2c9186b5552", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic grouping of Transformers bugs across different models, pipelines, and version regressions. I do not see any soft pair that is clearly the same underlying issue, so I would not merge any of these as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:42994 is the cleanest, most general bug report in the set: a concrete quantized-model saving failure with likely broader applicability than the more model-specific offloading variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Both are transformer/model loading or vision-related failures, but one is an unrecognized model/config issue and the other is PIL image-processor torchvision gating; different code paths and symptoms." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "These are both numerical/output anomalies, but they affect different models and different helpers; no sign they are the same bug or could be fixed by one change." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a regression in processor/tokenizer access for custom multimodal code; the other is a T5Gemma embedding resize inconsistency. Different components and failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both mention version compatibility, but one is a Python-version support break and the other is a model-specific loading failure in transformers>=5.1.0; not the same underlying bug." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "One is about reading a registered buffer for position_ids; the other is CPU/CUDA divergence in a document layout model. Different mechanisms and fixes." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline processor lookup bug and a notebook syntax error are unrelated; they do not share a concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "SigLIP2 docs/quantization example problems and Gemma4 quantized embedder dtype casting are different models and different failure modes." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve version/platform checks around attention code, but one is a compiled flex_attention failure on torch>=2.9 and the other is an incorrect PyTorch version guard for AuxRequest import." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model/config loading, but one is an unrecognized model error and the other is composite Qwen text_config unwrapping; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "One is a missing GenerationMixin cache in chunked_prefill; the other is cache max length handling for quantized cache only. Related area, but distinct defects." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are saving/offloading-related, but one is a generic quantized model save failure and the other is a specific disk-offloaded Qwen3-30B-A3B save failure; too model-specific to treat as one bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BeitImageProcessorFast label reduction bug is unrelated to text-classification docs mentioning return_all_scores." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI escape output in loading_report are unrelated subsystems." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different training-time concerns with no shared code path." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and a _torch_extract_fbank_features issue are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A dependency issue with transformers and an incompatibility with torch 2.4.1 are both environment-related, but not the same concrete failure." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "One is a LlamaConfig validation rule for head_dim; the other is rope-parameter dict conversion with JSON-loaded lists. Different validation logic." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague 'ADD THE DATA' issue and an audio feature extraction bug are not the same problem." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax errors and AddedToken keyword-argument duplication are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus image-generation test failure and cache length handling for quantized cache affect different model paths." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both involve saving offloaded/quantized models, but the reproductions target different architectures and storage/offload setups; not safely mergeable as one PR." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failures in Ministral-3 are separate bugs in different parts of the model stack." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral FlashAttention failure and the other is an AttributeError on s_aux=None for sink-less models; different concrete failures." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "A QA pipeline top-k bounds crash and apply_chat_template on empty list are different index/error conditions in different APIs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility and a generic dependency issue are too broad and not the same underlying defect." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and a nonexistent import from image_utils are both import problems, but for different symbols and modules." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "T5Gemma embedding resize behavior and Whisper empty-transcription generation after align_special_tokens are unrelated model behaviors." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug and remote_code breakages are not the same code path." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "One is a processor/tokenizer regression with images; the other is DeepSeek tokenizer output changes in v5. Different tokenizer bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs behavior mismatch for return_all_scores and an unrecognized model/config error do not describe the same issue." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue and a bumped MIN_PEFT_VERSION not yet on PyPI are both packaging-related, but not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Text-classification docs and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a placeholder request issue are unrelated; no shared code path." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 documentation/quantization errors and text-classification docs mentioning return_all_scores are separate documentation or example issues, 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": 44, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:41950", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47405" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:44779|issue:45812", + "issue:43479|issue:45375", + "issue:46614|issue:47085", + "issue:41950|issue:45823", + "issue:46123|issue:46369", + "issue:43577|issue:45216", + "issue:44466|issue:45276", + "issue:43976|issue:45405", + "issue:44075|issue:44368", + "issue:43653|issue:45593", + "issue:44462|issue:45081", + "issue:43381|issue:47000", + "issue:47145|issue:47405", + "issue:43299|issue:45357", + "issue:43650|issue:46209", + "issue:43644|issue:47145", + "issue:44351|issue:45278", + "issue:43299|issue:43854", + "issue:44683|issue:45542", + "issue:46082|issue:46399", + "issue:44016|issue:44291", + "issue:43931|issue:47145", + "issue:46082|issue:46512", + "issue:45081|issue:45907", + "issue:44242|issue:45200", + "issue:45588|issue:47000", + "issue:43873|issue:47145" + ], + "prepared_review_unit_hash": "b745b25717e9cd3843f693823cabe9f4bc1402f3ae2fa77ab4e5ac1f9bcbe0ec", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35807, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft matches are mostly superficial: they share broad themes like tokenizers, multimodal configs, or model loading, but each pair points to a different concrete bug and code path. I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:47405 is the best single anchor in this set: it is a high-signal, broadly scoped regression about silent bad checkpoint loading, with multiple inbound references and a clear user impact. It is not a duplicate of the others, but it is the most representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47405 is the strongest overall issue candidate for triage because it describes a serious silent correctness failure, has broad applicability, and is well-documented. The others are narrower, model-specific regressions or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen/VL model loading or saving, but one is a dev-version loading breakage and the other is incorrect visual encoder keys during save_pretrained. Different bug mechanism." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (wrong tokenization vs AutoTokenizer choosing the wrong source)." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config initialization problems, but they concern different multimodal configs and different missing fields/defaults. Not the same underlying bug." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "A stale phonemizer backend after language switching is unrelated to tokenizers thread safety. Different subsystem and failure mode." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "One is pipeline processor selection, the other is a device mismatch in Gemma4 forward pass. No shared code path." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch handling in MaskGenerationPipeline is unrelated to a memory overflow in sam3-litetext." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are separate issues with different affected paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both mention weight/embedding behavior, but one is serialization inconsistency and the other is resize_token_embeddings not updating derived embeddings. Different concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and a minimum dependency version bump are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss handling are completely different bugs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash. Different underlying failure." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost-matrix failures." + }, + { + "left": "issue:47145", + "right": "issue:47405", + "accept": false, + "reason": "Both are silent loading correctness regressions, but one is FP8 weight_scale application and the other is wrong Auto-class conversion skipping. Different code paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5/VL model handling, but one is a loading break and the other is incorrect saved visual encoder keys. Not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue title and FP8 inference failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk and missing FP8 weight_scale are both corruption-like, but they affect different mechanisms and data flows." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache export may be part of a larger import regression, but the second issue is a broad post-upgrade import break. Not enough evidence they are the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different load failures; only a generic 'model loading' theme overlaps." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on newer torch and tensorboard/TensorFlow backend installation are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama head_dim validation and a Qwen3.5 rotary registration crash are unrelated model-specific issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale omission are different checkpoint-loading problems." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head_dim validation and stale config.dtype after from_config are separate configuration issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and mm_token_type_ids defaults are different model-specific logic bugs." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention sink handling and RTDetrLoss infeasible cost matrix are unrelated failures." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Quantization/offloading behavior and FP8 weight_scale application are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "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:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46399", + "issue:46846", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:44336|issue:46851", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45542|issue:45800", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:44246|issue:47217", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44623|issue:45397", + "issue:43525|issue:43881", + "issue:44186|issue:47000", + "issue:43479|issue:43525", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:44261|issue:44263", + "issue:43525|issue:43643", + "issue:43901|issue:44246", + "issue:45325|issue:46851", + "issue:43575|issue:47145", + "issue:45600|issue:45712", + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:46399|issue:46846", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "835948a0d236e3c72f98b780e1bc98bc7c973129c9bf498884ac887ec66c88f4", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, config bugs, tokenizer errors, loading/offload problems, docs, and CI cleanup. None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different failure modes and code paths: auto-docstring annotation handling vs a mistral_common import error in Gemma 4 processor loading." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family but different bugs: CPU-offload rotary embedding compatibility vs variable-length position_ids handling." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated: ANSI output handling in loading_report vs Qwen3.5 variable-length input behavior." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both quantization-related, but one is checkpoint saving and the other is dequantized model loading with device_map auto/offload." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Completely different models and failures: FlashAttention import/runtime issue vs long OCR input index error." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed, but one is OOM with Adafactor and the other is optimizer.step being called twice; not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different problems: missing TensorFlow backend dependency vs general torch/transformers incompatibility." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "No shared underlying issue: missing files on processor.save_pretrained vs a slowdown report after upgrading Transformers." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are incorrect model outputs, but for different models and causes; not the same code-path bug." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import performance issue vs VL image-placeholder handling bug; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different scope: packaging backend selection vs Python version compatibility regression." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file emission bug vs Gemma-4 zero3 from_pretrained issue; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading/config-related, but one is a missing pad_token_id attribute and the other is a GLM-4V loading failure; not enough to treat as one bug." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/NER crash vs RTDetrLoss infeasible cost matrix; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config defaults, but for different models and different missing-field behavior." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different regressions in different APIs: GenerationMixin chunked_prefill cache vs CLIPVisionModel hidden_states output." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration vs TensorFlow backend installation problem; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are model-specific issues, but one is an rms_norm_eps precision/config problem and the other is torch.split return-value handling; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but one is a model config attribute omission and the other is trust_remote_code AutoConfig returning incomplete objects; too different to merge." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs import performance issue; unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both touch position_ids, but they affect different Qwen models and distinct logic paths." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "OOM during tensor-parallel loading vs silent FP8 checkpoint scaling corruption; unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/maintenance-type reports, but they concern different files and different repository checks." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs ANSI code emission in loading_report; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-object lookup failure vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Same model family, but one is a kernel registration/decorator crash and the other is a tensor-parallel plan omission causing OOM/shape errors; different fixes." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a model class vs Python version compatibility; 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": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:36246", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43299", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43723", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "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:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47312", + "issue:47333" + ], + "soft_pairs": [ + "issue:45362|issue:47333", + "issue:44336|issue:44373", + "issue:44246|issue:44496", + "issue:43723|issue:44162", + "issue:42617|issue:43976", + "issue:44297|issue:45397", + "issue:47176|issue:47177", + "issue:46291|issue:46399", + "issue:45083|issue:46851", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:42491|issue:43299", + "issue:45003|issue:47217", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:44295|issue:45397", + "issue:45103|issue:46399", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:45561|issue:45563", + "issue:44336|issue:46424", + "issue:43550|issue:46506", + "issue:46614|issue:46665", + "issue:36246|issue:43596", + "issue:43540|issue:46655", + "issue:42915|issue:47312", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "6c4162b9b6f19e1c984b0b9cdd8e7d1a4fa9acedc982aa5f3edb53a9faaf653e", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35808, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports were grouped together by loose similarity. There is a small Qwen/kernels/model-loading subtheme, but none of the soft pairs look like the same underlying bug, and there are no PRs in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "If forced to pick a representative, issue:46399 is the most concrete and actionable bug report in the small kernels-related subtheme (Qwen3.5 + use_kernels registration crash). It is still not a true cluster-wide canonical, because the rest of the items are largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:46399 is the best single representative because it has a clear, reproducible code-path failure and is closer than the others to the few Qwen/kernels-adjacent reports. It is the least generic and most technically specific item here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Different failures: chat/template crash vs offloaded-model save failure." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "One is an ANSI formatting issue; the other is a docstring problem." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized-model config are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 model breakage; different code paths." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to the Python-version compatibility report." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch and gemma-4 zero3 issues are distinct bugs." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security issues, but one is shell-operator bypass and the other is archive slip RCE." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but they are different failures in different entry points." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3-related, but one is a helper-length bug and the other is variable-length position_ids behavior." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM padding calculation and missing vision backend are separate processor issues." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernels registration crash is not the same bug as variable-length position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Different model families and different loading/version breakages." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to image-placeholder-in-user-text failures." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different symptoms: dtype mismatch vs output-field misassignment." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Image processor label reduction bug is unrelated to sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError and empty-list chat-template crash are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access and zero3 from_pretrained are not the same issue." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crash with future annotations is unrelated to kernels registration." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and eos_token_id mismatch are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux handling and position_ids variable-length behavior are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Sys.modules safety bug and TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race on captured_info.txt is unrelated to a stale generation warning." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI output formatting and cache max length semantics are different concerns." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure and CPU/CUDA result divergence are distinct issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and inconsistent from_pretrained behavior are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2_5_VLImageProcessor is unrelated to Deepspeed zero3 BertModel indexing." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and kernels 0.16 incompatibility are different regressions." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss and D-FINE auxiliary-loss behavior are model-specific and 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": 47, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "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:45588", + "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:44779|issue:45292", + "issue:41950|issue:44220", + "issue:44479|issue:46655", + "issue:46726|issue:47217", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45375|issue:45759", + "issue:36246|issue:44351", + "issue:36246|issue:42757", + "issue:42886|issue:46132", + "issue:45292|issue:45701", + "issue:43295|issue:45292", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:43352|issue:45250", + "issue:44466|issue:45335", + "issue:44162|issue:45200", + "issue:44451|issue:46752", + "issue:46170|issue:47321", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:44877|issue:45375", + "issue:43475|issue:46369", + "issue:45003|issue:45561", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:44995|issue:45588", + "issue:44038|issue:46506", + "issue:44623|issue:46726" + ], + "prepared_review_unit_hash": "1032b772b4a6db4770990958dead96df807cafaf1e375414fe4ef07eb3e0d7af", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35692, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: most items are distinct regressions/import/config issues that only share broad model/version surface area. I found no soft-edge pair that is clearly the same underlying bug or change. The best anchor issue is the broad v5.3.0 video-input regression affecting multiple Qwen VL variants.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44479 is the strongest cluster anchor because it describes a concrete, versioned regression with multiple affected model families and a shared video-input failure mode, which is more representative than the narrower import/config/tokenization issues around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best standalone issue for triage: it is broad, specific, and clearly states the affected surface and regression scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both are v5-era regressions, but one is a DeepSeek tokenizer behavior change and the other is resize_token_embeddings not updating output embeddings; different code paths and symptoms." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "One is a video-classification pipeline choosing image processors; the other is an audio feature extraction problem. Same general pipeline area only, not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the affected models and failure modes differ: Qwen VL video-input regression versus SmolVLM padding calculation error." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor backend-missing import/recognition behavior is unrelated to VL models failing when image placeholders appear in user text." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention distributed training, but one is Qwen3 MOE weight conversion under accelerate+deepspeed and the other is a ZeRO3 deque IndexError; not the same defect." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a missing vision config field dropped by strict serialization and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "These are separate import errors for different symbols: Qwen2_5_VLImageProcessor versus HybridCache." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; no shared code-path bug is evident." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading for tokenizers is unrelated to AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings/output embedding behavior is unrelated to tokenization differences across versions." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor.tokenizer/image-passing regression is different from output_embeddings not tracking resized embeddings." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to slower filtering after upgrading transformers." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific unsupported Flash Attention 2.0 error; the other is just the generic Flash Attention 2.0 topic without the same concrete failure." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embedding/weight plumbing, but one is tied-weight serialization and the other is resize_token_embeddings not affecting decoder.embed_tokens." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are different model-specific issues." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Loading a specific model from the hub and apply_chat_template on an empty list are unrelated failures." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows/ROCm torch.distributed import issues are unrelated to an AMD quark class update problem." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma 4 text-only fine-tuning defaults." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init being disallowed." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are separate config compatibility bugs." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a missing output attribute and the other is a memory overflow; different underlying problems." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the pytest-xdist captured_info.txt race." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model failing in v5.1.0 is unrelated to protobuf exception masking tokenizer errors." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression in Qwen VL models is unrelated to Windows ROCm import/type errors." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug in transformers 5.0 is unrelated to CPU/CUDA result differences in PPDocLayoutV3." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files from processor.save_pretrained and unrecognized image processor when a vision backend is absent are different processor lifecycle 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": 48, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "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:43994", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:46858", + "issue:47020", + "issue:47068", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:45685|issue:46431", + "issue:29870|issue:30333", + "issue:44877|issue:46170", + "issue:44242|issue:44857", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:42199|issue:46851", + "issue:43065|issue:43408", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:43906|issue:46202", + "issue:44188|issue:46202", + "issue:44361|issue:44749", + "issue:45987|issue:46082", + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:46752|issue:47020", + "issue:45103|issue:46858", + "issue:44483|issue:46202", + "issue:43994|issue:46726", + "issue:45593|issue:47068" + ], + "prepared_review_unit_hash": "17af3efcc080e5389ead5bd18ae9fdc3db5d6c4cecfad2ac3e34a0f2774a24d5", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35614, + "estimated_input_tokens": 8904, + "estimated_eval_tokens": 18064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of unrelated bug reports across tokenizers, generation, config loading, vision models, and distributed training. None of the soft pairs look like the same underlying bug or a mergeable PR-level duplicate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43906 is the most actionable standalone report because it is explicitly framed as an isolated reproduction, but it is not a canonical duplicate target for the rest of this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int error in MoE is unrelated to a chat-template processor missing a chat template." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generation UnboundLocalError and MLflow job-state reporting are different subsystems and failure modes." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to Windows/ROCm torch.distributed import issues." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash are different code paths and bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained failure is unrelated to Deepspeed optimizer stepping twice." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM 3 video output is not the same as Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same bug as flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model issues." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model save failure and kernel version incompatibility are not the same underlying problem." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and DeepSeek accuracy regression after upgrade are distinct regressions." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR-derived cardinality logic and Qwen3.5 variable-length position_ids are unrelated model-specific bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to sam3_video/sam3_tracker config-type mismatch." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch dropping are different issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as a Qwen3.5 tied-embeddings warning." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is too generic to match a Gemma pipeline roundtrip failure on \u2581; no concrete shared code path is evident." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma tokenizer/pipeline roundtrip behavior." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLLukeTokenizer AttributeError and Transformers slowdown after upgrade are different bugs." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are separate config/cache issues." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Two warning reports with different triggers and semantics; not the same bug." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change and FP8 weight_scale loading corruption are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat-template IndexError and XLMRobertaTokenizer Unigram init type mismatch are different tokenizer bugs." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation parsing crash and static-cache slice arithmetic on non-CUDA backends are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip failures." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsense outputs and missing vision-backend processor errors are different auto-model/processor issues." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss omission and Deepspeed loss host sync are different training 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": 49, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44661", + "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:46421", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:44188|issue:46421", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:44623|issue:45656", + "issue:44964|issue:45137", + "issue:39692|issue:46726", + "issue:43784|issue:46399", + "issue:44373|issue:46851", + "issue:46463|issue:46877", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:43723|issue:46326", + "issue:45561|issue:47217", + "issue:45230|issue:45397", + "issue:44188|issue:46851", + "issue:44869|issue:45356", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:43232|issue:43673", + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:36010|issue:41628", + "issue:44661|issue:47059" + ], + "prepared_review_unit_hash": "0857abe9d79af1432ef1b427f0595ae87d11d5d1e041824ed940eed91f29aa29", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36174, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct Transformers issues covering unrelated import errors, model-specific regressions, tokenizer/processor bugs, and generation/performance problems. I would not merge any of the soft-edge pairs; they do not appear to be the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the most umbrella-like report in the set: a broad Transformers 5.0.0 regression around custom model initialization. It best serves as the representative issue for the general v5-breaking-change theme, even though most other items are narrower and unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best global representative because it is broad, clearly framed, and plausibly overlaps with multiple v5 regression reports without being tied to one model family or one local code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both are generation/compile-adjacent, but one is an attention-kernel branching bug and the other is cache lazy-init causing recompilation; different defects and fix paths." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and a data filtering slowdown are unrelated symptoms with no shared code path." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "One reports a performance regression after upgrade; the other says optimizer.step is called twice under DeepSpeed. Same broad area, different bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files; not the same concrete issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and mask generation last-batch dropping are entirely different model/pipeline bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A broad v5 custom-init regression and an ESM2-specific breakage are not the same underlying defect." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Missing Sam3 vision-encoder attribute and a TimesFM window_size AttributeError are unrelated model-specific issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing attribute on a vision encoder output; the other is missing fields in AutoConfig with trust_remote_code. Similar symptom class, different code paths." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained output files and DeepSpeed double optimizer stepping are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque underflow do not share a bug source." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors versus AutoProcessor backend-missing behavior are different problems." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 kernel-registration crash are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a runtime variable-length position_ids bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 validation error messaging and auto_docstring printing diagnostics at import time are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers loading hangs are different failure modes." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading issues in v5 and mistral_common continue_final_message handling are different tokenizer bugs." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist race in testing utils and VL model image-placeholder handling are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus gemma-4 zero3 from_pretrained failure; no evidence of same defect." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel branching on torch.compile and Qwen3.5 variable-length position_ids are different generation/attention problems." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi tokenizer regression are separate tokenizer/decoding issues." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-internal v5 reports, but one is sync_gpus/update_model_kwargs and the other is chunked_prefill cache initialization; not the same code-path bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "The config field silently dropped by @strict may explain a model issue, but the titles do not identify the same concrete failure as the later from_pretrained error." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor export and a nonexistent image_utils import are related by theme only, not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a generic from_pretrained error and the other is a missing config field being dropped; insufficient evidence of identical root cause." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are unrelated import errors." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "A model-addition mapping bug and a huggingface_hub CLI completion attribute error are different subsystems 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": 50, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "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:44186", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "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:45812", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:42371|issue:45092", + "issue:45081|issue:45103", + "issue:43278|issue:45137", + "issue:45406|issue:46202", + "issue:44857|issue:46877", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:42175|issue:44933", + "issue:44222|issue:45310", + "issue:44945|issue:45753", + "issue:45561|issue:47059", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:42898|issue:44568", + "issue:42831|issue:44222", + "issue:43784|issue:43824", + "issue:42175|issue:45712", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085", + "issue:42898|issue:45812", + "issue:42673|issue:43704", + "issue:44186|issue:47085" + ], + "prepared_review_unit_hash": "e780b27ce95452cdced56e5aa422b17a84ca8459690407d295c3e1f4880712a8", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only clear duplicate in this cluster is the Qwen3ForCausalLM VRAM leak report pair. Most other soft matches are broad subsystem similarities, not the same concrete bug; the Qwen MoE loading reports are related but too different to merge confidently.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, better-discussed report of the exact Qwen3ForCausalLM VRAM leak and already has the matching duplicate issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest global issue candidate: it is a clear, specific bug report with an exact duplicate and enough discussion to serve as the representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both mention generation problems, but the reported failures are different: offloading/quantization versus pipeline parallelism." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings and old InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different crash sites: Mistral tokenizer regex handling versus auto_docstring annotation parsing." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and a DeepSpeed ZeRO3 deque underflow are unrelated bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma, but one is a processor attribute crash and the other is a tokenizer roundtrip issue." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP loss crash and import-time docstring logging are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both touch Gemma pipelines, but they describe different failing paths and symptoms." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and docstring diagnostics are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync logic and a janus image-generation test failure are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "These are related Qwen MoE loading failures, but one is Qwen3-VL-Moe on Transformers 5.0 and the other is Qwen3.5 MoE on transformers>=5.4.0; not enough evidence they are the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different regressions." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend packaging and a missing image_utils import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE loading error are different concrete bugs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and a specific-image infinite loop are different failures." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist race and a huggingface_hub CLI compatibility break are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and an OOM in deepspeed/adafactor are different issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A PEFT version pin bump and import-time diagnostics are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3_5 cache-reset behavior and a host-synchronization loss issue are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenization behaviors." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both involve FP8, but one is an accuracy issue and the other is MoE save_pretrained behavior." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different missing symbols." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend packaging and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing import are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config loading and a test-file race are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hangs and embedding reinitialization are different bugs." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression and tokenizer thread-safety are different bugs." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline Mistral regex patching and tokenizer thread-safety are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different operations and model families." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak report, with 42673 as the earlier and more discussed instance." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash and tokenizer thread-safety are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice for issue:42673 / issue:43704 is well grounded: the titles are identical and 42673 is earlier with more discussion. However, the soft-edge verdict on issue:44038 vs issue:45310 is too strong for the packet. The titles point to related Qwen MoE model-loading failures, but they are not clearly the same bug: one is Qwen3-VL-Moe on Transformers 5.0 and the other is Qwen3.5 MoE from_pretrained on transformers>=5.4.0. That looks similar, but not enough to confidently accept as duplicate/same issue from the provided evidence. The other rejections are conservative enough." + }, + "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": 51, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "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:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:45600|issue:47059", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:44016|issue:46231", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:42673|issue:47085", + "issue:42898|issue:43295", + "issue:30333|issue:36331", + "issue:43479|issue:44869", + "issue:42898|issue:44448", + "issue:46077|issue:46123", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42796|issue:43723", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:44222|issue:44297", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "f64e5b0d62efa82dccf73c2d5d98e3fcc0520f30a65b0e113e4d9e55ae1cdd25", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35685, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broad and mostly heterogeneous, with only loose surface similarity around Transformers v5 regressions, tokenizers, and model loading. None of the soft-edge pairs look like the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43723 is the broadest and most actionable representative of the tokenizer/loading regression subset in this cluster, especially the v5-related failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best single issue anchor for triage because it targets a general AutoTokenizer/v5 loading problem that is closer to several nearby regressions than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different failure modes: config initialization vs output field mix-up." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "One is processor save_pretrained file omission; the other is a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation examples, but they are different examples with different concrete errors." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is loading failure and the other is add_special_tokens behavior for a specific model." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 variants and different bugs: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings config cleanup is unrelated to a CLI completion API break in huggingface_hub." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a Llama model-loading regression." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention model support and MLflow failure handling are different subsystems and bugs." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are not the same underlying issue." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug and ModelOutput key assignment bug are distinct code paths." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they describe different model behavior changes and likely different fixes." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in dataloader threads and tokenizer thread-safety regression are different concurrency problems." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "General clean_up_tokenization_spaces change and processor.tokenizer/images regression are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting and CustomTrainer compute_loss signature mismatch are unrelated training issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults are unrelated to Whisper timestamp decoding on trailing replacement characters." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different output changes for different models; not a single concrete code-path problem." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and partial-batch pipeline bookkeeping are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are separate dependency/import failures." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer read error and deepspeed double optimizer step are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose model files and Gemma 4 mm_token_type_ids defaults are different model-specific issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch API and remote-code meta-init incompatibility are both multimodal, but not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash and auto-docstring future-annotations crash are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling and tokenizer loading in v5 are different failures." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args bug is not a documentation parameter-name typo." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification output bug and local dataset loading failure are separate example-script issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer_class metadata mismatch are different save_pretrained paths." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy class cleanup are unrelated repository maintenance 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": 52, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "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:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:46209|issue:46431", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:44933|issue:45712", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:41628|issue:42757", + "issue:43232|issue:47276", + "issue:43504|issue:47059", + "issue:46614|issue:46932", + "issue:45071|issue:46082", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:44222|issue:44484", + "issue:30990|issue:38175", + "issue:44295|issue:44623", + "issue:44360|issue:46762", + "issue:44263|issue:45092", + "issue:44327|issue:47059", + "issue:46369|issue:46909", + "issue:43232|issue:46424", + "issue:44263|issue:44373", + "issue:44190|issue:46082", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "7487eefe51f7b48a554cf9899631dec28f8fcfb8be47754a18ea6a6771947b0f", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36293, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers v5 regressions around loading, saving, config validation, and model-specific behavior. None of the soft pairs look like the same underlying bug or change, and there are no PRs here.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the broadest representative of the loading-regression theme, but the cluster is too mixed for a true dedup canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8/B200 inference failure vs processor chat-template absence; different code paths and symptoms." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output drift vs AttentionInterface.register behavior change; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "tokenizer_class metadata mismatch vs DeepSpeed optimizer stepping twice; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files; different failures." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "multimodal config defaults vs junk non-persistent buffers; distinct issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained bug vs processor save_pretrained file omission; not duplicates." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "category-count runtime limit vs AttentionInterface.register semantics; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "missing image_utils import vs leftover dummy classes leaking into dir(transformers); different fixes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "docstring error for position_ids vs GLM-5 RoPE implementation bug; not the same underlying problem." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; different models and failures." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "tokenization output change across versions vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading issue vs Qwen3.5 flash-attention generation issue; separate problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "different missing-import symbols from different packages; both are import errors but not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "generation kwargs update after sync_gpus vs warning-message wording; distinct issues." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT legacy-field loading bug vs CLI test failure on HFCliTyperGroup; unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "stale phonemizer backend state vs Gemma4 quantized-embedder dtype casting; different subsystems." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking breakage vs LlamaConfig head_dim validation; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "generation bookkeeping after sync_gpus vs Kosmos2.5 OCR index error; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "missing SAM3 vision encoder attribute vs MoonshineStreaming window off-by-one; different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 model save bug vs save_pretrained shard-size default question; not duplicates." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall vs zero probabilities for siglip2-base; unrelated model issues." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error vs processor save_pretrained missing files; different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU concern vs Minimax attention numerical differences; not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value issue vs remote-code meta-init incompatibility; unrelated." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "decode_spans top_k bounds error vs CLI completion attribute regression; different areas." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 litetext memory overflow vs broken DIA documentation example; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "generation sync_gpus bookkeeping vs cache max_length behavior; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split/indexer issue vs wrong position_ids docstring; one is runtime behavior, the other documentation." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "local dataset loading script failure vs LlamaConfig head_dim rejection; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "saving dequantized Ministrals/Devstrals vs sinq quantized save/load corruption; different serialization 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": 53, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:43986|issue:46726", + "issue:22355|issue:27957", + "issue:43408|issue:46402", + "issue:46305|issue:46655", + "issue:45381|issue:46305", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:44263|issue:44360", + "issue:44483|issue:45406", + "issue:22355|issue:28218", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:44188|issue:44373", + "issue:43784|issue:45600", + "issue:42796|issue:43122", + "issue:39401|issue:44568", + "issue:43576|issue:43784", + "issue:43986|issue:47217", + "issue:43644|issue:46305", + "issue:42831|issue:45753", + "issue:43756|issue:44060", + "issue:43408|issue:46369", + "issue:42886|issue:43066", + "issue:43540|issue:46909", + "issue:45381|issue:46909", + "issue:42886|issue:42994" + ], + "prepared_review_unit_hash": "d5be645108d01bdab29aa085ce3cdc089e40b1b7eb6be1616bd7ddc663e86032", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36442, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No clear duplicate cluster emerges here: the soft pairs mostly share only broad subsystem labels (tokenizers, multimodal loading, sam3, DSA, etc.) but describe different concrete failures. I would reject all soft edges and avoid picking a single canonical issue/PR for the set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model-loading behavior, but one is remote-code/meta-init incompatibility and the other is incorrect visual encoder keys on save_pretrained; different bugs and code paths." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaint vs a SequenceFeatureExtractor.pad performance issue; no shared failure mode." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision backends in AutoProcessor, but one is a crash for video models without torchvision and the other is an unrecognized-image-processor error; not the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Importing transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same sam3 family, but one is a model-type warning and the other is missing text encoder weights; different problems." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are off-by-one style issues in different video/streaming components and different models; insufficient evidence of one underlying bug." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and different position/padding logic; only a broad video-processing similarity." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/models with no shared root cause shown." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both reference the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling and Gemma4Processor _tokenizer attribute crash are different code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and tokenizer extra-space behavior are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model-loading failure and huggingface_hub CLI completion regression are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue does not match Qwen3-VL-Moe loading bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A layernorm epsilon precision mismatch is not the same as remote-code checkpoint meta-initialization incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training degeneration with flash_attention_3 and NaNs after checkout/init are different failure modes." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile kernel branching bug and docstring typo are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers differs from stale auto_mappings references and CI breakage." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific BPE-marker handling bug and the other is a broad version-to-version tokenization change; not enough to treat as the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI and import-time NameError are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both involve multimodal model input handling, but the former is missing torchvision during AutoProcessor loading and the latter is image-placeholder handling in user text; different bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and MoonshineStreaming mask off-by-one are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image bug do not share a concrete code path." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer count bug and tied-weights warning bug are separate model-definition issues." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both are sam3-related, but one is a warning mismatch and the other is memory overflow; different failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are distinct tokenizer problems." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug and a documentation example issue are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading and quantized model saving 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": 54, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "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:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:39379|issue:46172", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:43122|issue:46326", + "issue:44295|issue:44297", + "issue:43329|issue:47059", + "issue:39401|issue:44488", + "issue:44625|issue:44829", + "issue:42907|issue:44964", + "issue:39401|issue:44521", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42907|issue:44945", + "issue:43122|issue:44521", + "issue:22355|issue:29159", + "issue:44704|issue:45290", + "issue:42371|issue:44263", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:44360|issue:44485", + "issue:45216|issue:45478", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:46172|issue:46762" + ], + "prepared_review_unit_hash": "0df8eae8f07b6b699b9b30d79f29b2767e42b4af05c56bd94a94b0619f2535b7", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, with a few loose theme overlaps around import and tokenizer regressions, but no clear duplicate pairs. The best representative issue is the broad import-regression report.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest and most central issue in the set, capturing the shared import-regression theme more clearly than the narrower model- or tokenizer-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best overall representative because it is recent, broad, and plausibly umbrellas several neighboring import-failure reports without overcommitting to a specific model or API path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different multimodal code paths: mllama mask handling vs DeepSeek-V4 tensor transpose logic." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade-related import breakage; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "XLM-RoBERTa Flash Attention 2 support and Sentence Transformers loading hang are unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a MacOS bus error are different symptoms with no clear shared code-path." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both concern tokenization, but one is a version-to-version tokenization change and the other is a continue_final_message bug for mistral_common tokenizers." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer and tokenizer_class mismatch in saved config are separate save/load issues." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined variables in multimodal token counting and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset mapping is a tokenizer alignment bug; loading cjvt/sleng-bert is a model-loading issue." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated model/config bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal are different model-specific failures." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset mappings and zero assistant masks are different tokenizer/template defects." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import problems, but one is a missing AutoImageProcessor symbol and the other is a broad post-upgrade import regression; not the same concrete bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES handling and AutoProcessor kwargs forwarding are distinct code paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure and incorrect pipeline-parallel output are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "General tokenizer output differences and multimodal assistant-mask generation are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file argument forwarding and chat-template crashes with tool calls are different API paths." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value bug in a DSA indexer are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3 video-related, but one is a model-type warning and the other is a missing attribute on an encoder output; 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too little evidence they are the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification output and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different failure descriptions; not enough to treat as one duplicate." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading and FP8 MoE save_pretrained are different features and failure modes." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-V4 tensor-transpose logic and Minimax attention numerical mismatch are different numerical 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": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "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:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43976", + "issue:44075", + "issue:44188", + "issue:44351", + "issue:44483", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "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:46909", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43278|issue:44945", + "issue:39401|issue:46614", + "issue:39379|issue:43232", + "issue:42222|issue:47312", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43493|issue:45753", + "issue:44995|issue:46697", + "issue:44188|issue:46328", + "issue:28348|issue:46640", + "issue:46231|issue:46877", + "issue:43976|issue:45446", + "issue:44483|issue:47217", + "issue:42673|issue:45072", + "issue:42898|issue:46614", + "issue:45357|issue:45478", + "issue:43611|issue:46002", + "issue:44625|issue:46002", + "issue:38617|issue:45278", + "issue:44075|issue:44936", + "issue:43066|issue:44779", + "issue:45083|issue:45446", + "issue:44610|issue:46909" + ], + "prepared_review_unit_hash": "675ed2c65e8c0de25781bb8e2186be46d586889c781c6003a51f6ac5ec886c01", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34081, + "estimated_input_tokens": 8521, + "estimated_eval_tokens": 17298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated issues rather than a duplicate set. 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+ "reason": "VitPose loading breakage and RTDetrLoss infeasible cost matrix are unrelated model failures." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask handling and Florence2 double-shift training loss are different bugs, only superficially similar as training 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": 57, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42831", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42617|issue:45341", + "issue:43937|issue:44977", + "issue:43408|issue:43742", + "issue:43450|issue:43986", + "issue:42222|issue:43441", + "issue:44263|issue:46762", + "issue:42222|issue:46752", + "issue:45071|issue:46512", + "issue:43208|issue:46894", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:44877|issue:46231", + "issue:45071|issue:47059", + "issue:44410|issue:45310", + "issue:45632|issue:46981", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44704|issue:47110", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:42371|issue:44261", + "issue:44075|issue:45656", + "issue:44261|issue:46762", + "issue:42371|issue:42831" + ], + "prepared_review_unit_hash": "be33d38c8e1fed29f2eea6fb5c6bd441b745f7f8efbe881f370ad02b71868014", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36052, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformers issues; no soft pair looks like the same underlying bug/change, so I would not collapse any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering multiple import failures after an upgrade, so it is the best anchor among these unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest standalone issue for triage because it is user-facing, upgrade-related, and spans multiple import regressions rather than a narrow one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Different problems: a failing training script versus a testing_utils bug; no shared code-path or fix." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both involve model generation, but one is a GenerationConfig validation error and the other is a flash-attention behavior issue for Qwen3.5." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated model/config issues: sam3_video vs sam3_tracker warning versus a MobileLLM config load key error." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is a batched video processor shape bug; the other is a crash when torchvision is missing. Different root causes." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and failures: vitpose model breakage versus Ministral-3 flash-attention failure." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different code paths: torch.split indexing behavior in GlmMoeDsaIndexer versus Minimax attention numerical mismatch." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "vitpose model breakage and empty chat-template handling are unrelated bugs." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both touch config, but one is type checking in PretrainedConfig and the other is stale dtype state after from_config." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different training bugs in different models; no evidence of the same underlying defect." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms (offset mapping vs incorrect tokenization output)." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One concerns flash_attention_3 causing degenerate training; the other is incorrect checkpoint saving for Qwen3.5." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config loading failure and a documentation parameter-name typo are not the same bug." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A core config type-checking regression is unrelated to a CLI compatibility break with huggingface_hub." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen area, but different concrete failures: missing projections versus from_pretrained model-loading error." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for local models and HTTP 429 retry behavior are separate fetch/cache issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both involve testing utilities, but one is a general bug and the other is a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing_utils bug versus an audio padding performance issue; no shared root cause." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Different API surfaces and failures: cached_file kwarg propagation versus special_tokens being a list instead of a mapping." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer-related, but one is an offset_mapping bug and the other is runtime post-processor update behavior." + }, + { + "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 regression versus a noisy logging message; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and unrecognized-model config loading failure are distinct issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol and a feature-extraction helper bug are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is request acceptance/validation and the other is streaming inference failure on Qwen3.5." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are upgrade regressions, but one is a model-load failure and the other is a broad import-error umbrella report." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior control and a missing rms_norm_eps precision bug are unrelated numerical issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer args ignored versus optimizer.step being called twice are different optimizer bugs." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they stem from different implementations and causes." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Different precision-related concerns: TF32 settings versus FineGrainedFP8 accuracy regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43957", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:44484|issue:45310", + "issue:43066|issue:43122", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43208|issue:46897", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:46752|issue:47116", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44117|issue:44987", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43957|issue:44351", + "issue:43531|issue:45341", + "issue:43097|issue:45588", + "issue:43582|issue:45341", + "issue:44261|issue:44485", + "issue:44038|issue:44230", + "issue:43986|issue:45341", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:45753|issue:46369", + "issue:44246|issue:46981", + "issue:45440|issue:46172" + ], + "prepared_review_unit_hash": "208c57134b883f97679d9efc04172dc99a0e320b19e13605bdf0ed7b929f07e1", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37244, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly false-positive similarity around unrelated Transformers issues. The only clear duplicate-looking item is the Qwen3.5 MoE from_pretrained regression (45310/45478); I\u2019d use 45310 as canonical because it is the earlier, clearer representative. No PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier of an exact duplicate-title pair with 45478 and clearly describes a concrete, reproducible Qwen3.5 MoE from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest overall issue representative in this set: it is specific, bug-oriented, and has an exact duplicate elsewhere in the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is about a removed config flag and the other about unexpected position-id keys; different bugs." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Max shard size question vs. Qwen3.5 MoE from_pretrained error; unrelated symptoms and code paths." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior changes, but one is a decoder-type issue and the other is a broader tokenization regression." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init validation and HTTP 429 retry behavior are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and failure modes: VL weight-shape mismatch vs. missing Qwen3next projections." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model families; missing projections in qwen3next is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer split semantics and GLM-5 RoPE implementation are separate model internals issues." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill regression vs. a testing_utils bug; no shared concrete code path." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training bugs and Florence2 double-shift loss bug are distinct model-specific failures." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings behavior and gguf_file/from_pretrained loading breakage are different regressions." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad Qwen3-VL area, but the concrete failures differ: one is a load shape mismatch, the other a Qwen3-VL-Moe bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention 2 support crash and FlashAttention 3 degenerate training are different problems." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch warning during compile, the other is incorrect dtype propagation when loading BLIP2." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-processor method vs. missing rms_norm_eps in MLA q_a_layernorm; unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-chat-template IndexError is not the same as a streaming pipeline regression." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but on different models and with different support/status issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer_MAPPING_NAMES returning None is a different failure from a specific model-loading regression." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "DSA torch.split behavior and deepseek-v4 comb transpose are unrelated code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:43957", + "right": "issue:44351", + "accept": false, + "reason": "Meta-device model loading issues and missing HybridCache import are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings behavior is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to testing_utils." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "LayerNorm epsilon precision issue vs. RoPE implementation bug; different model components." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "A Qwen3-VL-Moe runtime bug and an fp8 support request are not the same underlying issue." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor without torchvision crash and ReasoningEffort import error are separate processor-loading problems." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Slow import and repeated 429 retries are both performance-related, but they are different mechanisms and code paths." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the deepseek-v4 comb transpose bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite loop on an image and SAM3 LiteText memory overflow are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed tie_embeddings behavior and quantized save/load corruption are different regression classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43906", + "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:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45712", + "issue:45753", + "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" + ], + "soft_pairs": [ + "issue:43097|issue:43873", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:43673|issue:46123", + "issue:43012|issue:46821", + "issue:43874|issue:44263", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:46655|issue:46664", + "issue:43208|issue:43550", + "issue:44936|issue:46365", + "issue:46298|issue:46752", + "issue:43064|issue:44315", + "issue:46172|issue:46710", + "issue:43986|issue:44484", + "issue:42890|issue:46298", + "issue:44704|issue:45103", + "issue:38617|issue:44351", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:42907|issue:44655" + ], + "prepared_review_unit_hash": "e42ef0affa779d49b0bfa5171ddd12a3949b4ab12ac121a0e2c096335f1defea", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated transformer bugs; the soft links are mostly superficial similarity around imports, model families, or training/inference features. I would not merge any of the provided soft pairs.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the strongest standalone issue in the set: it has high discussion/inbound activity, is still open, and describes a concrete, impactful bug with clear reproduction around quantization/offloading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it appears well-developed, broadly relevant, and actionable compared with the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: one is a v5 API removal/compatibility complaint, the other is a quantization/offloading failure. No shared code path or fix." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is missing projections in a layer and the other is a config field being dropped. Different bugs and likely different files." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Unrelated tokenizer constructor error vs tokenizer-mapping lookup behavior. Same area of code, but not the same concrete defect." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug and a DiffusionGemma pipeline failure are separate issues with no clear common root cause." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both mention generation/pipeline behavior, but one is cache availability in chunked prefill and the other is final partial-batch handling in mask generation. Different code paths." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch precision warning and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-family issues, but one is a missing image-processor method and the other is a torch.split return-value problem in a different component." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different failure modes: one is a Transformers 5.0/Qwen3-VL-Moe bug, the other is missing layer projections in qwen3next." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, modules, and dependencies. Not the same underlying bug." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model family, but one is padding math and the other is num_frames semantics in the video processor. Related area, different defects." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are separate model-specific issues." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate after train and inability to import Trainer due to datasets are different failures with different causes." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message and an empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-stack problems: FSDP2/PEFT/optimizer-state corruption versus Liger Kernel not being applied with model_init." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A deepseek-v4 tensor operation issue and a broad accuracy regression after upgrade are not the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash and save_pretrained shard size behavior are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in tests and a noisy logging message have nothing in common beyond being maintenance issues." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are different subsystems and bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they expose different missing exports and likely different release-compatibility problems. Not mergeable as one fix." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making API requests and a missing embed_tokens weight in from_pretrained are unrelated loading issues." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "A model load regression for ScandiBERT and a streaming pipeline regression are distinct failures." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling ignored in GPT2 backends and chunked-prefill cache lazy init causing recompilation are separate runtime issues." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and a backend mapping error for tensorflow_text are unrelated compatibility problems." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Wrong optimizer state on distributed ranks and a streaming pipeline regression do not share the same code path or fix." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision warning versus compile-time SDPA failure; different symptoms and likely different fixes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite loop on one image are distinct model-specific bugs." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is a repo hygiene/dummy-object cleanup issue; right is logging noise. No overlap in underlying bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a reproduction of a different issue are not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model saving and pipeline save_pretrained behavior are both save-related, but they concern different object types 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": 60, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44734", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:43208|issue:43526", + "issue:45584|issue:46365", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:44734|issue:47116", + "issue:43827|issue:47116", + "issue:44077|issue:46365", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:36683|issue:43582", + "issue:43352|issue:44380", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:43097|issue:46298", + "issue:42175|issue:46365", + "issue:43012|issue:47276", + "issue:43756|issue:44485", + "issue:36010|issue:42757", + "issue:44222|issue:45478", + "issue:43064|issue:44380", + "issue:42890|issue:47059", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:44625|issue:46365", + "issue:45276|issue:46077" + ], + "prepared_review_unit_hash": "836fae356273cdc1733c4f2735d264ab7a89e30ce9f1a64a3de42ed73f427531", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues (imports, model/config bugs, backend regressions, warnings, docs, and packaging). None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a true duplicate anchor for the whole set; issue:43097 is the broadest v5-breaking-change report and the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43097 is the most generally framed, high-impact regression in the set; the others are narrower model-, backend-, or packaging-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction; different models and failure modes." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug vs Trainer import conflict with datasets; unrelated subsystems." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline() error-message regression vs Pipeline save_pretrained serialization; different problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "bfloat16 compile warning vs tie_word_embeddings warning during Qwen fine-tuning; unrelated warnings." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load vs max_shard_size default on save; load-path vs save-path issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for Nemotron vs Python version compatibility; not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation indexing in /v1/responses vs streaming pipeline regression; different serving paths." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() vs runtime streaming regression; docs issue is separate from code bug." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation vs Trainer import blocked by datasets; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 broken vs deepseek-v4 comb transpose bug; different models and code paths." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs AttentionInterface.register behavior change; distinct attention issues." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError; config bug vs platform/runtime bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron FlashAttention 2 unsupported vs GPT2 attention scaling ignored; both backend-related but not the same failure." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different packages/symbols; same symptom class, but not the same underlying issue." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug vs zero-loss classification bug; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed API without indication vs noisy logging message; unrelated severity and root cause." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Missing TensorFlow backend in torch install vs Trainer import conflict with datasets; different packaging problems." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "bfloat16 compile warning vs misleading synced_gpus warning in batching; unrelated warnings." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer drop vs GLM-5 RoPE implementation; both RoPE-related but clearly different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors for different symbols/modules; not the same missing-export regression." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained MoE bug vs Qwen3.5 MoE from_pretrained error; different stages and symptoms." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Wrong optimizer states with FSDP2+PEFT vs GPT2 attention scaling bug; unrelated code paths." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Flaky tests due to missing set_seed vs CLI failure from huggingface_hub API change; different causes." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs missing rms_norm_eps precision drift; different precision bugs." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API rejection vs batched processor crash; different endpoints and models." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIP attentions missing vs CLIPVision hidden_states missing; same family, but different outputs and regressions." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation vs local_files_only still making API requests; unrelated import vs networking bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize bug vs Gemma4 causal mask construction bug; same model family but different concrete failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44222", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45440", + "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:44655|issue:47321", + "issue:43299|issue:43867", + "issue:44655|issue:47332", + "issue:43618|issue:44380", + "issue:42994|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:44355|issue:46877", + "issue:46077|issue:46512", + "issue:43867|issue:45216", + "issue:44263|issue:45440", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:44355|issue:44855", + "issue:44908|issue:46851", + "issue:43010|issue:45278", + "issue:43867|issue:46202", + "issue:43992|issue:47317", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:29870|issue:33453", + "issue:43064|issue:44492", + "issue:44393|issue:47000", + "issue:44393|issue:47337", + "issue:44222|issue:45125", + "issue:36296|issue:43575", + "issue:43618|issue:44077" + ], + "prepared_review_unit_hash": "6867ec84c3726f0bb4b5f9dcc053640abc1fc88104a82589eabfb9ddbf4c6932", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36444, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These artifacts are mostly unrelated issue reports; the soft-similarity pairs do not look like true duplicates or the same fix. No PRs are present. The most representative issue is the active, high-activity Gemma3Config bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:36683 is the most central standalone report here: open, very high discussion activity, and a concrete, narrowly described runtime error (`Gemma3Config` missing `vocab_size`).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the best issue candidate because it is specific, actionable, and active; the rest are either narrower, closed, or clearly unrelated to one another.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Both mention framework/model issues, but one is about `save_pretrained` on Pipeline objects and the other is an AMD Quark class update bug; different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but they concern different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both involve saving, but one is generic Pipeline saving and the other is disk-offloaded Qwen3-VL saving; too different to merge." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different regressions: CLIP attentions assignment vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is a different bug from Pipeline `save_pretrained` failure." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different models and different config propagation issues (`num_labels` vs bidirectional attention masking)." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute errors, but on unrelated model classes and different missing fields." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "`vocab_size` missing on Gemma3Config is unrelated to patchtsmixer `post_init` handling." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility complaints, but they concern different versions and different breakages; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors and auto-docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Different config/state bugs: attention-mask construction vs stale `config.dtype` after `from_config`." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are model loading/saving regressions, but the titles point to different mechanisms and scopes; not enough to treat as the same issue." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "`torch.split()` behavior in one MoE indexer and DeepSeekV3 implementation divergence are distinct problems." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure and a CLI completion regression from `huggingface_hub` are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint-saving regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "A missing config attribute and a `special_tokens` type error are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config-related, but one is a missing `vocab_size` attribute and the other is `num_labels` propagation for Qwen3.5; different fixes." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generation `decoder_attention_mask` bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a Python 3.13 `@torch.jit.script` parsing issue are different import-time failures." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling and Qwen3.5 variable-length position IDs are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`@torch.no_grad` decoration for cache updates and broad import errors after upgrading Transformers are not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A generic state-dict-sorting load error and Gemma pipeline roundtrip failure are different code paths." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5 encoder weight loading and PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args being ignored is not the same as an import failure caused by `datasets`." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both mention loading, but they are different Qwen/UMT5 issues with different missing pieces." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generation error and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and RTDetrLoss infeasible cost matrix are both vision-related, but they are different failures in different models." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "A Qwen3-VL bounding-box issue and a flaky bbox-range test are not the same underlying defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 MoE save_pretrained failure and missing `_tp_plan` for tensor parallelism are different issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tensor-parallel OOM on Qwen2-57B are different problems; OOM alone does not imply the same defect." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression and patchtsmixer `post_init` policy 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": 62, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:44062", + "issue:44112", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46617", + "issue:46664", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:43010|issue:43976", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43010|issue:45850", + "issue:42548|issue:44351", + "issue:43618|issue:44977", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:43525|issue:47317", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:42898|issue:46664", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:45071|issue:47317", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45850|issue:47110", + "issue:43874|issue:46617", + "issue:30333|issue:33453", + "issue:30990|issue:31795", + "issue:41628|issue:42548", + "issue:43010|issue:43232" + ], + "prepared_review_unit_hash": "19b4a79c9d10b6f808cf9963f2239cb70c23477893dc2d7dd152cd262aa4fb5d", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36824, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy, but a small subset is about import/load regressions and transformer initialization behavior. Most pairs are not duplicates; only the import-time slowdown pair and the Qwen3.5 MoE loading/tensor-parallel pair look like the same underlying bug.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44246 is the broadest and most user-facing report in the import/load-slowdown slice of the cluster, and it best serves as the umbrella for the related import-time performance duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 most directly captures the shared symptom in the only clearly related subgroup; it is broader than the more fix-specific issue:41669 and better represents the cluster\u2019s import/load regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown problem in transformers; 41669 identifies a likely cause/fix (import *) while 44246 reports the user-facing symptom." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different bugs: cache update/no_grad behavior vs Python version compatibility." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different failures: sorted state_dict loading vs missing vision config field being dropped." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "One is a flaky SAM HQ test needing set_seed, the other is an xdist race in captured_info.txt." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: model load failure with sorted state_dict vs incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Unrelated import error for AutoModel/PyTorch vs tokenizer loading regression." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific no_grad/cache update request; the other is a broad claim about many models breaking." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and no shared concrete root cause is shown." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attentions vs Qwen3.5 flash-attention generation are different issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE loading/tensor-parallel initialization problem; one names the missing _tp_plan and the other reports from_pretrained failure." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "One is tensor-parallel planning, the other is a missing vision config field." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4Config pad_token_id error and PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different flaky test/CI problems in different models." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific issues: seed-related test flakiness vs model loading failure." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV cache continuation tensor indexing is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs video processor num_frames semantics are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading, but they describe different failure modes and likely different fixes." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration and dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different import/load failures: missing Qwen2_5_VL symbol vs loading from cache with trust_remote_code." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "Type-checking regression is unrelated to PPFormulaNet loss behavior." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Transformers env command breakage and AttentionInterface.register behavior change are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and performance slowdown after upgrade are not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad 'many models break' report and special_tokens keys AttributeError are too different to merge." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing get_number_of_image_patches is unrelated to cache FileNotFoundError." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward-doc confusion are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import-name errors, but they concern different missing exports and no shared concrete code-path is evident." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache bugs with different symptoms and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it correctly treats most pairs as unrelated and only elevates the two strongest import/load-related matches. The accepted soft edges are conservative and supported by the issue titles themselves, with no obvious overreach." + }, + "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": 63, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31795", + "issue:33357", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:42757", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44861", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:29870|issue:31795", + "issue:33357|issue:33453", + "issue:44038|issue:45125", + "issue:44355|issue:45071", + "issue:43502|issue:44961", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:44230|issue:46095", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:45362|issue:45850", + "issue:45375|issue:47110", + "issue:43525|issue:47110", + "issue:44485|issue:44961", + "issue:43673|issue:44492", + "issue:43352|issue:44961", + "issue:44315|issue:46209", + "issue:44961|issue:45468", + "issue:44273|issue:45542", + "issue:44077|issue:44861" + ], + "prepared_review_unit_hash": "a8616c4758afdc0fb749e856ac4bf11cf9bbfd1bb4e86c57414fa9c86638cff7", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36729, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs share only broad transformers vocabulary or superficial regression language, not the same underlying bug. None of the candidate links looks safe to merge as a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about saving pretrained weights while the other is about inference support; different failure modes and likely different fixes." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "One reports missing kwargs passthrough in RoFormer methods; the other is about the attention implementation not using the attention interface. Related area, but not the same bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor frame-count semantics vs missing-vision-backend image processor error are distinct issues in different components." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only causing network requests is unrelated to FP8 MoE save_pretrained behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 compatibility regressions, but one is Qwen3VL MoE loading and the other is reloading old checkpoints after upgrade; not the same code-path." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed jobs and a tensor parallel training bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a placeholder issue titled 'racoon' are clearly unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Generation-time UnboundLocalError in Bart evaluation vs documentation confusion about forward inputs are different kinds of issues." + }, + { + "left": "issue:33357", + "right": "issue:33453", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and tokenizer-loading regression are separate runtime failures." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3-VL Moe, but one is a generic bug report and the other is missing tensor-parallel plan metadata; not the same concrete defect." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage has no relation to the placeholder 'racoon' issue." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken transformers env command and missing Qwen2_5_VL import are different CLI vs import-path failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models vs a weight-conversion-script question are not the same bug or change." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "transformers env command breakage and CLI tests failing with a huggingface_hub API change are separate problems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and broken transformers env command are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward and an ImportError for layer_type_validation are different issues." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video missing fpn_position_embeddings and trust_remote_code cache FileNotFoundError are distinct model-loading failures." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache import and cache-loading FileNotFoundError are different import vs filesystem errors." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash and the broad '5.0 breaks too many models' complaint are not the same concrete bug." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing deepstack_visual_indexes in a config and special_tokens being a list instead of dict keys are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config missing pad_token_id and special_tokens list/dict handling are different attribute errors in separate code paths." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and the placeholder 'racoon' issue are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and a typo in cache strategies are not the same problem." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention 2 support error and the placeholder issue are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application with model_init and FP8 inference failure on B200 are different hardware/runtime issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and undefined tf backend due to tensorboard-only install are distinct initialization problems." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and _get_tied_weight_keys crashing on list are unrelated implementation 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": 64, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "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:45753", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43867|issue:47110", + "issue:44623|issue:45230", + "issue:45381|issue:46664", + "issue:44273|issue:45003", + "issue:44485|issue:46664", + "issue:41669|issue:43673", + "issue:44466|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44655|issue:44861", + "issue:43408|issue:44315", + "issue:44492|issue:45850", + "issue:41669|issue:46218", + "issue:44295|issue:45230", + "issue:44492|issue:46328", + "issue:43976|issue:44393", + "issue:44297|issue:45230", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:41669|issue:44351", + "issue:46018|issue:46172", + "issue:43976|issue:46218", + "issue:43298|issue:46095", + "issue:43976|issue:47176", + "issue:31795|issue:33453", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "c11e18acede65a8b2dba5b8db0239742e82642558514f907c26228996ac72eb9", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37882, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it spans unrelated import/lazy-loading regressions, config-field omissions, processor/video bugs, checkpoint/save-load issues, CLI breakages, and a security report. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the grouped items are too diverse and do not describe one shared bug or feature change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for this cluster for the same reason: the items split across multiple unrelated subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Different failure modes: sorted state_dict loading vs special_tokens parsing on a list." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files vs a generic bug report; no shared concrete code path." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are video-processor related, but one is vision_position_ids and the other is num_frames/padding semantics." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Import/lazy-loading performance vs unsafe sys.modules access; related area, different bug." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs SmolVLM video padding; unrelated model code." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star explosion vs chunked_prefill cache regression; same broad theme only." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Tied-weight serialization depends on device; checkpoint reload after upgrade is a different compatibility bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing pad_token_id in Llama4Config vs a vague report that v5 breaks many models." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx omission is a concrete config bug; the other issue is a broad summary complaint." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen vision models, but one is 2D box output errors and the other is an infinite-loop image case." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Bounding-box hallucination/output bug vs a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility and meta-init incompatibility are different version/model-specific problems." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings vs a typo in cache strategy docs/code." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage complaint vs a specific CLI incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import performance issue vs lazy-loading malfunction; related subsystem, not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs an AttributeError in _get_tied_weight_keys." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning during instantiation vs Liger Kernel not being applied in model_init." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a broad 'v5 breaks models' report." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star slowdowns vs failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading position_ids after buffer registration vs an unspecified generic bug report." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support regression vs a Qwen3-VL bounding-box output bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained vs a generic bug report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests vs inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; different components." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg handling vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression vs a small testing_utils bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env command breakage vs scheduler kwarg handling." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env breakage vs a shell-operator allowlist bypass security issue." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown vs missing HybridCache import; different root causes." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic vs a deepseek-v4 transpose/dtype bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version incompatibility vs import failure of a specific model class." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support vs a weight-conversion question." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python support regression vs a shell command substitution security bypass." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward vs a tokenizer-loading regression." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp math vs SmolVLM video padding calculation; different model 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": 65, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "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:45656", + "issue:45850", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:45230|issue:45656", + "issue:45468|issue:46894", + "issue:44360|issue:45468", + "issue:43976|issue:47177", + "issue:43576|issue:44273", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:31795|issue:34689", + "issue:44861|issue:47110", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:43576|issue:46218", + "issue:42913|issue:43066", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43606|issue:45468", + "issue:43502|issue:43519", + "issue:44861|issue:47059", + "issue:43519|issue:44623", + "issue:45850|issue:46218", + "issue:44263|issue:45468", + "issue:43704|issue:45341", + "issue:28348|issue:45250", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:45290", + "issue:44230|issue:44623", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:28348|issue:43352", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44230|issue:45310", + "issue:31515|issue:38617", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:43298|issue:44230", + "issue:31515|issue:31795" + ], + "prepared_review_unit_hash": "289aa7e28ede7c1d43d8e075b91e9bf4cfcc11793e354f7df0571196a0532d08", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 40921, + "estimated_input_tokens": 10231, + "estimated_eval_tokens": 20718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated issues that only share broad wording or subsystem overlap. I rejected every soft pair as a duplicate because none appear to describe the same concrete bug/change. If a single issue must be picked as an umbrella, 45250 is the closest because it is the broadest flash-attention topic, but it is not a true canonical duplicate target for the whole cluster.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45250 is the broadest topical umbrella in the set (Flash Attention 2.0), but the overall cluster is too mixed to have a true canonical duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45250 is the best representative only in a narrow flash-attention subset because its title is the most general; it is still not representative of the full cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs: Liger Kernel application with model_init vs degenerate training from flash_attention_3. Same broad area, not the same issue." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "Unrelated topics: GLM-5 RoPE implementation vs shell command allowlist bypass/RCE security issue." + }, + { + "left": "issue:45230", + "right": "issue:45656", + "accept": false, + "reason": "Generic bug report vs optimizer step being called twice with deepspeed. No concrete overlap." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different model/bug paths: Gemma-4 audio positional encoding vs CohereASR double-shift training-loss bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding. No shared underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python/version compatibility issue vs tar/zip-slip arbitrary file write to RCE. Completely different." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command vs lazy loading behavior. Different code paths and symptoms." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation bug vs GLM-5 RoPE implementation. Different models and failures." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation issue vs archive path traversal/RCE security bug. Not related." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure vs inverse_sqrt scheduler ignoring kwargs. Different subsystems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward inputs vs Llama 3.2 Vision model loading regression. Not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Both are attribute-related crashes, but one is tied-weight key handling and the other is special_tokens input shape. Different causes." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp computation in Qwen3VL processor vs scheduler kwargs handling. No overlap." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance discussion vs VRAM leak with multiple dataloader threads. Different changes." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "`transformers env` regression vs import failure for `Qwen3_5ForCausalLM`. Separate issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v4/v5, but one is a generic behavior difference and the other is a wrong decoder type. Not the same concrete bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both touch positional math, but GLM-5 RoPE and Gemma-4 audio positional encoding are different implementations and failures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded Qwen3 inference vs GLM-5 RoPE bug. Unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad complaint about version 5 breaking models vs archive path traversal/RCE. No meaningful match." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad regression complaint vs command substitution allowlist bypass. Different problems." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance issue vs VRAM leak in dataloader threads. Unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention 2.0 support request for NemotronHForCausalLM vs zip-slip RCE. Completely different." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in CI vs Gemma-4 audio positional encoding. Different bug areas." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only still making API calls vs Qwen3VL timestamp calculation. No shared underlying defect." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key crash vs CLI completion compatibility failure with huggingface_hub 1.22.0. Different root causes." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug vs missing files in `processor.save_pretrained(...)`. Different issues." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic '5.0 breaks models' complaint vs import error for `Qwen3_5ForCausalLM`. Not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45468", + "accept": false, + "reason": "FP8 inference support request for Qwen3-VL/Qwen3.5 MoE vs Gemma-4 audio positional encoding bug. Different models and features." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in dataloader threads vs a small testing_utils bug. No overlap." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic topic title. Too broad to treat as the same concrete change." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH vs missing `Qwen3_5ForCausalLM` import. Different problems." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules (`HybridCache` vs `Qwen3_5ForCausalLM`). Not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling crash vs chat-template tokenization crash with tool-call assistant messages. Different code paths." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model support request vs missing saved processor files. No concrete overlap." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder issue title. Not a duplicate." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Placeholder/unrelated issue title vs archive traversal/RCE security bug. No relation." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Placeholder/unrelated issue title vs command-substitution allowlist bypass. Different issues." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 support requests, but for different model classes and no evidence of the same concrete code-path problem." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated placeholder issue title. Not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment bug vs unrelated placeholder issue title. No overlap." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs Qwen3.5 MoE from_pretrained error under transformers>=5.4.0. Related model family, but different concrete failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs ImportError for `layer_type_validation`. Different subsystems." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder_attention_mask UnboundLocalError vs slow from_pretrained checkpoint loading. Unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting failure on training abort vs slow checkpoint loading. Different problems." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained loading vs tensor-parallel training bug. No shared bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support vs fp8 inference support for Qwen3-VL/Qwen3.5 MoE. Both are feature requests, not the same one." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow model loading vs documentation confusion about forward arguments. Different issue types and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 66, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-533", + "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": "d060d6efa04dc84d3ebf55f6253a97de7c60dade99b33fe9b3ee0279a19b4b25", + "component_budget": { + "node_count": 533, + "item_count": 533, + "soft_pair_count": 1964, + "serialized_chars": 1018552, + "estimated_input_tokens": 254638, + "estimated_eval_tokens": 509532 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8611, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates: they span unrelated models, configs, warnings, and typo/behavior bugs across different code paths. No pair looks like the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the set is heterogeneous and does not cluster around one bug or feature change.", + "canonical_pr_reason": "No pull requests are present.", + "best_issue_reason": "Issue 42936 is the strongest standalone report because it names a specific model, a concrete missing-use bug, and has the clearest actionable symptom.", + "best_pr_reason": "No pull requests are present.", + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different model families and different bugs: Mamba init-weights behavior vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint issue in ModernBERTConfig is not the same as a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is about a model-specific ignore_value parameter; the other is about kwargs not being forwarded to a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage are separate code paths and bugs." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling does not match a tokenizer warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These affect different architectures and distinct implementation layers." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former behavior bug is not the same as a quantization-attribute typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type annotation in config is unrelated to a typo in a quantization field name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation and fixing a config type hint are different defects." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS-norm implementation question for Llama4TextL2Norm is unrelated to a ModernBERT norm_eps type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERTConfig norm_eps typing do not describe 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": 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": "cac86e5bce768c272656a354c1b0666c7281c2bad37cb1cb977ef06d66c2dadf", + "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: token truncation behavior, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word time offsets. The cluster looks spurious; no duplicates to merge.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different areas and requests: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated functionality: truncation strategy option vs learning-rate scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different code paths and goals: scheduler adaptation vs extracting token/word offsets from audio model outputs." + } + ] + }, + "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": "123b400b83b96fcddc280b4b2633058af1b4c23ae9f3712be93748ff166c9663", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not a true duplicate set: one issue is about Tapas tokenization, and the other two are about model loading/download failures, but they point to different failure modes. Issue 16618 is the broadest representative of the loading-error side, while 15980 is specifically about private-model auth messaging.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 16618 is the most general representative of the cluster\u2019s model-loading problems; the other two are either unrelated (13244) or narrower/auth-specific (15980).", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the best issue to anchor the cluster because it captures the broader user-facing load failure theme, whereas 15980 is a specific login/error-message case and 13244 is a different tokenization problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different underlying bug from failing to load bert-base-uncased; they affect different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is about an unauthenticated private-model download and bad error messaging, while 16618 is a public-model load failure; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 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-19631-3", + "nodes": [ + "issue:19631", + "issue:20362", + "issue:22372" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362" + ], + "prepared_review_unit_hash": "d37841b74d599ded462731174b3434f6e1b58fa16d0709548690e4b1ea7a321d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate feature requests for different model additions (EDSR/MDSR, FlexiBERT, Restormer). They share only a generic \"Add \" shape, so there is no duplicate relationship here.", + "confidence": 0.97, + "canonical_issue_reason": "issue:19631 is the oldest and most discussed item, so it is the best cluster representative, but it is still a distinct request rather than a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:19631 is the strongest representative by age and discussion activity; however, all three issues should remain separate because they request different models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "Different model targets: EDSR/MDSR vs FlexiBERT. The similarity is only the generic request pattern, not the same underlying issue." + }, + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Different model targets: EDSR/MDSR vs Restormer. No shared code-path or concrete duplicate problem is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-26350-15", + "nodes": [ + "issue:26350", + "issue:27088", + "issue:28936", + "issue:30191", + "issue:30240", + "issue:33260", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299", + "issue:47402" + ], + "soft_pairs": [ + "issue:26350|issue:33260", + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:47402", + "issue:27088|issue:43834", + "issue:27088|issue:30191", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:30191|issue:30240", + "issue:28936|issue:30191", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:47402", + "issue:30240|issue:43834", + "issue:30240|issue:47299", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:47402", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47402", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:47402", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44370|issue:47402", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:46222|issue:47402", + "issue:43834|issue:46222", + "issue:46226|issue:47402", + "issue:46226|issue:46931", + "issue:44370|issue:46931", + "issue:44365|issue:46931", + "issue:43834|issue:46931", + "issue:46931|issue:47402", + "issue:47299|issue:47402", + "issue:46226|issue:47299" + ], + "prepared_review_unit_hash": "bcc7d539f32b36453c8b5b015d51b06f1183f2fbe4908db89edce127392aa048", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 26216, + "estimated_input_tokens": 6554, + "estimated_eval_tokens": 13364 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 26216, + "estimated_input_tokens": 6554, + "estimated_eval_tokens": 13364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster mixes one unrelated feature request pair (Flash Attention vs GGUF) with many separate docs-translation issues for different languages. The i18n items are superficially similar, but they are not the same underlying change, so none of the soft edges should be merged.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43834 is the cleanest generic i18n template and the most central representative of the translation-request subgroup, but the overall set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the closest thing to a hub among the translation issues, but it still represents a distinct language-specific request rather than a mergeable duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Flash Attention support and GGUF support are different feature requests in different code paths." + }, + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are docs translation requests, but for separate language targets; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Both are docs translation requests, but for separate language targets; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:47402", + "accept": false, + "reason": "Both are translation-template issues, but they appear to be distinct language-specific requests." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same translation template, but the issues are language-specific and not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:30191", + "accept": false, + "reason": "Turkish docs translation and Persian docs translation are separate language requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation and the generic translation template are not the same concrete request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish docs translations are separate language issues." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target languages; these are separate translation requests, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Spanish and Polish docs translations are distinct language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian docs translations are distinct language-specific issues." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Persian and Polish translation issues are separate language requests." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Spanish and Persian translation issues are separate language requests." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Polish translation and the generic template are not the same concrete translation task." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Polish translation and the generic template are not the same concrete translation task." + }, + { + "left": "issue:30240", + "right": "issue:47402", + "accept": false, + "reason": "Polish translation and the generic template are not the same concrete translation task." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Polish translation and the generic template are not the same concrete translation task." + }, + { + "left": "issue:30240", + "right": "issue:47299", + "accept": false, + "reason": "Polish docs translation and the Thai/branded translation-like issue are not the same request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation and the generic template are not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation and the generic template are not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:47402", + "accept": false, + "reason": "Romanian translation and the generic template are not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation and the generic template are not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian translation and the Thai/branded translation-like issue are not the same request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-like translation issues, but they do not identify the same language or change." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Both are template-like translation issues, but they do not identify the same language or change." + }, + { + "left": "issue:43834", + "right": "issue:47402", + "accept": false, + "reason": "Both are template-like translation issues, but they do not identify the same language or change." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Template-like translation issue versus a different translation-like request; not the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "These look like separate translation/request artifacts, not one mergeable issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-template issues, but they are not the same language-specific request." + }, + { + "left": "issue:44365", + "right": "issue:47402", + "accept": false, + "reason": "Both are translation-template issues, but they are not the same language-specific request." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Template-like translation issue versus a different translation-like request; not the same underlying task." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "These appear to be separate translation/request artifacts, not duplicates." + }, + { + "left": "issue:44370", + "right": "issue:47402", + "accept": false, + "reason": "Both are translation-template issues, but they are not the same language-specific request." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Template-like translation issue versus a different translation-like request; not the same underlying task." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "These appear to be separate translation/request artifacts, not duplicates." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:46222", + "right": "issue:47402", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:46226", + "right": "issue:47402", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:46931", + "right": "issue:47402", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + }, + { + "left": "issue:47299", + "right": "issue:47402", + "accept": false, + "reason": "Both are translation-like issues, but they do not point to the same concrete language request." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "These are different translation-like requests with different text/targets, so not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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", + 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The titles are superficially similar, but they do not describe the same underlying change, so there is no good 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:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint matcher requests, but RoMa and LoMa are different models/changes." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different domains: keypoint matching vs a MiniCPM3 model architecture request." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "A config update for EuroBert is not the same as adding RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config work is unrelated to Xiaomi MiMo support." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different model requests: RF-DETR vs LFM2.5 Audio 1.5B." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Object detection model support and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are separate model support requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support is unrelated to the OpenAI weight-sparse transformer request." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different architectures and tasks." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT and LLMDet are distinct model additions, not one bug/change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture work are different model integrations." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet and Qwen3-ASR are unrelated model support requests." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are different tasks and code paths." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet support and ModernVBERT models are not the same underlying change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the OpenAI sparse transformer request do not describe the same change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are unrelated model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are distinct model support requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT model support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are not the same feature." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and generic BERT-like RoPE support are related only broadly, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support is unrelated to Xiaomi MiMo." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and a personal-name issue are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo and SAM3-LiteText are different model support requests." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet support and Xiaomi MiMo are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "Xiaomi MiMo and Qwen3-TTS are different model families." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and Xiaomi MiMo are not the same underlying request." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and separate support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model support tasks." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are not the same code-path problem." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio models." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR model support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink options are different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture work and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS have no shared underlying bug/change." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are separate model support requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different Meta/DeepMind model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo and a name-only issue are clearly not the same change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and a name-only issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a name-only 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": 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": "5e041c3e70b2184d9600b1e23c70090aaa65e0f482c96f82f2b0bedb26217907", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate or same-underlying-change relationship is evident.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: documentation/framework listing vs a Vision RoPE code refactor. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "b3ab2f23bfbf83089200bdd35408b71073ef6a3eb73fbe7fdb47e02fb045dac1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests Set Block Decoding, the other asks for DeepSeek v3.2 support. They describe different feature areas and different underlying work.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits this cluster because the issues are about different requests and do not share the same underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: the titles and implied scopes are unrelated; block decoding behavior is a codec/runtime feature request, while DeepSeek v3.2 support is model compatibility work." + } + ] + }, + "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": "5f3b891ba5f8b465396304c3e6ee07c0dfc862e72ef572ef41a97e1912661d71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature requests in the same general 'Tiled' area, but they target different components and changes: one is about a from_pretrained() flag for TiledFusedLogitsLoss/FLCE, the other is about integrating TiledMLP for lower memory use.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped API request and is the better anchor for this cluster; 41826 is a separate TiledMLP feature proposal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative issue because it describes a specific user-facing change with a clear code path, whereas 41826 is a different feature area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: one asks for a from_pretrained() flag for TiledFusedLogitsLoss/FLCE, the other proposes TiledMLP integration for memory reduction. They are related only at a broad subsystem level, not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "7b7bd12133201876507696bf8cc5698b84410e251b1d434fe7e3f7f85f14c61e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1582, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1582, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior and the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43598 is the more concrete Trainer-behavior bug report, centered on a specific setting (`remove_unused_column`) and its customizability impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the better anchor for this cluster because it is specific, actionable, and directly tied to a single Trainer code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a broad theme of custom Trainer support, but one concerns column removal/customizability while the other concerns FLOPS counting. Different underlying bugs and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "a2d7233a7f05c12dcec207254326c83cf7110dd953df637d747e4ebe9ce74263", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad \u201cadd model support to AutoModel\u201d level, but they target different Qwen model families and different auto classes, so they should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43684 is the broader and more central representative: it requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, whereas the other issue is a narrower sequence-classification request for Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the better cluster representative because it is the more general model-registration request and closer to the likely architectural change, while 44405 is a separate, narrower capability gap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support for Qwen3_5Config. Same broad subsystem, but not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "625c8bbbf53745591b6c9087b551d4ac0c02b0dc10e102c75cb869f682556466", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues are near-identical placeholders titled \"huggingface\" and likely duplicate each other; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports and is the clearest representative of that duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best single issue to keep because it matches the repeated topic and predates the other near-duplicate \"huggingface\" reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "\"Fett\" does not match the repeated \"huggingface\" topic, and there is no concrete evidence they describe the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "\"Fett\" appears unrelated to the \"huggingface\" reports; title similarity is too weak to treat them as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No meaningful overlap beyond being closed issues; the topics do not line up." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "They have the same title, were opened minutes apart, and nothing in the available metadata distinguishes them as different bugs." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "This appears to be the same repeated \"huggingface\" issue report, with no evidence of a distinct underlying problem." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same repeated \"huggingface\" title and no differentiating content; likely duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the three \"huggingface\" issues share the same title and are close enough in timing to plausibly form a duplicate cluster, while \"Fett\" is not well supported as related. The choice of 43845 as the canonical/earliest representative is reasonable, and the soft-edge verdicts stay mostly conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "0037db997ec137ca3beba49762766d561fbfee8119d46ad07a8f83aa320db6c8", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7346, + "estimated_input_tokens": 1837, + "estimated_eval_tokens": 3930 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7346, + "estimated_input_tokens": 1837, + "estimated_eval_tokens": 3930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues look like unrelated low-signal/spam reports rather than duplicates of one concrete bug or change. No soft edge has enough evidence to merge.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the only non-spam title and is the cleanest representative if one must be chosen, but it still lacks enough detail to serve as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled \"\", but there is no issue text or concrete shared defect/change to show they are the same underlying report." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam-like title, but no substantive content links them to the same bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation suggestion; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a community benchmark tip; no shared concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a distinct titled issue about \"Google LLC\"; no evidence of duplication." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion is not the same underlying report as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond low-quality metadata; not enough to treat as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but identical template text alone is insufficient to prove the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and benchmark tip are unrelated in title and implied intent." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared concrete defect or code-path issue is visible." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No evidence these refer to the same underlying problem; titles suggest different subjects." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Distinct issue titles with no supporting body or targets; not a safe duplicate merge." + } + ] + }, + "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": "02c2ed00cf0a0e06ef6048df6cddac76e154669b0dd78a241d0a9169d6042cc1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates of the same report: identical titles, highly similar content size, and no distinguishing links or targets. The earlier issue is the better canonical choice.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is earlier and has an inbound reference, so it is the better canonical representative of this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the strongest global issue candidate because it is the earliest instance of the duplicated report and already has some reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and evidently the same underlying energy-optimization report; no evidence of different bugs or scope." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues share the exact title, have very similar body lengths, and there are no explicit issue links or targets to distinguish them. Choosing the earlier issue with the inbound reference as canonical is conservative and reasonable. The duplicate/soft-edge verdict is also sufficiently cautious given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "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": "9013b8829ce7cd36308f9c021a22ad23ee36fe83098e0b63403438fbb7a16047", + "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 do not appear to be duplicates; they are separate name/date entries with no shared targets, files, or discussion context.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the titles refer to different people and different dates, with no evidence they describe the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative because they appear to be distinct records rather than duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only superficial title similarity; the issues name different people and contain no shared evidence of the same underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 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": "a2c7e544d9389d583affd9db25301989eaebd605bd7e34f7d776c19b5e16aded", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated closed issues with only superficial similarity in title format (personal names and dates). They do not describe the same bug, feature, or failure mode, so this is not a duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: both entries are isolated, content-free, and unrelated beyond a similar name/date pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical choice because neither contains problem details; if forced, no issue is meaningfully better than the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles refer to different people and different dates, with no shared bug report, code path, or explicit linkage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 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": "0f85cf7bfea147db706c444a40e2cd69934285d49e73204308cbdb6ca1c04477", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other is about FP8 training support. They concern different code paths and different feature areas.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No canonical issue emerges here because the cluster does not represent the same bug or request. If one must be chosen as the broader umbrella, issue #46295 is more general, but it is still unrelated to #45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "The titles and descriptions point to unrelated features: adding a Qwen3_5 token-classification model versus enabling FP8 training support. They do not describe the same underlying problem 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": 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": "2bbb35c717746627a9072f3c52742765a965e529473deb9ad8717a6438b5e8e7", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is actually two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated marketing/dataset content and should not be merged with the others.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it mixes two distinct duplicate topics. For the first pair, 45870 is the cleanest representative because it is the earliest exact duplicate of 45871 and has the same title/body.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue to keep if one representative is needed, but only for the 'Example: Financial time series prediction with DataForge' pair; the cluster should otherwise be split because 45872/45873 are a different duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset bundle promotion vs. an example/tutorial issue; same financial theme but not the same underlying bug or change." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset bundle promotion vs. an example/tutorial issue; not the same underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching body size/content pattern; these are the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is an example prediction workflow and the other is a scraping-service feature request; different underlying issues." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as above: related domain, but different feature/problem statement." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different requests: example prediction workflow vs. financial time series plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different requests: example prediction workflow vs. financial time series plus scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching body size/content pattern; these are the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body-length/Jaccard signals, while 45869 is a different dataset-promo issue. The cluster-splitting conclusion and the conservative cross-pair non-duplicates are 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": "029eb312bcb93d95de774f0ddb0667905ebd6bcc9d050b33a6b17153b18f5b31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related in theme (`static` cache + linear-attention), but the evidence here is only titles/metadata, so they should not be treated as the same bug. The safer triage is to keep them separate and use the broader issue as the representative one.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 46439 is the broader, more general title: it describes a `static` cache problem affecting linear-attention layers, while 46441 is a narrower Qwen3.5-specific crash report with a different surfaced exception.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best standalone issue because its title captures the underlying subsystem-level failure more generally than the model-specific crash in 46441.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The titles suggest a shared area (`static` cache / linear-attention), but there is not enough evidence here to conclude they are the same underlying bug; the surfaced failures are different and the packet lacks bodies or diffs to connect them." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The result overstates what is supported by the packet. We only have titles and metadata here, not the issue bodies, so claims like `early_initialization`, shape corruption details, and a specific root-cause cache initialization bug are not grounded. The pair may be related by theme (`static` cache + linear-attention), but the soft-edge acceptance should stay conservative and not assert they are the same bug on this evidence alone." + }, + "evaluator_used": true, + "retried": true, + "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": "llm", + "cache_hit": false, + "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": "d3b1d9c4829e81b54a846c38abbee08e2aa9bbd6fc6123c6f9c93f8810d23088", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two items are effectively identical issue reports for the same Wav2Vec2CTCTokenizer v5 special-token regression, so they should be clustered together with one canonical issue.", + "confidence": 0.99, + "canonical_issue_reason": "issue:46551 is as suitable as the canonical issue as issue:46552; both have the same title and indistinguishable problem statement, so either could serve as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46551 is a strong representative because it matches the duplicate exactly and has the same closed issue content, with no evidence of a distinguishing fix/report context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same apparent description, and the same specific bug in Wav2Vec2CTCTokenizer behavior; these are duplicates of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have identical titles, identical body length, and a soft-similarity score of 1.0, so clustering them together is well supported. The canonical/representative wording stays conservative by not asserting any distinguishing fix context. Confidence is high but not obviously overstated from the available evidence." + }, + "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": "dcc35bcf6b4b00ae895e7f33006ac3b2b442c9860e4a77c72983b5658bd4e884", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2. They describe different failure modes with no clear shared code-path evidence.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46657 is the better canonical representative because it describes a concrete, specific training error rather than a broad resource issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the most representative issue in the cluster due to its clearer error signature and tighter problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying bugs: a tensor-size mismatch versus delayed OOM during training. The titles and problem descriptions point to separate failure modes, not the same code-path defect." + } + ] + }, + "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": "c3e3cdcdadc5bdb1047b71953eb38c2df0a8ef7f5015fd798f744f34b10170c4", + "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 two issues are about different bugs in different loading paths: ZeRO-3/zero.Init partitioning for a multimodal submodule vs. 4-bit device_map/max_memory dispatch behavior. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical duplicate exists here; the issues describe unrelated failure modes and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the more concrete and narrowly scoped report, but it is not a duplicate of 46823.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying problems: one is ZeRO-3 zero.Init failing to partition a composite submodule causing OOM, the other is 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU. Same general ML loading area, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-46906-21", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309", + "issue:47377", + "issue:47390", + "issue:47406" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47309", + "issue:47279|issue:47377", + "issue:47309|issue:47377", + "issue:47182|issue:47309", + "issue:47227|issue:47309", + "issue:47390|issue:47406", + "issue:47377|issue:47390", + "issue:47279|issue:47390", + "issue:47227|issue:47390", + "issue:47256|issue:47390", + "issue:47377|issue:47406", + "issue:47279|issue:47406", + "issue:47120|issue:47406", + "issue:47256|issue:47406" + ], + "prepared_review_unit_hash": "1dbf57ba8b456c7a8de6e9596403b7c5c962de70a06a8711c7238eba1439d363", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 68, + "serialized_chars": 36197, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 68, + "serialized_chars": 36197, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a repeated series of daily '[serge] integration failure triage' issues, but they appear to be separate day-by-day reports rather than duplicates of one underlying bug. If one issue has to represent the set, issue 47279 is the best hub because it has the strongest inbound-reference/activity signal.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 47279 is the most central report in the series by inbound references and discussion activity, so it is the best canonical anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47279 has the strongest linkage/attention in the cluster, but the rest look like distinct daily triage reports rather than exact duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different daily reports; no evidence they describe the same underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Different dates in the triage series; similar wording alone is not enough to merge as duplicates." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These look like separate daily failure reports, not the same bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same broad series, but distinct day-specific triage issues." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Different daily triage reports; no concrete shared bug/change evidence." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent triage days, but still separate reports rather than one duplicate issue." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "No sign of the same underlying failure; only the same report template." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Different daily triage entries, not the same issue." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Similar title series only; these are distinct day-by-day reports." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Separate daily triage issues with the same pattern, but not the same bug." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "No concrete evidence of one underlying problem shared by both reports." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different triage dates; similar wording is not enough to merge." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Distinct day-specific integration-failure triage reports." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Separate daily reports; no shared concrete failure description." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same series, but not the same underlying bug/change." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These are consecutive triage reports, not duplicates." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Different dated triage entries; no merge-worthy same bug evidence." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same template, different day and likely different failure instance." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "No indication these are the same concrete problem." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Separate daily integration-failure reports." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Different daily triage reports; similar title is not enough." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "They belong to the same triage series but are distinct reports." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "No shared concrete bug/change, just the same triage template." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Separate day-by-day reports, not duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same broad series, but different daily failure reports." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different dates and no concrete same-code-path evidence." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "These are separate triage issues, not one underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different daily reports in the same integration-failure sequence." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Similar title series only; not the same underlying failure." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Distinct triage days, no duplicate evidence." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Separate reports with no concrete shared bug." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same report pattern, but different issue instances." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "No sign they are the same underlying failure." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Different daily triage issues, not duplicates." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Same series, but these are separate day-specific reports." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Both are triage reports with similar shape, but no evidence of the same bug." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Different daily failures; same template only." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Separate reports in the series, not one duplicate issue." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "No concrete indication these describe the same underlying problem." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Distinct daily triage entries, not the same change/bug." + }, + { + "left": "issue:47120", + "right": "issue:47406", + "accept": false, + "reason": "Open/latest triage issue, but still a separate report from the earlier ones." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Adjacent triage dates, but not the same underlying failure." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Similar report series only; distinct reports." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "No concrete shared bug/change evidence." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Different day in the same triage sequence; not a duplicate." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Separate daily integration-failure reports." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Same broad triage topic, but not the same issue." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Distinct daily reports; the titles are similar because they are part of the same series." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "No evidence of one shared underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Separate triage issues, not a duplicate pair." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Different daily failure reports with the same triage template." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Same series, but not the same concrete code-path problem." + }, + { + "left": "issue:47227", + "right": "issue:47390", + "accept": false, + "reason": "Distinct reports; no sign they should be merged." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Adjacent daily triage reports, but still separate issues." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "No concrete evidence they are duplicates." + }, + { + "left": "issue:47256", + "right": "issue:47390", + "accept": false, + "reason": "Different day and likely different failure instance." + }, + { + "left": "issue:47256", + "right": "issue:47406", + "accept": false, + "reason": "Same triage series only; this is not the same underlying bug." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Separate daily triage reports, not one duplicate issue." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "No shared concrete failure beyond the template." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Different dated reports in the same series." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Same generic triage pattern, but distinct reports." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "No evidence of the same underlying bug/change." + }, + { + "left": "issue:47279", + "right": "issue:47390", + "accept": false, + "reason": "Separate triage issues; titles are similar because the series is repetitive." + }, + { + "left": "issue:47279", + "right": "issue:47406", + "accept": false, + "reason": "Latest issue in the series, but still a distinct daily report rather than a duplicate." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Different day-specific integration-failure reports." + }, + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "Same series, but not the same concrete problem." + }, + { + "left": "issue:47377", + "right": "issue:47406", + "accept": false, + "reason": "Separate triage reports; no duplicate evidence." + }, + { + "left": "issue:47390", + "right": "issue:47406", + "accept": false, + "reason": "Different dated reports, not one underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 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": "b60aea8c07af99bce316c3f5bd6ebaa5d88eefa8162e2ba7039863c3c755f34b", + "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": "The two closed issues share the exact same title, and the packet provides a strong soft-similarity signal between them. With no body text or explicit linkage exposed, they look closely related and possibly duplicate, but the evidence does not prove that conclusively.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #46983 is a reasonable canonical choice because it has the exact same title as #46984 and there is no differentiating metadata in the packet; the duplicate call is plausible, but limited by the lack of body text.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is a suitable representative for the issue cluster because it is an exact title match and there are no visible signals that distinguish it from #46984.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Accept: the issues have the exact same title and a strong soft-similarity signal, which makes them look like the same feature request, though the missing body text means the match cannot be proven definitively." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis overstates the evidence. The packet supports an exact title match and a soft similarity signal between the two issues, but it does not expose the body text, so claims like \u201chighly similar body content,\u201d \u201csame problem statement,\u201d or a definitive duplicate conclusion are too strong. A more conservative summary would note that the two closed issues share the same title and show a strong soft-similarity signal, suggesting they may be related or duplicate, but not prove it." + }, + "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": "9576b9d27f30e50f96dcc6e52edcadc60c39742547f5a3a1b8788c347b549cbd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issue-style posts about AI-assisted vulnerability discovery, but they read like related discussion/proposal titles rather than the same concrete bug or change. The overlap is thematic, not a clear duplicate report.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 47015 is the broader, more general framing of the topic, so it is the better representative if this cluster must have a canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the best single issue representative because its title is the most umbrella-like and least specific to one angle of the topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "The titles overlap on AI-based vulnerability discovery, but they describe different angles ('lessons from using advanced LLMs' vs 'novel application of transformers') and do not identify the same underlying issue or concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "018885568b514bff565dc29daa5dc1a441a1779cdebe828334c412c260e1c6bd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open issues are effectively duplicates: they have identical titles, similar metadata, and the same reported routing bug involving chat management endpoints under /v1 when base_url includes /v1.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #47138 is as good a canonical choice as #47139; with identical titles and no distinguishing content, either could serve as the primary tracker, but #47138 can be used as the representative by convention.", + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the best issue candidate because it is indistinguishable from #47139 on the available evidence and can serve as the single tracker for the duplicated report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title, same described bug, and no evidence of different scope; these are duplicate reports of the same underlying routing issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, identical body length, no conflicting metadata, and the only pair evidence is soft_similarity with Jaccard 1.0. The duplicate/one-canonical-tracker reading is conservative enough here." + }, + "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-40546-83", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47105", + "pull_request:47108", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47291", + "pull_request:47292", + "pull_request:47301", + "pull_request:47360", + "pull_request:47374", + "pull_request:47383", + "pull_request:47384", + "pull_request:47395", + "pull_request:47398", + "pull_request:47409" + ], + "soft_pairs": [ + "pull_request:47398|pull_request:47409", + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:47090|pull_request:47395", + "pull_request:46903|pull_request:46958", + "pull_request:46903|pull_request:47395", + "pull_request:47268|pull_request:47284", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47105|pull_request:47129", + "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47301|pull_request:47360", + "pull_request:47173|pull_request:47184", + "pull_request:47360|pull_request:47383", + "pull_request:47216|pull_request:47360", + "pull_request:44775|pull_request:47275", + "pull_request:47291|pull_request:47384", + "pull_request:47166|pull_request:47173", + "pull_request:47077|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:47163|pull_request:47284", + "pull_request:46912|pull_request:47284", + "pull_request:46196|pull_request:47210", + "pull_request:46836|pull_request:47202", + "pull_request:47003|pull_request:47204", + "pull_request:47093|pull_request:47275", + "pull_request:45157|pull_request:47093", + "pull_request:46995|pull_request:47163", + "pull_request:45157|pull_request:46395", + "pull_request:46836|pull_request:47275", + "pull_request:47163|pull_request:47173", + "pull_request:46912|pull_request:47082" + ], + "prepared_review_unit_hash": "94ff57384f338ab4a10651abc8caac084739b23d09843330872a9274b770e676", + "component_budget": { + "node_count": 83, + "item_count": 83, + "soft_pair_count": 227, + "serialized_chars": 283998, + "estimated_input_tokens": 71000, + "estimated_eval_tokens": 142256 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 124519, + "estimated_input_tokens": 31130, + "estimated_eval_tokens": 62516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set splits into a few small duplicate-like clusters, but most pairs are unrelated. Clear matches are the cross-entropy kwargs fix, the CohereASR/PPFormulaNet training-loss double-shift fixes, and the num_experts fallback config fix. Everything else is too broad or touches different code paths to merge safely.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the whole heterogeneous set; among the real duplicate mini-clusters, PR 47090 is the strongest canonical representative because it fixes a concrete double-shift loss bug with an explicit explanation, test coverage, and broader model coverage than the narrower variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best standalone representative in this set: it addresses a specific training-loss bug directly, documents the cause clearly, and covers multiple affected models in one coherent change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47398", + "right": "pull_request:47409", + "accept": true, + "reason": "Same num_experts BC-fallback bug in the same config path; 47409 is a broader follow-up, not a different change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same fixed_cross_entropy kwargs passthrough fix; both add cross-entropy options that were previously dropped." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same training-loss double-shift bug in CohereASR/related seq2seq models; 47090 is the broader version of the same fix." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47395", + "accept": false, + "reason": "Different model and different loss path (Git vs CohereASR/Moonshine); not the same underlying bug." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift loss problem; the patches use different implementations, but they target the same code-path bug." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47395", + "accept": false, + "reason": "Different models and distinct training-loss logic; no shared concrete bug." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Unrelated test-failure fixes for different models and subsystems." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss fix vs MusicGen generate typo; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 fp32-module strictness change vs CohereASR loss bug; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Different test updates for different models; not the same issue." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both touch docker/CI setup, but one removes a builder and the other adds exporter test deps; different changes." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47374", + "accept": false, + "reason": "Exporter test-image dependency changes vs exporter docs refresh; not the same underlying fix." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test-failure fixes; no shared concrete bug." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Documentation pin-comment tweak vs docker image builder removal; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but one is a translation PR and the other is wording cleanup; not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Exporter dependency setup vs exporter code fixes; different code paths." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47360", + "accept": false, + "reason": "Docker/CI cleanup vs OTEL workflow pilot; unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Different workflows and goals; no duplicate bug/change." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "VITS test re-enable vs RT-DETR v2 converter fix; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese docs translation vs kv-cache docs update; different documentation changes." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Model architecture modernization vs finegrained FP8 decode optimization; different subsystems." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47360", + "accept": false, + "reason": "Assisted-decoding docs vs CI workflow change; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test-parameterization fixes for different models; not the same bug." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test adjustments vs XPU expectation fixes; different test concerns." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs translation vs new model support; unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "New model support vs docs for multi-token prediction; 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"accept": false, + "reason": "MobileLLM model add and the model-creation skill are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift bug/fix; both touch the same files and issue 46894." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss double-shift fix on the same code path and issue target." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same underlying CohereASR training-loss bug; these are duplicate fix variants." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are test expectation updates for XPU, but they fix different models and failures." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test suites and unrelated expectation 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"reason": "Step3p7 flash work and Unlimited OCR model addition are unrelated." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed SDPA attention change is unrelated to MTP documentation." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter and Executorch exporter fixes target different backends." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni and NeuCodec are separate model additions." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Paged-attention XPU tests and Qwen3-Next test fixes are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU tests and quantization test tweaks are unrelated." + }, + { + "left": "pull_request:46509", + "right": 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unrelated." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47399", + "accept": false, + "reason": "MI450 image-loading fix vs Cosmos3 Edge patch-packing order fix; unrelated." + }, + { + "left": "pull_request:47398", + "right": "pull_request:47399", + "accept": false, + "reason": "GLM MoE config fallback vs Cosmos3 Edge patch packing order; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47399", + "accept": false, + "reason": "Step-3.7 Flash support vs Cosmos3 Edge patch packing order; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support vs Kimi exportability work; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter addition vs Kimi exportability fixes; both exporter-related but distinct features and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Molmo2 model support vs Quark config changes; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Kimi exportability work vs Quark config changes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model support vs MI450 image-decoder fallback fixes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47398", + "accept": false, + "reason": "Molmo2 model support vs GLM MoE config fallback; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47399", + "accept": false, + "reason": "Molmo2 model support vs Cosmos3 Edge patch packing order; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47398", + "accept": false, + "reason": "Kimi exportability work vs GLM MoE config fallback; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47399", + "accept": false, + "reason": "Kimi exportability work vs Cosmos3 Edge patch packing order; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 model support vs Neuron experiment scripts; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi exportability work vs Neuron experiment scripts; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47398", + "accept": false, + "reason": "OpenVINO exporter addition vs GLM MoE config fallback; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter addition vs Neuron experiment scripts; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "Kimi exportability fixes vs one-to-many conversion support; related to loading/export infra but not the same change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47387", + "accept": false, + "reason": "OpenVINO exporter addition vs one-to-many conversion support; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability work vs NeuCodec support; 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": 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": "f8a559ad5b260f9bcfa1bdcc868bc89ed977ab617d33166d413da1b0dbc32bb3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduped or merged as the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 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": "ab9e076acdbf531a1972f6f42450f2136c84b5003e3504d49d03e424ce58adb7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two workflow-maintenance PRs overlap in files, but they address different action upgrades and different motivations. They are related, not duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the more specific, concrete goal: bringing multiple workflow actions up to Node 24-compatible versions.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best overall representative of the cluster because its title and scope clearly describe the underlying maintenance task, while 42976 is a narrower generic version-bump PR focused mainly on docker/build-push-action.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow dependency bumps, but they upgrade different actions for different reasons. 42975 updates checkout/cache/upload-artifact for Node 24 compatibility; 42976 updates docker/build-push-action to v6 in docker-related workflows. They are not the same concrete change and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "f5be155516dd54a930cf5131af33cb1376136ad8bb899776ab02feca118242cc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3.7 Flash) that only overlap on generic Transformers scaffolding like docs/toctree and auto-registry files. The shared files do not indicate the same underlying fix or change, so none of the soft edges should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45490 is the strongest single representative of the cluster only in the sense of being a mature model-addition PR with substantial review activity and shared infrastructure touches, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations (ViT NEPA vs Molmo); shared docs/auto files are generic boilerplate, not a shared code-path bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and implementation details; overlap is limited to common registry/docs plumbing, which is insufficient for duplicate PR treatment." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Both are model-add PRs, but they implement unrelated models with only generic Transformers infrastructure in common." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3.7 Flash are distinct model additions; shared auto-mapping and docs updates are template-level similarities, not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922", + "pull_request:47393" + ], + "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:47393", + "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": "3b6b37fb34f234919858b9b88cf593e2812a41813d6e45cc52f194e97a566631", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 16, + "serialized_chars": 21115, + "estimated_input_tokens": 5279, + "estimated_eval_tokens": 10814 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 16, + "serialized_chars": 21115, + "estimated_input_tokens": 5279, + "estimated_eval_tokens": 10814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the YOLOS pair (46886, 46922) looks like the same underlying bug fix; the rest are unrelated test, CI, docs, or different-model changes. PR 46922 is the better canonical representative because it includes the concrete device-mismatch fix plus the split-module adjustment for the same issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "46922 is the strongest representative of the YOLOS bug fix: it directly patches the failing forward path (`mid_position_embeddings` to `hidden_states.device`) and also adds the `no_split_modules` guard for the same device-mapping problem.", + "best_issue_reason": null, + "best_pr_reason": "46922 is the best global PR: it is a concrete fix for one code path, tied to an explicit issue target, and is more complete than the earlier YOLOS patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and unrelated changes; one is Whisper tokenizer/test work, the other is CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenization changes versus FP8/dequant-loading changes; no shared bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test fix versus generation/watermarking and broad CI validation changes; unrelated." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decoding/tests and YOLOS device-mismatch fix are different models and different failures." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both touch tests, but for different subsystems and failure modes; not the same underlying fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:47393", + "accept": false, + "reason": "Test-only edits versus a README URL tweak; clearly unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test scaffolding changes versus FP8/dequantization code; not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test edits do not match the generation/configuration and CI-oriented fixes in 46380." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different model families and different code paths; no evidence they fix the same defect." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8/dequant logic versus Phimoe integration-test/CI adjustments; unrelated changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are broad fixes, but for different areas: FP8 loading versus generation/watermarking and tests." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and different bugs; no shared concrete code-path problem." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "CI/test infrastructure changes, but the actual failure modes and code changes differ." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation watermarking/config validation is unrelated to YOLOS device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe integration-test CI fix versus YOLOS device-mismatch fix; not mergeable as one bug fix." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Same YOLOS device-mismatch issue in the same file and same issue target; 46922 looks like an expanded/updated version of the earlier fix and they address the same concrete code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The YOLOS pair (46886, 46922) is supported by the shared file and issue target, and 46922 is a plausible superset/expanded version of 46886\u2019s device-mapping fix. The other rejected pairs are also reasonably treated as unrelated based on the provided diffs and titles." + }, + "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": "bac93725ed71a9045333e8ee93b295e9637d495e98f27189cd6a714feed9f8bb", + "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 synthetic \u201c[don't merge]\u201d pull requests with overlapping repository areas but distinct edits; they should not be clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the broadest representative of the set, but the three PRs are distinct and not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best cluster anchor because it touches the most files and subsystems, though it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different change sets: 43488 tweaks setup/version and test dependency wiring, while 46747 only changes a workflow trigger for the security gate." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They share only a test file, but the actual edits are unrelated: 43488 is setup/version/bot-formatting, 43532 is CI/workflow and testing-utility changes." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-related, but they fix different workflows and different behavior; they do not appear to be the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "0e5e80e134c4f9d9bf21ef78fbd45314d67d2fbdd427bc4af7f22cccb431aaf4", + "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 related in theme but not duplicates: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding files, but they target different task definitions and model/code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative because these are distinct feature additions rather than the same fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying functionality: concept segmentation vs visual segmentation. Shared docs/registry/test scaffolding is not enough to treat them as one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 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": "ef5461f195c38b12dedcd7d715949aa0b58b8bef3926ace428d3cd5f41019013", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are independent trainer refactors in the same file, but they address different behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 changes how signature columns are derived for column filtering/PEFT. They should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43651 is the slightly better cluster representative because it modifies the core training_step loss-scaling path and is a more direct functional change; however, it is not the same change as 43663.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43651 is the stronger standalone PR to keep as representative: it targets a concrete training bug/behavior in the main training path, whereas 43663 is a separate helper/refactor for signature-column handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and different underlying problems: loss scaling during gradient accumulation vs. column filtering/signature inspection for trainers. Same file and subsystem, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "eaa327bb08fc5d641718ee66930ded9075cad4e8bb5caf3e69c30ef1c35987c4", + "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 in `src/transformers/cli/serve.py` both mention `TypeAdapter`, but they target different failure modes and different issue numbers. They should be triaged separately rather than merged as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more specific and well-scoped fix: it addresses the `TypeAdapter` NameError when `pydantic` is absent by moving the import behind `TYPE_CHECKING` and quoting the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because it has the clearest concrete bug description, explicit issue target, and a minimal fix for a specific runtime path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They share the same file and symbol, but the fixes are not the same underlying change: #43656 is a broader typing/annotation cleanup, while #43842 specifically guards `TypeAdapter` for the no-pydantic runtime path. Do not treat 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": 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:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "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": "271dac9306e1cc7856551aca768f5c748278be753e256732ef258d4d91fa1a72", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a family of per-model output-tracing refactors, not one shared bugfix. The only clear duplicate groups are the GPT-Neo refactors and the GPT-J/CodeGen refactors; the rest touch different architectures and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "No issue artifact was provided in the cluster; several PRs reference external tracking issue #43979.", + "canonical_pr_reason": "PR 44066 is the clearest representative of the duplicate set: it targets the same GPT-J/CodeGen output-tracing code paths, has the most coherent scope, and explicitly aligns with the standardized decorator-based refactor.", + "best_issue_reason": "No issue artifact was provided in the cluster; several PRs reference external tracking issue #43979.", + "best_pr_reason": "PR 44066 is the best global representative because it captures the core GPT-J/CodeGen standardized output-tracing change most directly and cleanly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad output-tracing theme, but different models/code paths (CVT/FNet vs GPT-J)." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and code paths (CVT/FNet vs DeBERTaV2)." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both patch GPT-J output tracing in the same `modeling_gptj.py` path and are plausibly one combined PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones and implementations (RegNet vs EfficientNet)." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are different model families and changes are not the same bugfix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output-tracing refactor vs MGP-STR output handling; different models and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Same refactor pattern, but different models (GPT-J/CodeGen vs MPT)." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same `modeling_gpt_neo.py` code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated code paths." + }, + { + "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 vs GPT-J; same theme, different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT are different architectures and fixes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same pattern but not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 output tracing vs GPT-J/CodeGen output tracing; different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated architectures." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; same pattern but not the same bug/change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT, different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer vs MPT; same theme, different implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT are unrelated fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different architectures." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44044", + "accept": false, + "reason": "MPNet and DeBERTaV2 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J/CodeGen standardized output-tracing refactor on the same concrete code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors touching the same underlying code path and could plausibly be merged together." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet are different architectures and fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and ViTS are different model families." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different architectures; same refactor pattern, not the same duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative: it correctly frames the cluster as per-model output-tracing refactors, limits the duplicate callouts to the GPT-Neo and GPT-J/CodeGen families, and avoids claiming a single shared bugfix across unrelated architectures. The soft-edge accepts are supported by same-file/same-code-path evidence and are plausible merge candidates." + }, + "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": "bd324e2686a44db757f9b5962135eabc0a64187bb7d101d26596bda046dcdff1", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to standardized output tracing / capture_outputs across different architectures. They share a theme but do not fix the same concrete code path, so they should not be deduplicated together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each change is scoped to a different model implementation (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5), so none subsumes the others as a duplicate fix.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest representative of the theme because it has an explicit issue target and a concrete SpeechT5 output-tracing refactor, but it is still model-specific rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models and code paths (VisualBert vs TextNet); they are separate implementations, not one mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both modernize output tracing, but MPNet and VisualBert are distinct model paths with different internals and outputs." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Related standardized-output refactors, but MPNet and TextNet are unrelated model implementations and cannot be treated as the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different models; the diffs are separate output-handling migrations, not the same concrete bug or fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 address different model-specific forward paths and are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 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": "719e286c35f46c3e0c31ad785b0d393743f4c47d7b003db6881744af33ada9dd", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39795, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39795, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are superficially similar refactors around output tracing, but they target different model families and code paths. I would not merge any of the soft-edge PR pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster because it makes a concrete tracing change across two closely related Mamba files and adds the shared output-capture plumbing, making it more central than the single-model wrappers.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best overall representative: it shows the most substantive version of the recurring refactor pattern and spans related implementations, while the others are mostly single-model equivalents in unrelated architectures.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad refactor wording, but timm_backbone and upernet are unrelated model paths with no concrete shared bug or implementation." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and forward paths; similarity is only that both are output-tracing refactors." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model families; no evidence they fix the same code-path problem." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone vs Mamba code; same refactor theme, but not the same concrete behavior or mergeable change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different subsystems and model implementations; this is only title-level similarity." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; no shared bug surface." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; both touch tracing but not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything; no shared concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Unrelated model families and wrappers; output-tracing wording is too generic." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder/decoder stacks and modalities; not the same bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; no mergeable common code-path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different forward implementations; only generic refactor similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder vs Mamba; no evidence of the same concrete issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; the shared phrase 'output tracing' is not enough to duplicate them." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated; these are distinct refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths in different model families; not the same fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Depth Anything and UnivNet are unrelated; similarity is only conceptual." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV have no shared implementation or bug surface." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and output handling logic; not mergeable as one PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are refactor-themed, but Mamba/Falcon-Mamba and CodeGen are distinct code paths and not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated model implementations; no duplicate bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not share the same failing code path." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated; only the refactor motif overlaps." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and different forward signatures; no duplicate evidence." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything versus Vision Encoder-Decoder are different model families and code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech Encoder-Decoder are unrelated; not the same fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are separate implementations with no shared bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated model paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are different architectures; similarity is only generic refactoring." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision Encoder-Decoder and RWKV are unrelated; no shared concrete code-path problem." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are different modalities and implementations, so not a duplicate PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision Encoder-Decoder and SuperPoint are unrelated; no same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families with no shared bug or patchable code path." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated models; only the refactor phrasing matches." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech Encoder-Decoder and RWKV do not overlap on the same concrete implementation." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech Encoder-Decoder and DPR are different architectures and fixes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated code paths; no duplicate evidence." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are distinct models with different forward logic." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated; same subsystem label is not enough to merge them." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "437f29f44594a918c1adccce902e0158cd29893bbae8cccad4b15c2e5842f1ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some Transformers registry/documentation plumbing, but they target different model architectures and code paths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better canonical representative because it is tied to a specific tracking issue and cleanly scopes a single model integration (Voxtral TTS).", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best overall fit as a focused, explicitly tracked implementation for one concrete model. PR 44662 is similarly large but for a different model family and is not interchangeable with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions with different purposes and code paths: PenguinVL is a vision-language model, while Voxtral TTS is a text-to-speech model. The overlap is only shared Transformers plumbing and docs, which is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "bf9a19ee5676f46fa35c175d901525d204cb97e305eccb75965ab55ce8ca0510", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related kernel/module fusion efforts, but they are not the same change: one introduces a generic module-fusion API, while the other wires `KernelConfig` into model loading for n-to-1 fusion. I would not deduplicate them.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the broader foundational abstraction: it adds the generic Module Fusion API and tests. PR 45363 is a separate, more specific `KernelConfig` integration built around a different code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the better representative of the cluster because it defines the core fusion API that the other PR conceptually builds around, even though the two PRs should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different underlying changes: 44979 adds a general module-fusion API, while 45363 implements kernel fusion integration through `KernelConfig` and loading hooks. Related theme, but not the same concrete fix/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": 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": "ae8992a175e58c430143aebb79a6c654d8024862465ed4d2693cfd863554a0c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral regex pre-tokenizer AttributeError in the same code path, targeting the same issue and even the same lines in `tokenization_utils_tokenizers.py`; the later PR adds tests, so it is the better canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same bug as 45086 but also adds test coverage, making it the more complete and verifiable change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster because it contains the same fix plus tests, while 45086 is a narrower earlier version of the same patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete AttributeError fix in `_patch_mistral_regex`, same file/lines, same issue target; 45317 appears to be the test-augmented follow-up of 45086, so these are the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 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": "f4f01c0d223a3d2abf9ede3bed2ba74d24c7b00deb1604c52d720c3d7449a992", + "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 architecture refactors, but they are not duplicates: PR #45115 focuses on reusing GraniteMoeHybrid-style conversion/model plumbing, while PR #45569 adds a broader split into NemotronH dense/sparse variants plus docs, auto-mapping, and tests.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the broader, more complete NemotronH restructuring and the most representative PR in this pair, but it is still a different change from #45115.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different concrete changes: #45115 is a targeted refactor/conversion-mapping update for GraniteMoeHybrid compatibility, while #45569 introduces new dense/sparse model families, docs, auto mappings, and tests. They touch the same subsystem but not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "c53e569eae6b41a0df2dc0857ab31b6cf994b2973923c723ec8a02e867f0b2b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct typing-related PRs with some incidental overlap in modeling utilities, but they do not look like the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45415 is the broader umbrella PR: a large type-checking sweep across many src/transformers files plus type-ignore config changes.", + "best_issue_reason": null, + "best_pr_reason": "#45415 is the best cluster representative because it spans the widest set of typing-related edits and subsumes the more targeted cleanup in #45425 only loosely, not as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files are not enough here: #45415 is a broad repo-wide type-checking sweep, while #45425 adds specific typing protocols and modeling_utils-related stubs. Different concrete changes, 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": 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": "de3ba9a24b8bae3da0c5998047086a15dfe9691081749d858851ee15738da76b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both mention expert parallelism, but they fix different bugs in different loading paths: one targets DeepSpeed ZeRO-3/accelerate launch configuration serialization, while the other fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. They are related in subsystem but not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a broader and more concrete EP loading corruption bug across multiple code paths; #45548 is a narrower configuration/accelerate-launch fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR in the set: it fixes a specific expert-parameter overwrite problem and touches the relevant distributed loading logic directly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP, but #45548 fixes ZeRO-3/accelerate launch config handling while #45662 fixes expert weights being overwritten during FSDP2 broadcast; different failure modes and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "dc7d21b9bbb18db8a6fa1570302f44e4511d8bb608547ca9d41f8ff922616aeb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4671, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4671, + "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/captured_info collision problem in testing utilities, with PR 45645 appearing to be the broader superset that also updates CI log collection.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core xdist-safe captured_info fix plus the CI workflow change needed to preserve and aggregate the new per-worker artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall candidate: it addresses the same underlying bug as 45639 and additionally covers the downstream CI/log handling needed for the renamed split artifacts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils; 45645 appears to extend 45639 with workflow support for collecting the per-worker logs, so they are mergeable into one change set." + } + ] + }, + "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": "c3de79f35542b1f560de12337d9cfda2cf4a47ebafc1bade3f9905a0ebdd74a6", + "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": "The pair are both open PRs in the distributed area, but they do not look like the same change: one is a focused EP/Trainer integration patch, while the other is a broad distributed-branch base spanning many subsystems. Shared files alone are not enough to treat them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more focused, self-contained change with a clear concrete scope (EP routing/Trainer integration). PR #46269 is a broad umbrella branch touching many unrelated distributed/FSDP/modeling paths, so it is a weaker canonical representative.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative artifact in this cluster because it targets a specific code-path and feature. PR #46269 is too broad and mixed-scope to serve as a good duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: overlapping distributed filenames do not imply the same underlying change. #46126 is a specific EP + Trainer integration PR; #46269 is a much broader branch-base PR touching FSDP, tensor parallel, generation, accelerate, and more. They could not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "c42c66723f01a3777ce34db950e5902f70d736b04a08b766d296236870a22e9c", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is a set of superficially similar workflow-chore PRs, but they mostly address different CI/security workflow behaviors in different files. No true duplicate pair stands out; the only strongly related group is the repeated pr-ci-security-gate.yml edits, and those are still separate changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and concrete workflow security fix in the set, so it is the best representative PR if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 has the clearest concrete code-path change: it adds checkout and explicit security checks for workflow-file and CI-infra modifications, making it the strongest standalone PR here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems: stdin handling for self-comment CI vs security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated change in a different workflow file; only broad CI similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment CI shell-input fix is unrelated to a reusable security-gate note update." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different security hardening target." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch shell command handling, but in different workflows and for different triggers." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark workflow trigger changes; unrelated code paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different concerns." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes are unrelated to reviewer assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow and different security issue; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow hardening edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner env cleanup is unrelated to the security-gate workflow note." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different security mechanisms." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions change and benchmark dispatch support are different changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Permissions tweak in anti-slop is unrelated to shell input handling in build-ci-docker-images." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout ref vs benchmark workflow dispatch are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow behaviors and code paths." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared underlying bug or change; different workflows." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger expansion and Docker-image tag detection are unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different CI concerns." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow shell tweaks, but they fix different scripts and different underlying behavior." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different security-gate changes: checkout/diff checks vs permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Different underlying edits to the same workflow file; one adds checks, the other only documents safety." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Security-gate hardening changes are distinct: runtime checks vs secrets handling." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval gating is not the same change as a comment-only reusable-workflow note." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes in the same workflow file; not the same underlying change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Commenting on workflow safety is unrelated to changing secrets inheritance." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different concerns." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow hardening edits." + } + ] + }, + "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": "b1412ebf0f81aba24a18ccff7ddf899e499b57327cd90f2ef093a504ff0ce944", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one boundary bug in MoonshineStreaming\u2019s right-side sliding window mask; PR 47162 is a broader superset that also applies the same fix to Gemma4 and adds tests.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical representative because it contains the same MoonshineStreaming fix as 46310 plus an additional matching fix in Gemma4 and test coverage, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest standalone PR: it addresses the same concrete off-by-one code-path bug in MoonshineStreaming and extends the same correction to another model, with tests included.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Both PRs make the identical MoonshineStreaming right-window comparison change (-dist <= right_window_size) for the same bug; 47162 just adds the same fix in Gemma4 and tests, so they are same underlying change for the Moonshine part." + } + ] + }, + "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": "d21bc97a6baa92ef7b0d9f9d0691d4aa4931c9b1c24f0a55002a8aa3fb365a24", + "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": "The cluster contains two unrelated pull requests: one fixes CodeLlama decoding behavior so real leading spaces are preserved, and the other fixes DeepSeek-Coder/DeepSeek-LLM v1 tokenizer-class misloading via checkpoint-prefix routing. They do not look like the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 46574 is a tokenizer decode fix in CodeLlama, while PR 46580 is an auto-tokenizer selection fix for specific DeepSeek checkpoints. They address different code paths and problems.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because the PRs are about different models and different failure modes; this looks like a heterogeneous cluster rather than duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different models, different files, and different bugs: 46574 changes CodeLlama decoder assignment to stop stripping real leading spaces, while 46580 adds checkpoint-prefix overrides so DeepSeek checkpoints load the correct tokenizer class. They are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46687-2", + "nodes": [ + "pull_request:46687", + "pull_request:47412" + ], + "soft_pairs": [ + "pull_request:46687|pull_request:47412" + ], + "prepared_review_unit_hash": "2de3d71dcc2e9972475beabd4d4fd9bd8543e059fbe44d5b3d45b64216e9438d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4494, + "estimated_input_tokens": 1124, + "estimated_eval_tokens": 2504 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4494, + "estimated_input_tokens": 1124, + "estimated_eval_tokens": 2504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same Wav2Vec2PhonemeCTCTokenizer stale-phonemizer_lang issue in the same tokenizer file, but PR 46687 and PR 47412 differ in scope enough that they should be treated as related rather than duplicate/mergeable equivalents. PR 47412 remains the better representative because it includes the focused fix plus regression tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47412 is the best canonical PR because it directly fixes the stale phonemizer_lang bug and includes regression tests, making it the most complete and self-contained representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47412 is the best overall representative since it covers the same bug with tests and a narrower, finalized implementation, while PR 46687 is an earlier variant of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46687", + "right": "pull_request:47412", + "accept": false, + "reason": "Related, but not conservative duplicates: both hit the same issue target and file, yet PR 46687 updates prepare_for_tokenization and phonemize, while PR 47412 only adjusts phonemize and adds tests. That is enough to relate them, but not enough to say they are the same concrete change or clearly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict is too strong for the packet. The evidence only clearly supports that both PRs target the same issue and same tokenizer file. However, the diffs are not identical in scope: PR 46687 changes both prepare_for_tokenization and phonemize, while PR 47412 changes only phonemize and adds tests. That is enough to say they are related, but not enough to conservatively accept them as close duplicates or as clearly mergeable into a single PR for the same bugfix. The representative/canonical choice of PR 47412 is fine, but the pairwise accept should be rejected or downgraded." + }, + "evaluator_used": true, + "retried": true, + "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": "c33ce3771dc0957b7970e2245ea8f9214e0752178ea459c68a2b97c45134e18f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5821, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5821, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related padding-mask fixes in adjacent attention/masking code, but they address different failure modes: one is a batch-size-1 mask gate in linear-attention models, the other is skipped masking on continued/recurrent forwards in the shared masking utility.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the better canonical representative because it fixes the broader shared masking utility and has an explicit issue target, making it the more central change in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest representative overall: it addresses the core reusable masking path, spans multiple affected models, and the diff and title clearly describe one concrete bug in continued forwards.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding masks, but the concrete bugs differ: 46773 fixes a batch-size-1 gating mistake in linear-attention model code, while 47087 fixes masking being skipped on continued/recurrent forwards via shared masking utilities. 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": 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": "be2229d6de747027e320737e1c00f6996e541382b6ca371d8b694e92b5789687", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three unrelated open PRs: one normalizes AnyToAny pipeline input keys, one validates Gemma4 audio/text placeholder batching, and one adjusts candidate-generation length capping. None look like duplicates of the same underlying fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47076 is the strongest standalone representative: it fixes a concrete processor bug, has clear validation logic, and includes matching tests across Gemma4/Gemma4-unified.", + "best_issue_reason": null, + "best_pr_reason": "PR 47076 is the best PR to anchor the cluster because it is the most substantial and self-contained change; the others target different code paths and are not mergeable into the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different components and bugs: AnyToAnyPipeline key normalization vs. Gemma4 processor placeholder validation. They do not fix the same code path and would not plausibly merge into one PR." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Completely different areas: multimodal pipeline input-key mapping vs. generation candidate length-capping. Shared theme is only general bug fixing, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310", + "pull_request:47380" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47380", + "pull_request:47124|pull_request:47281", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47380", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47280|pull_request:47380", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47380", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282", + "pull_request:47310|pull_request:47380" + ], + "prepared_review_unit_hash": "1a0d1ff416ded4d91dcb6874e06b4e288467b5098030b6c3646b141b01dd12a4", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28949, + "estimated_input_tokens": 7238, + "estimated_eval_tokens": 14732 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28949, + "estimated_input_tokens": 7238, + "estimated_eval_tokens": 14732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a mix of several unrelated integration-test fix PRs grouped by soft similarity. The only clear duplicate-like chains are EdgeTAM (47122 \u2194 47224), MiniMax-M3-VL load_error (47123 \u2194 47280), and Mamba2 OOM (47282 \u2194 47380); most cross-model pairs should not be merged.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broadest umbrella fix and explicitly targets the same EdgeTAM failure path while also grouping related integration-test repair work, so it is the closest cluster representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 47224 is the strongest overall representative because it is the most comprehensive fix PR and includes one of the clearest duplicate-like code-path repairs in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and failures: EdgeTAM import_or_config vs GLM46V integration-test changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "EdgeTAM backbone arg handling and MiniMax-M3-VL load/offload failure are unrelated code paths." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "MiniMax-M3-VL offload-folder load_error is unrelated to EdgeTAM's original_sizes kwargs bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Both address the same EdgeTAM failure path; 47224 includes the same fix in the same files, albeit bundled with other unrelated test-failure fixes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "EdgeTAM kwargs/backbone issue and Gemma3 cache_implementation behavior are unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error/offload-folder problem in the same test file; 47280 is a later, more complete version of the same fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error fixes, but for different models and different load failures." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL load_error and GLM46V test/model changes are not the same bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output mismatch are unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Falcon-Mamba generation output mismatch and Gemma3 cache handling are different model-specific issues." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Falcon-Mamba output mismatch and Mamba2 OOM are different failures in different code paths." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model/test failures: Falcon-Mamba output mismatch vs Mamba2 memory cleanup/OOM." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Falcon-Mamba generation expectations and GLM46V changes are unrelated." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "DeepSeek-V3.2 load_error and MiniMax-M3-VL load_error are separate model-specific failures." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "DeepSeek-V3.2 load_error and GLM46V changes are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL offload-folder fix and GLM46V model changes are different issues." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and failure modes: MiniMax-M3-VL load_error vs Gemma3 generation cache behavior." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are unrelated test failures." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "GLM46V model changes and Mamba2 OOM fixes are unrelated." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Both target the same Mamba2 integration-test OOM on the same test file; the fixes are compatible and could plausibly live in one PR." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Mamba2 OOM and Gemma3 cache_implementation behavior are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are different model-specific failures." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Gemma3 cache default handling and Mamba2 OOM cleanup are unrelated changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairs all point to the same model-specific failure area or a plausibly mergeable later variant, and the rejected cross-model pairs are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "beba9fa2fa72c8242a267fc7ddabb439814c54c50c6f08699115425e92e72d37", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs patch chat CLI management URL handling in `src/transformers/cli/chat.py`, but they are not the same fix: one normalizes a `/v1` base URL at interface construction, while the other routes a specific management call to the service root. Related, but not a clear duplicate pair.", + "confidence": 0.8, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47140 is the cleaner canonical representative because it directly addresses the `/v1` base-url bug and applies the normalization centrally for the chat interface.", + "best_issue_reason": null, + "best_pr_reason": "PR #47140 is the best single representative for the cluster because it appears to fix the broader code-path once, instead of patching only one management call.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "They target the same area but not the same concrete change: #47140 normalizes a `/v1` management base URL, while #47303 rewires `load_model` to the service root. Similar bug class, but not clearly one duplicate 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": 32, + "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": "69cdeab253a02ada381ce8242ddeb74ea8bfea8a0cce473c32c20fbc1da6d8f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: #47261 fixes label smoothing/gradient accumulation in the trainer, while #47262 changes TopHLogitsWarper behavior in generation. They do not share files, targets, or a concrete code path, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47261 is the better canonical representative because it is a focused, concrete bug fix with an explicit issue link and a narrowly scoped trainer change.", + "best_issue_reason": null, + "best_pr_reason": "PR #47261 is the most representative standalone fix in this set: it addresses a specific correctness bug and is clearly tied to a tracked issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different subsystems and different bugs: trainer loss scaling vs generation warper parameter handling. No shared code path or mergeable overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 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-47408-3", + "nodes": [ + "pull_request:47408", + "pull_request:47410", + "pull_request:47411" + ], + "soft_pairs": [ + "pull_request:47408|pull_request:47411", + "pull_request:47410|pull_request:47411" + ], + "prepared_review_unit_hash": "8fcf9671a45967c1d606c3b170e861691ecbf5f69ee6584078d1037310952c45", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6751, + "estimated_input_tokens": 1688, + "estimated_eval_tokens": 3632 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6751, + "estimated_input_tokens": 1688, + "estimated_eval_tokens": 3632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 47411 is the broadest, most general fix for silent near-total checkpoint mismatches during loading. PR 47408 is closely related and likely a narrower variant of the same underlying failure mode, while PR 47410 targets a different, more specific packed-weight mapping failure.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "47411 is the best canonical PR because it generalizes the hard-error check across conversions and quantization and appears to subsume the same silent-mismatch bug with the widest scope.", + "best_issue_reason": null, + "best_pr_reason": "47411 is the strongest representative of the cluster: it addresses the core silent-load problem directly, with the most complete and general guard plus tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47408", + "right": "pull_request:47411", + "accept": true, + "reason": "Both target the same underlying bug: silently accepting a checkpoint that matches almost none of the model\u2019s weights after conversion. 47411 is a broader version of the same hard-error fix, so these could plausibly be merged into one PR." + }, + { + "left": "pull_request:47410", + "right": "pull_request:47411", + "accept": false, + "reason": "47410 is a specific packed-weight-to-unpacked-weight mapping failure, while 47411 is a broader total-mismatch safeguard for conversions/quantization. They overlap in subsystem but not the same concrete code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 47408 and 47411 both address the same hard-error-on-near-total-mismatch pattern in `modeling_utils.py`, with 47411 clearly generalizing the guard to quantization as well. The rejection of 47410 is also conservative: it is a more specific packed-weight mapping failure, not obviously the same bugfix as the broader mismatch check in 47411. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/manifest.json b/snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9ddf70df3c15051781ae7f48a1992275d498ff08 --- /dev/null +++ b/snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260719t120035z", + "artifacts": { + "hybrid": "snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-19T12:08:10Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260719T120035Z", + "variant": "hybrid" +} diff --git a/snapshots/20260719T120035Z/manifest.json b/snapshots/20260719T120035Z/manifest.json index 6cd0b0dab1cf2b36d71540ad9980d03fd018f986..5200b21dbc165a69dc7334f9714eaa6efc14fa89 100644 --- a/snapshots/20260719T120035Z/manifest.json +++ b/snapshots/20260719T120035Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 207 }, "extracted_at": "2026-07-19T12:00:35Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260719t120035z", + "runs": { + "hybrid-model-20260719t120035z": { + "analysis_id": "hybrid-model-20260719t120035z", + "artifacts": { + "hybrid": "snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/manifest.json", + "model": null, + "published_at": "2026-07-19T12:08:10Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260719T120035Z", "watermark": {