diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 88973999af6673b7341a5cb53b996e7103d51f2d..3661b916e4edb98d971aee8fec54e659774d0369 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260519T060042Z", - "generated_at": "2026-05-19T06:11:15Z", + "snapshot_id": "20260519T120033Z", + "generated_at": "2026-05-19T12:09:02Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1615,29 +1615,58 @@ ] }, { - "cluster_id": "cluster-46053-2", + "cluster_id": "cluster-44001-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46053, + "canonical_pr_number": 44004, "issue_numbers": [], "pr_numbers": [ - 46053, - 46063 + 44001, + 44004 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46053, - "right_pr_number": 46063, - "code_similarity": 0.35, - "size_similarity": 1.0, + "left_pr_number": 44001, + "right_pr_number": 44004, + "code_similarity": 0.087, + "size_similarity": 0.237, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 1.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-44002-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44002, + 44029 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, "shared_filenames": [], "shared_file_areas": [] } @@ -1699,6 +1728,24 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44001-2", + "canonical_pr_number": 44004, + "duplicate_pr_numbers": [ + 44001 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -1725,15 +1772,6 @@ ], "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." - }, - { - "cluster_id": "cluster-46053-2", - "canonical_pr_number": 46053, - "duplicate_pr_numbers": [ - 46063 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46053-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 1a2db557e1e7667cd8bdb8f7656bcb75de0b9681..3c7249d57464e5f75956cdfb524a9cfe151d9c5d 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": "20260519T060042Z", - "generated_at": "2026-05-19T06:11:15Z", + "snapshot_id": "20260519T120033Z", + "generated_at": "2026-05-19T12:09:02Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -140,9 +140,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -496,8 +496,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -596,9 +596,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -874,8 +874,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -968,9 +968,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -1210,8 +1210,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -1304,9 +1304,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -1546,8 +1546,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -1637,9 +1637,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -1908,14 +1908,14 @@ "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "56ca0842aba2ab28c22bd9ebdd9cbf47694f6c67f8823e94b61bd17959907d98", + "prepared_review_unit_hash": "dc57e8c79c329815865dc8f628bf516bf3315ebf6084b7ed89e088d4c0e19d3d", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -1930,217 +1930,220 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated Transformers bugs: tokenizer regressions, model loading failures, quantization/offload issues, save/load problems, and architecture-specific resize/tie-weight defects. I did not find any soft pair that clearly shares the same underlying bug/change strongly enough to merge.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45812 is the strongest representative: it describes a clear, user-facing v4\u2192v5 regression with broad impact across all Granite models and a concrete symptom (wrong token IDs).", + "summary": "This cluster is mostly heterogeneous Transformers bug reports with only one strong near-duplicate family around `resize_token_embeddings` not propagating to tied/composite embeddings. Most soft pairs are related only by broad subsystem or version regression, not the same concrete bug.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45276 is the clearest representative of the only tight duplicate family here: it describes `resize_token_embeddings` failing to update downstream embeddings in a composite model, with explicit affected submodules and some inbound reference signal.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best overall issue candidate because it is broad, clearly scoped, and likely to remain understandable as a standalone regression report.", + "best_issue_reason": "issue:45276 is the best cluster representative because it is concrete, well-scoped, and the closest anchor for the resize-token-embedding duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they appear to be different bugs on different model families: DeepSeek V3/R1 pre-tokenizer override vs Granite token IDs." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (`LlamaTokenizer` pre-tokenizer override vs Granite token IDs)." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure, while the other is a bad inference result for the base model/pipeline." + "reason": "Both mention SigLIP2, but one is a docs/example mismatch plus quantization failure while the other is a runtime/model-output issue in AutoModel/pipeline." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and different failure modes: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash loading in tests." + "reason": "Different models and different bugs: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash loading in tests." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but they target different models and likely different root causes." + "reason": "Both are tokenizer/model loading complaints, but they target different models and likely different root causes." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Related to Transformers 5.0 model initialization, but one is non-persistent buffer initialization and the other is notebook custom-model initialization." + "reason": "One is about junk-filled non-persistent buffers; the other is about custom-model initialization in Jupyter. Same version, different code-paths." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory efficiency, but one is Qwen3 MoE training memory usage and the other is quantization/offload behavior." + "reason": "One is training-time MoE memory usage, the other is offloading behavior under quantization. Related theme, not the same bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different product paths and symptoms: Qwen3.5 chat crashes vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Different failures in different components: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading regressions, but they concern different Qwen3 variants and different breakage mechanisms." + "reason": "Both involve model loading, but one is a LoRA hf4.x/hf5.x compatibility issue and the other is a Qwen3-VL shape-mismatch problem." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both concern memory, but one is MoE training inefficiency and the other is increased reserved CUDA memory under int4 quantization." + "reason": "Different resource problems: Qwen3 MoE training memory inefficiency vs int4 quantization causing higher CUDA reserved memory and OOM." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different models and different issues: GLM5 loading vs a save/load regression for sinq-quantized models." + "reason": "Different save/load issues on different models; too broad to be the same concrete bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch attention code, but the concrete bugs differ: Qwen3.5 position_ids handling vs s_aux=None in sink-less Flash Attention." + "reason": "Both touch attention kernels, but one is a Qwen3.5 3D position_ids misinterpretation crash and the other is an `s_aux=None` attribute error." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "The former is a Qwen3 MoE hf4.x/hf5.x compatibility problem; the latter is a resize_token_embeddings propagation bug." + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to `resize_token_embeddings` not updating output embeddings." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both relate to loading/saving internals, but extra_state handling and init_empty_weights/_is_hf_initialized are distinct defects." + "reason": "One is about `extra_state` handling in save/from_pretrained; the other is a meta-init argument regression. Different initialization/saving paths." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Same API surface, but different architectures and likely different code paths; not clearly the same concrete bug." + "accept": true, + "reason": "Both report the same `resize_token_embeddings` propagation bug: the API updates one embedding path but leaves tied/composite embeddings stale in different model subclasses." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + "reason": "Import error for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying issues, but they involve different model classes and are not clearly one shared defect." + "reason": "Both are weight-tying bugs, but they affect different model classes and different tied parameters (`lm_head` vs broader generation path)." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 device mapping CUDA assert vs AudioFlamingo3 batched inference leak." + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 embedding/token leak are different bugs." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is a dependency issue; meta-device loading breakage is a separate model-loading bug." + "reason": "Torch 2.10 compatibility and `torch.device('meta')` loading regressions are distinct issues." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch is a model artifact issue, while sleng-bert loading failure is a separate load regression." + "reason": "Tokenizer vocab-size mismatch vs a separate model-loading failure for `cjvt/sleng-bert`; not the same defect." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely different models and problem types: SigLIP2 docs example vs GLM5 loading." + "reason": "SigLIP2 doc/example issues are unrelated to GLM5 model-loading behavior." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA and the apex FusedRMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex FusedRMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and bugs: Gemma-4 FSDP2 attention state vs Qwen multimodal config unwrapping." + "reason": "Gemma4 FSDP2 attention state reconstruction and Qwen3.5 multimodal `from_config` unwrapping are different code paths." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/memory related, but offloading failure and int4 reserved-memory OOM are different issues." + "reason": "Offloading/quantization behavior and int4 reserved-memory OOM are related only at a high level, not the same concrete bug." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma-4 FSDP2 attention state handling." + "reason": "Sparse layer creation in SwitchTransformers is unrelated to Gemma4 FSDP2 attention state handling." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling and mmap-related OOM on Strix Halo are unrelated." + "reason": "Meta-init argument handling and mmap/Strix Halo OOM are different loading/runtime problems." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different models and code paths: Gemma-4 FSDP2 KeyError vs Qwen3 MoE rotary embedding CPU offload incompatibility." + "reason": "Gemma4 FSDP2 attention state and Qwen3.5 MoE CPU-offload rotary embedding incompatibility are unrelated." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batching leak and Gemma4 device mismatch under auto device_map are not the same bug." + "reason": "AudioFlamingo3 batch token leak and Gemma4 PLE device mismatch are different model-specific bugs." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different models and quantization formats; one fails loading Qwen-3-8B-NVFP4, the other falls back to bf16 for git-oss-20b MXFP4." + "reason": "Qwen-3-8B-NVFP4 runtime error and MXFP4 load fallback are different quantization issues." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is quantization-induced reserved-memory growth and the other is mmap-related on Strix Halo." + "reason": "Int4 quantization OOM and mmap-on-Strix-Halo OOM are both memory issues but not the same underlying bug." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model-loading failure for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are distinct." + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and mmap/OOM mitigation are unrelated issues." + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different failure modes." }, { "left": "issue:45276", "right": "issue:45292", "accept": false, - "reason": "These are close in symptom, but the titles suggest different scopes and architectures; not enough evidence they share one concrete underlying defect." + "reason": "Both are about `resize_token_embeddings`, but the affected fields and model structures differ enough that this is not clearly the same concrete bug." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load workflows, but one is a permissions propagation bug and the other is wrong module resolution on load." + "reason": "One is about permission propagation during `save_pretrained`; the other is loading the wrong custom module after save. Different defects in the save/load stack." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft pair (issue:45276 \u2194 issue:45335) is well supported by the titles as a resize_token_embeddings propagation bug. The other soft-edge rejections stay conservative and do not overstate duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2152,8 +2155,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -2246,9 +2249,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -2488,8 +2491,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -2578,9 +2581,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -2799,8 +2802,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -2890,9 +2893,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -3120,8 +3123,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -3210,9 +3213,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -3510,14 +3513,14 @@ "issue:43377|issue:44898", "issue:43322|issue:46050" ], - "prepared_review_unit_hash": "f0fcf0b8e78010406c4793e0018b73cdeb9ad7594ede685543b2eea7af75808a", + "prepared_review_unit_hash": "5507a8b5124c176faeb326ba715ce16effa67eb2ad136e47acad8330b5e74cff", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -3532,186 +3535,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated model-loading, quantization/offload, tokenizer, multimodal, and training bugs. None of the soft pairs look like the same underlying defect closely enough to merge, though a few share broad themes like device_map/offload or tied weights.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43873 is the broadest open report in the cluster and has the most cross-cutting quantization/offloading framing, so it is the best representative hub if one must be chosen. That said, the cluster is too mixed for a strong canonical duplicate target.", + "summary": "This is a heterogeneous collection of unrelated model-loading, tokenizer, multimodal, offload, and quantization regressions. The soft pairs are mostly thematically similar at a subsystem level, but none look like the same concrete bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest and most active open report in the set, centered on offloading/quantization behavior, which is the closest recurring theme among several nearby reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest global issue candidate because it is open, broadly worded, and closest to a cluster-level umbrella topic. It is still only a loose representative, not a true duplicate anchor for most of the items here.", + "best_issue_reason": "issue:43873 is the strongest triage anchor: open, high-discussion, and broad enough to represent the most likely overlapping area without being overly specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and different failures: Qwen2.5-VL RoPE/position-id scaling vs Kosmos2.5 OCR index error." + "reason": "Both are multimodal model bugs, but one is about Qwen2.5-VL rope indexing for still images and the other is a Kosmos2.5 OCR long-input index error; different code paths and symptoms." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device model-loading regressions are unrelated bugs." + "reason": "Whisper runtime failure and generic meta-device loading breakage are different failures affecting different mechanisms." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights/lm_head, but one is a model-specific generation bug and the other is a device-dependent serialization inconsistency." + "reason": "Both mention lm_head/tied weights, but one is a missing tie causing bad generation and the other is inconsistent serialization depending on device; related area, not the same bug." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different stacks and symptoms: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading under v5." + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are distinct model/version-specific issues." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading issue vs a general torch 2.4.1 and transformers 5.8.0 incompatibility report." + "reason": "PaddleOCR-VL/vLLM model loading and a torch-vs-transformers compatibility issue are different problems." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM-related, but they concern different models and different root causes." + "reason": "Both involve OOM, but one is an int4 quantization memory regression and the other is a specific video model running out of memory." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL temporal position-id scaling." + "reason": "Checkpoint-resume key mismatch is unrelated to Qwen2.5-VL rope index scaling." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "One is a multimodal video-input regression in Qwen variants; the other is a Gemma4 device-mismatch forward bug." + "reason": "Video-input regression in Qwen multimodal models and Gemma4 PLE device mismatch are unrelated code-path failures." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." + "reason": "CPU-offload device mismatch in Bark is unrelated to torch.export failures caused by torch_compilable_check." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument handling and strict config loading are different code-path bugs." + "reason": "Unexpected init_empty_weights argument and strict granite_speech config loading are separate compatibility/config issues." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." + "reason": "Audio chat-template sample-rate default bug is unrelated to PEFT local-checkpoint loading." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "A single tokenizer special-token regression is not the same defect as broad wrong-token-id regressions across multiple models." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is wrong token IDs across several models." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two separate model-loading failures with no clear shared root cause." + "reason": "Two different model-loading failures with no shared concrete mechanism." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity anomaly on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated." + "reason": "Perplexity anomaly on GPT-OSS and Whisper empty-transcription failure are unrelated." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated issues." + "reason": "Bark voice_preset not working and progressive generation with inputs_embeds/past_key_values are different features and bugs." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading failure and tokenizer changes across versions are different bugs." + "reason": "Offloading/quantization behavior and tokenizer-version drift are not the same bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes in NER/padding are unrelated to torch.export support for torch_compilable_check." + "reason": "LayoutLMv2 tokenizer crashes and torch.export failures from torch_compilable_check are unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU-offload device mismatch for Bark and DAC from_latents/STE mismatch do not share the same code path." + "reason": "Both are audio-model related only at a very broad level; one is device offload mismatch, the other is DAC latent conversion mismatch." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with embeddings is unrelated to Qwen3 auto device mapping CUDA asserts." + "reason": "Progressive generation issues and Qwen3 auto device-mapping cuda assert are distinct failures." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map=auto, but they hit different models and different failure modes." + "reason": "Different models and different device-mapping/device-mismatch bugs." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied-weight serialization/generation bug and Bamba SDPA torch.compile bug are not the same defect." + "reason": "Weight-tying serialization bug and Bamba SDPA torch.compile failure are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask parity in MIMI encoding and OmDet-Turbo image-size mismatch are unrelated." + "reason": "Padding-mask batch inconsistency in MIMI and OmDet-Turbo processor size mismatch are not the same issue." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offload/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint; not the same concrete bug." + "reason": "Both concern quantization/offload, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; too vague to call the same bug." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Doc-example mismatches/quantization errors and iterable-dataset multi-image finetuning failures are unrelated." + "reason": "Doc example errors for SigLIP2 and iterable-dataset multi-image finetuning failure are different reports." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config and failing to unwrap text_config in composite multimodal configs are different issues." + "reason": "Missing pad_token_idx in StableLmConfig and multimodal config unwrapping in from_config are separate configuration bugs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying/serialization and bfloat16 dtype mismatches are separate problems." + "reason": "lm_head weight tying and dtype mismatches in bfloat16 inference are unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing gradient-checkpointing capability flag." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and a missing supports_gradient_checkpointing flag are different problems." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different model families and failure modes: encoder padding-mask parity vs image-classification resolution handling." + "reason": "Batch padding-mask output drift and Perceiver non-default-resolution failure are different model behaviors." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault and sinq quantization save/load breakage are distinct defects." + "reason": "Segfault loading Llava Next and quantized-model save/load breakage are not the same code-path." } ] }, @@ -3730,8 +3733,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -3824,9 +3827,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -4063,8 +4066,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -4151,9 +4154,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -4450,14 +4453,14 @@ "issue:44220|issue:44661", "issue:43720|issue:43819" ], - "prepared_review_unit_hash": "53b1cf6a8cd10a060e6f8d582b7aca622096b2d86af5ed265258188ad11bea1b", + "prepared_review_unit_hash": "59fdf42c83437e5d68e14a15941f1405e227708505c830132cbaf730598458d9", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -4472,208 +4475,205 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the only clear duplicate-like edge is the tokenizer offline-loading regression. Most other pairs share a broad subsystem or model family but not the same concrete bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44843 is the most specific root-cause report in the only plausible duplicate subcluster: an offline tokenizer-loading failure caused by an unconditional hub call in _patch_mistral_regex.", + "summary": "This cluster is a loose collection of mostly unrelated bug reports across tokenizer loading, multimodal models, quantization, offload, and training/runtime edge cases. The soft links are thematic similarities, but I don\u2019t see a single underlying bug or change tying them together.", + "confidence": 0.24, + "canonical_issue_reason": "I\u2019d use issue:44843 as the closest canonical issue because it is a concrete tokenizer-loading/offline regression and best matches the strongest recurring theme in the set. Even so, it is only a loose thematic anchor, not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best representative issue because it names the concrete failing code path and can plausibly subsume the broader HF_HUB_OFFLINE cache-loading symptom.", + "best_issue_reason": "Issue:44843 is the best representative of the tokenizer/offline subgroup, with a clear code-path and user-visible failure. It is not a global duplicate representative for the whole cluster, since the rest of the items span many different bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Different bugs: a tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." + "reason": "Different problems: a LoRA warning about tie_word_embeddings versus a regression saving incorrect visual encoder keys in Qwen3.5." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions, but they concern different models and different failure modes (ScandiBERT load failure vs tokenizer load failure for est-roberta)." + "reason": "Both are tokenizer-loading reports, but they target different models and failure modes: ScandiBERT load failure vs EMBEDDIA/est-roberta tokenizer loading regression." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different concrete problems: Qwen3VL weight_only loading error vs Qwen2.5-VL video vision_position_ids mismatch." + "reason": "Qwen3VL weight_only loading error is not the same as a Qwen2.5-VL video vision_position_ids bug." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Unrelated model paths and symptoms: Perceiver resize/interpolation failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Both mention inference/runtime mismatches, but they affect different models and different code paths; not one concrete bug." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Not the same bug: one is loading a specific model repo, the other is an image-processor dependency regression around torchvision." + "reason": "Loading a specific model fails in 5.1.0 versus PIL image processors incorrectly requiring torchvision; unrelated causes." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different issues entirely: PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation." + "reason": "An optional post_init policy issue is unrelated to num_labels propagation between Qwen3.5 configs." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Different failure modes: sliding_window handling in Qwen3-MoE vs a Float8 storage lookup error." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.x, but one is config unwrapping for multimodal models and the other is CPU offload compatibility in rotary embeddings." + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are different bugs in different model paths." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Tokenizer construction bug vs a model load failure; no shared underlying code path is evident." + "reason": "AddedToken special-argument duplication is unrelated to a model loading failure." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are processor/model mismatches in vision workflows, but they describe different models, different input sizing, and different symptoms." + "reason": "SigLIP2 example/model-processor mismatch and OmDet-Turbo processor/model resolution mismatch are separate multimodal issues." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer behaviors: embedding unpacking with TRL SFT vs evaluate() failing after train()." + "reason": "TRl SFT embedding unpacking and trainer.evaluate after trainer.train are different trainer-state failures." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Memory-leak RMSNorm selection in T5 vs a missing supports_gradient_checkpointing flag; unrelated bugs." + "reason": "Apex FusedRMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag in a trust_remote_code model." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different code paths: flash_attention sink-less handling vs from_config text_config unwrapping." + "reason": "Flash attention sink-less s_aux handling is unrelated to composite Qwen 3.5/3.6 config unwrapping." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Different bugs: Gemma-4 FSDP2 shared_kv_states rebuild vs missing gradient-checkpointing support flag." + "reason": "Gemma-4 FSDP2 shared_kv_states reconstruction is unrelated to a model config flag missing on a trust_remote_code variant." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same offline tokenizer-loading regression: both point to HF_HUB_OFFLINE failures in tokenizer from_pretrained/cache resolution, with 44843 giving the concrete root cause." + "accept": false, + "reason": "Both involve offline/tokenizer loading, but one is cache loading under HF_HUB_OFFLINE=1 and the other is an unconditional model_info() call in a Mistral regex patch." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Related token/special-token area, but not the same bug: runtime post-processor updates vs BigBirdTokenizer mask token registration." + "reason": "Runtime special-token post-processor updates and BigBirdTokenizer mask-token registration are not the same bug." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different loading/serialization problems: PEFT local checkpoint loading vs sinq quantized model save/load breakage." + "reason": "PEFT adapter local checkpoint loading and sinq quantized save/load breakage are different serialization/loading problems." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Completely different training/eval and DeepSpeed issues; no shared underlying defect." + "reason": "Gradient checkpointing in eval mode and abnormal gradient growth under ZeRO-3 are distinct training issues." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both touch tokenizers, but one is special-token post-processing and the other is LayoutLMv2 NER padding/truncation crashes." + "reason": "TokenizersBackend special-token post-processor updates are unrelated to LayoutLMv2Tokenizer crashes on NER and padding/truncation." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model-specific correctness bugs: SigLIP2 inference mismatch vs CamemBERT masked-LM regression." + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline and CamemBERT masked-LM regressions are different model-specific bugs." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Unrelated config attribute error vs Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_id on Llama4Config is unrelated to sliding_window behavior in Qwen3-MoE." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different subsystems and symptoms: apex RMSNorm leak vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "T5 apex RMSNorm leak has nothing to do with Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash on Mistral tokenizers and the other is a Kimi-K2.5 codec/warning regression; not the same concrete failure." + "reason": "A Mistral regex patch crash when loading tokenizers is not the same as Kimi-K2.5 codec handling and warning regression." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different issues: Qwen3 auto device mapping assert vs T5/apex RMSNorm leak." + "reason": "Qwen3 auto device mapping cudaErrorAssert and T5 RMSNorm memory leak are unrelated runtime failures." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different model/runtime failures: Deepspeed ZeRO-3 init with BertModel vs _torch_extract_fbank_features()." + "reason": "Deepspeed ZeRO-3 init with BertModel and _torch_extract_fbank_features() are different stack traces and code paths." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Different topics: tokenizer regex/codec regression vs a Hub API forwarding bug for list_repo_files()." + "reason": "Kimi-K2.5 tokenizer regression is unrelated to list_repo_files forwarding a revision argument in CI." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Documentation example/model-processor mismatch vs quantization offloading behavior; not the same bug." + "reason": "SigLIP2 doc example errors and quantization/offloading behavior are not the same underlying bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different quantization/loading issues: PEFT checkpoint loading vs offloading behavior with quantization." + "reason": "PEFT adapter local checkpoint loading is unrelated to quantization offloading not working as expected." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Different multimodal training/loading problems; no concrete overlap beyond broad ML workflow." + "reason": "IterableDataset multi-image finetuning failure and PEFT adapter checkpoint loading are different multimodal/training bugs." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Different bugs: audio feature extraction vs add-new-model-like handling in TOKENIZER_MAPPING_NAMES." + "reason": "Feature extraction failures are unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different quantization/autoload problems: packed BitNet weights during accelerate loading vs DAC latent reconstruction mismatch." + "reason": "BitNet packed-weight loading during accelerate initialization and DAC from_latents/STE mismatch are different model implementation bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted edge, issue:42886 \u2194 issue:44843, is well supported by the titles as the same HF_HUB_OFFLINE tokenizer-loading regression, and the rest of the soft-edge rejections do not overclaim equivalence based on the available evidence." - }, - "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 }, @@ -4685,8 +4685,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -4772,9 +4772,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -4975,8 +4975,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -5065,9 +5065,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -5365,14 +5365,14 @@ "issue:44568|issue:45488", "issue:43257|issue:43931" ], - "prepared_review_unit_hash": "6ec5175b5743d63f21f05b566a238002800f5fb49d2bdd95b0c3ccec866b6f16", + "prepared_review_unit_hash": "f12c931aed6e8c9f229914d0946252a3374864290cba0417c48afdd79dd392fa", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -5387,192 +5387,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of distinct Transformers regressions across different models and subsystems. None of the soft-linked pairs look like the same concrete bug/change, so I rejected all of them. If one issue must serve as the representative umbrella, issue 45020 is the broadest loading-regression report, but it still is not a duplicate of the others.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-like report in the set: it describes a general recent-version regression affecting remote_code model loading, which is the closest fit for representing the cluster as a whole.", + "summary": "Highly heterogeneous cluster: the items span unrelated trainer, tokenizer, multimodal, loading, and quantization bugs. None of the soft pairs look safe to merge as duplicates; 45020 is only a broad anchor, not a true duplicate hub.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the config/loading regression theme, but the cluster overall is not a coherent duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best overall representative because it is broad, well-scoped as a regression report, and closer to the common theme of loading failures than the more model-specific issues.", + "best_issue_reason": "Issue 45020 is the best global anchor because it is the most umbrella-like and closest in scope to several loading/config reports, even though the cluster is mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both are loading-related, but one is a specific KeyError for MobileLLM-125M while the other is a broad remote_code regression; not the same concrete failure." + "reason": "Different bugs: MobileLLM key lookup vs a broad remote_code/config-loading regression." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "One is a multimodal video-token counting bug, the other is a broken auto-mapping entry for removed configs; different code paths and symptoms." + "reason": "Different code paths: undefined video-token helper vars vs stale auto_mappings config references." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated bugs." + "reason": "Unrelated: tokenizer special-token registration vs MXFP4 quantization/load fallback." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve unsafe exception handling, but they are in different functions with different failure modes and cannot be treated as the same bug." + "reason": "Both are exception-handling bugs, but in different functions and subsystems." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "A Zero3/non-pretrained-BERT IndexError is distinct from trainer.evaluate() failing after train(); different lifecycle and root cause." + "reason": "Different trainer failures: ZeRO-3/non-pretrained BERT indexing vs post-train evaluate behavior." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both concern from_pretrained/tokenizer loading, but one is gguf_file handling across APIs and the other is a specific tokenizer regression for EMBEDDIA/est-roberta." + "reason": "Both involve loading, but one is gguf_file handling and the other is a tokenizer regression for a specific model." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local checkpoint loading for PEFT adapters is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Different paths: PEFT local checkpoint loading vs Whisper batch_decode skip_special_tokens." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "A missing Float8 storage type is a tensor/storage issue, not the torchvision dependency regression in image processors." + "reason": "Different issues: missing Float8 storage support vs PIL image processors requiring torchvision." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both are vision-model mismatches, but they affect different models and different processor/model expectations." + "reason": "Both are vision-model symptoms, but the root causes and models differ." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID loss are separate model/config bugs." + "reason": "Different bugs: DAC latent/forward mismatch vs DiaConfig save/load losing token IDs." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and different failures: GLM-4.7-Flash loading in tests vs Qwen3.5 flash-attention generation regression." + "reason": "Different model-loading/runtime failures; no shared code path is evident." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "A docs-example model/processor mismatch plus quantization failure is not the same as a GPT-oss MXFP4 loading fallback." + "reason": "Documentation/example mismatch and quantization failure vs a separate MXFP4 load regression." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import removal and custom-model initialization in Jupyter are unrelated breakages." + "reason": "Different regressions: GenerationMixin import path vs custom model initialization in notebooks." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading with accelerate+deepspeed is unrelated to the multimodal video-token helper bug." + "reason": "Different subsystems: MoE weight conversion during loading vs multimodal video token counting." }, { "left": "issue:43550", - "right": "issue:45042", + "right": "issue:44912", "accept": false, - "reason": "Torch.compile/SDPA on Bamba is unrelated to image-processor torchvision requirements." + "reason": "Unrelated: torch.compile/SDPA failure vs quantization fallback." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking for BitNet under accelerate and OmDet-Turbo processor shape mismatch are different issues." + "reason": "Different mechanisms: packed-weight unpacking vs processor output shape." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Garbage text from untied lm_head weights is not the same as dtype propagation remaining float32 for Blip2." + "reason": "Different model-specific loading bugs affecting unrelated architectures." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "MoE weight conversion/loading and CUDA OOM on GPT-oss-20b are unrelated." + "reason": "MoE weight conversion vs OOM; no duplicate evidence." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both mention video-related behavior, but one is a specific undefined-symbol bug in token counting and the other is a broader video-input regression across several Qwen variants; not enough evidence for same underlying fix." + "reason": "Related theme, but one is an internal undefined-variable bug and the other is a broader video-input regression; not the same concrete fix." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL-backend torchvision dependency are unrelated." + "reason": "Unrelated model attention bug vs image-processor torchvision dependency." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode skip_special_tokens handling affect different APIs and different output stages." + "reason": "Both are processor API issues, but one is audio chat templating and the other is Whisper decoding." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion/loading." + "reason": "Completely different: local-path import warning vs accelerate/deepspeed MoE loading." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and compute_loss receiving num_items_in_batch are separate API breakages." + "reason": "Different API breakages: import path change vs compute_loss signature change." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are both memory/loading themed, but they are different mechanisms and different fixes." + "reason": "Both are loading/memory-related, but the concrete failures and fixes differ." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Two tokenizer regressions, but they affect different tokenizers with different underlying issues (special tokens vs codec/regex handling)." + "reason": "Different tokenizer regressions for different models and symptoms." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code is different from AutoModelForCausalLM not unwrapping text_config in composite multimodal configs." + "reason": "Both touch config handling, but one is trust_remote_code field loss and the other is composite text_config unwrapping." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video/multimodal processing, but one is token counting and the other is batched processor output shape." + "reason": "Both are video-related, but one is undefined helper usage and the other is batched output shape handling." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState num_input_tokens_seen not updating is unrelated to GPT-oss-20b perplexity on WikiText-2." + "reason": "Different problems: TrainerState token counting vs GPT-oss perplexity on WikiText-2." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer failures: missing BOS/EOS insertion versus LlamaTokenizer overriding ByteLevel pre-tokenizer behavior." + "reason": "Different tokenizer bugs affecting different models and code paths." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE loading with accelerate+deepspeed and Qwen3-VL weight-shape mismatch are different model-loading bugs." + "reason": "Different Qwen loading failures: MoE weight conversion vs VL shape mismatch." } ] }, @@ -5591,8 +5591,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -5684,9 +5684,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -5920,8 +5920,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -6005,9 +6005,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -6282,14 +6282,14 @@ "issue:29159|issue:33357", "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "72b2427b403a7fee0e234d4e4e07516d86e7806b6b03ee6791c3e469e57e2c8c", + "prepared_review_unit_hash": "7b558c0abc4d21814a168b84080aefcdd5574d4148596bac350d9c7c71d8339c", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -6304,192 +6304,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose transformer issue cluster with several tokenizer/loading regressions, but the soft edges are mostly superficial matches rather than true duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44843 is the clearest anchor in the cluster: it reports a concrete `AutoTokenizer.from_pretrained` regression in a common loading path, and it sits in the densest tokenizer/loading subset of the soft similarities.", + "summary": "These issues form a loose collection of unrelated Transformers bugs; the soft edges mostly reflect topical similarity rather than true duplicates, so none should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report here, centered on version-dependent tokenization changes, so it best represents the loose tokenizer/regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best overall representative because it is specific, reproducible, and broadly relevant to the shared loading/tokenizer theme without being overly narrow.", + "best_issue_reason": "Issue 44843 is the most concrete and actionable: it names a specific code path (_patch_mistral_regex/model_info) and a clearly scoped HF_HUB_OFFLINE failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is about `num_labels` propagation and the other is about strict config loading for `granite_speech`; different bugs and code paths." + "reason": "Both are config-loading bugs, but they hit different models and different failure modes: num_labels propagation vs strict granite_speech config parsing." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "`gguf_file` loading breakage and Blip2 dtype preservation are unrelated issues, despite both involving model loading." + "reason": "One is gguf_file breaking AutoTokenizer/AutoModel loading; the other is a BLIP-2 dtype propagation bug. Different code paths." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch loading entrypoints, but `gguf_file` breaks tokenizer/model loading while 44843 is an offline-mode regression from an unconditional `model_info()` call; not the same defect." + "reason": "gguf_file loading failure and unconditional model_info() in _patch_mistral_regex are separate tokenizer-loading regressions." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve `apply_chat_template`, but the failures are different: batched input with `padding=False` versus assistant tool-call messages with no content." + "reason": "Both involve apply_chat_template, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "A `processor.tokenizer` regression and a Kimi tokenizer codec/regex regression are different problems in different code paths." + "reason": "These are distinct regressions: processor.tokenizer/image handling in custom model code versus Kimi-K2.5 codec handling and warning behavior." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is serialization/device-dependent `lm_head.weight` behavior and the other is a translation-model tied-weights issue; not the same bug." + "reason": "Both mention tied weights, but one is about device-dependent lm_head.weight serialization and the other about translation-model weight tying issues; not the same concrete bug." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "An unexpected position-id key warning and quantized save/load breakage are distinct failures." + "reason": "Unexpected position-id key errors and quantized save/load breakage are different model-state serialization problems." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper `batch_decode` skipping special tokens are unrelated model/processor bugs." + "reason": "DAC.from_latents mismatching forward and Whisper batch_decode skipping special tokens are unrelated processor/model behaviors." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer evaluate-after-train behavior and Gemma4 `device_map=\"auto\"` forward device mismatch are different issues." + "reason": "trainer.evaluate() after train() is a trainer lifecycle bug; Gemma4 PLE device mismatch is a device_map/forward placement bug." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLuke tokenizer task AttributeError are different tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different tokenizer defects." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero-probability outputs and custom processor/tokenizer regression are unrelated." + "reason": "Siglip2 zero probabilities and processor.tokenizer regression in custom model code are unrelated issues." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are not the same underlying bug." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are separate vision/training problems." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLuke tokenizer task failures and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are distinct tokenizer-loading issues." + "reason": "MLukeTokenizer failing on tasks and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Incorrect auxiliary-loss normalization and DeepseekV3MoE divergence are both MoE-related but not the same concrete code-path problem." + "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote implementation are not the same change." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "A missing special-token registration bug and `add_special_tokens=True` not adding BOS/EOS are related in theme only." + "reason": "Both are special-token issues, but one is mask-token registration and the other is add_special_tokens not adding BOS/EOS; different behavior." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation inconsistencies with compiled forward and recurrent-state reset behavior under cache are different generation bugs." + "reason": "Chunked generation with compiled forward and recurrent-state reset with cache are distinct generation/cache bugs." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and a reproduction of another issue are not enough to establish the same underlying defect." + "reason": "Qwen3 auto device mapping cudaErrorAssert and an isolated reproduction of another issue are not the same underlying bug." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 NaNs from sliding-window/all-padding batches and NaNs in classification heads after checkout/init are different failures." + "reason": "Gemma3 mixed-length NaNs and classification-head NaNs after checkout/init are different numerical instability reports." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype propagation and RTDetrV2 output divergence in v5 are unrelated." + "reason": "BLIP-2 dtype remaining float32 and RTDetrV2 output divergence in v5 are unrelated regressions." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and a T5 RMSNorm memory leak are separate issues." + "reason": "MoE auxiliary-loss normalization and T5's apex.FusedRMSNorm memory leak are different model-level issues." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and `_gpu_broadcast_one` receiving `NoneType` are unrelated." + "reason": "Torch-missing ImportError and trainer _gpu_broadcast_one(NoneType) are completely different failures." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch import failure and a MacOS bus error with a CLIP model are different bugs." + "reason": "PyTorch-not-found ImportError and a MacOS CLIP bus error do not share a concrete code path." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields in `AutoConfig.from_pretrained` and removal of `is_torch_fx_available` breaking remote-code models are distinct trust-remote-code regressions." + "reason": "AutoConfig missing fields with trust_remote_code and removal of is_torch_fx_available are separate v5 compatibility problems." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but 44843 is an offline-mode `_patch_mistral_regex` problem while 44991 is a separate failure loading EMBEDDIA/est-roberta." + "reason": "Offline model_info() patching and tokenizer loading failure for EMBEDDIA/est-roberta are different regression causes." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch not found and output embedding reinitialization after resizing token embeddings are unrelated." + "reason": "Missing PyTorch and post_init reinitializing output embeddings are unrelated issues." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different bugs." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Incorrect auxiliary-loss normalization and version-dependent tokenization changes do not describe the same issue." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBird special-token registration and DiaConfig losing custom token IDs after save/load are separate serialization/tokenization bugs." + "reason": "Custom model initialization breakage and FSDP_CPU_RAM_EFFICIENT_LOADING are distinct compatibility problems." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error on a CLIP model are not duplicates." + "reason": "Slow/fast tokenizer inconsistency and a CLIP MacOS bus error are not the same bug." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and a MobileLLM loading KeyError are different code paths and symptoms." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load-time KeyError are unrelated." } ] }, @@ -6597,14 +6585,14 @@ "issue:28218|issue:33357", "issue:43540|issue:44977" ], - "prepared_review_unit_hash": "cdab8b7111bd337d4535ad20dd9d4627afe7f91f06700b63cfa43116817f5b77", + "prepared_review_unit_hash": "078fe2cba414e2ad92decccd65fc9236bb0df668237a57f04dcde87087c07242", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -6619,96 +6607,96 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous, and none of the suggested soft pairs looks like the same underlying bug/change. Most links are broad \u201csimilar symptom\u201d matches across different models, configs, or subsystems rather than true duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated tokenizer, training, loading, generation, vision, and config regressions.", + "summary": "This cluster is heterogeneous: it contains many unrelated Transformers bugs (tokenization, model loading, trainer, multimodal, config, and attention issues). I did not find a convincing duplicate pair among the soft edges, so no edges are accepted.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43550 is a concrete, user-facing runtime failure with a clear code path (torch.compile + SDPA) and is one of the more central similarity anchors in this set, so it works best as the cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally suitable as a duplicate hub because the cluster does not share one concrete failure mode or code path.", + "best_issue_reason": "issue:43550 is the most actionable standalone issue here: it has a specific reproduction surface, a clear failure mode, and broad enough runtime impact to serve as the best issue anchor even though the overall cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different failures: Bamba torch.compile/SDPA vs DiaConfig save/load token-id loss and generation IndexError." + "reason": "Different bugs: one is a compile/SDPA runtime failure, the other is a save/load token-ID corruption leading to generation errors." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both are generation bugs, but one is compiled-forward inconsistency and the other is flash-attention behavior in Qwen3.5; not the same code path." + "reason": "Different code paths and symptoms: compiled forward chunked generation inconsistency vs flash-attention generation failure." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Unrelated subsystems: model compile/attention backend vs MLukeTokenizer task AttributeError." + "reason": "Unrelated failures: Bamba compile/SDPA runtime bug vs MLukeTokenizer task AttributeError." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Both involve Qwen3.5-family models, but one is a video-input regression and the other is num_labels propagation; distinct bugs." + "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is a num_labels propagation issue." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype-loading issue is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Different areas: BLIP2 dtype loading mismatch vs flash_attention.py crashing on s_aux=None." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Different problem domains: model dtype loading vs an MPS attention correctness issue." + "reason": "Different problems: BLIP2 dtype persistence vs an MPS attention correctness issue." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "43906 is only an isolated reproduction of another issue; there is no evidence it is the same tokenization regression as 43122." + "reason": "The second is only an isolated reproduction reference; there isn't enough evidence that it is the same tokenizer bug as the first." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit pretrained-loading legacy-field bug is unrelated to Bamba torch.compile/SDPA failure." + "reason": "Different loading preset/legacy-field bug vs a compile/SDPA runtime failure." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both are loading-related, but one is a Beit legacy-field load bug and the other is BitNet packed-weight unpacking during accelerate loading." + "reason": "Different load-time issues: legacy field handling in Beit vs packed-weight unpacking in BitNet." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast TypeError and TrainerState token-count tracking are separate trainer bugs." + "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are separate trainer bugs." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Pretrained-model legacy field loading vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Beit legacy-field loading bug vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Different failure modes: device-map cudaErrorAssert on Qwen3 vs chunked-generation inconsistency under compiled forward." + "reason": "Different runtime failures: Qwen3 auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load behavior, but one is lm_head serialization tied to device and the other is quantized Sinq model reload breakage." + "reason": "Both are serialization-related, but one is tied-weight lm_head serialization and the other is quantized sinq save/load breakage." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "AutoTokenizer/AutoModel gguf_file regression is not the same as a model-specific ScandiBERT load failure." + "reason": "Different loading failures: gguf_file breaks generic AutoTokenizer/AutoModel loading, while the other is a specific model load failure." }, { "left": "issue:32090", @@ -6720,109 +6708,109 @@ "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error on load is unrelated to AutoImageProcessor URL loading." + "reason": "Different loader failures: MobileLLM key error vs AutoImageProcessor-from-URL failure." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map forward mismatch is a different bug from Sinq quantized save/load corruption." + "reason": "Different mechanisms: device-mapped forward mismatch vs quantized save/load corruption." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + "reason": "One is a dtype drift issue, the other is auxiliary-loss normalization; not the same bug." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue and GenerationMixin import error are completely different failures." + "reason": "Multi-GPU training bug vs GenerationMixin import error are unrelated." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig token-id persistence." + "reason": "CPU offload device mismatch and DiaConfig token-ID loss after save/load are different failure classes." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 JAX-vs-HF discrepancy is not the same as pipeline() advertising unsupported translation tasks." + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error-message regression are unrelated." }, { "left": "issue:43720", - "right": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading bug in BitNet is unrelated to DiaConfig save/load token-ID loss." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are different bugs." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but output_hidden_states behavior and visual-encoder save_pretrained keys are distinct bugs." + "reason": "Different Qwen3.5 issues: output_hidden_states behavior vs incorrect visual encoder keys on save." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar symptom class, but Llama4 pad_token_id and StableLm pad_token_idx are model-specific config issues, not the same bug." + "reason": "Both are missing config fields after a v5 update, but they affect different models and different attributes, so they are not the same concrete bug." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug and NaNs in classification heads are not the same failure mode." + "reason": "num_labels propagation and NaNs in classification heads are different issues." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload regression affect different configs and code paths." + "reason": "Both touch rotary-related config/implementation, but one drops RoPE layers and the other resets rotary_pct on reload; not the same bug." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image passing regression are different processor bugs." + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-passing regression are different processor-path bugs." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and different tokenization behaviors." + "reason": "Tokenizer regressions, but for different model families and different symptoms (special tokens vs token IDs)." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet accelerate-loading bug is unrelated to MLukeTokenizer AttributeError on tasks." + "reason": "Repeated pair: BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training issue and CustomTrainer compute_loss signature mismatch are separate trainer problems." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss kwarg mismatch are unrelated trainer/model bugs." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 documentation errors are not the same as the underlying SigLIP2 implementation discrepancy." + "reason": "SigLIP2 docs/example errors and SigLIP2 implementation discrepancy are not the same concrete problem." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer extra-space behavior and macOS CLIP bus error are unrelated." + "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are unrelated." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "Video-processing ValueError in Qwen3OmniMoe and Qwen3.5 flash-attention generation failure are different code paths." } ] }, @@ -6925,14 +6913,14 @@ "issue:45588|issue:46050", "issue:43873|issue:46050" ], - "prepared_review_unit_hash": "c2fd7d8b147189e769e828188dab04922c7ca3e96f041f69c34773586a04ba74", + "prepared_review_unit_hash": "5179576808aaa31beffdecd5a92e02d72ffb4a7f5d5a6c3012e3a7817e1bc963", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -6947,186 +6935,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues: a mix of model-loading regressions, config/serialization bugs, quantization/offload failures, serving crashes, and a few docs/tests. None of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43646 is the broadest umbrella report here (v5 custom model initialization regression) and the best anchor for nearby loading/init complaints.", + "summary": "These items are a heterogeneous mix of unrelated model-loading, quantization/offloading, tokenizer/config, and serving regressions. I do not see any true duplicate pairs among the suggested soft edges; they are mostly same-subsystem but different concrete failures.", + "confidence": 0.83, + "canonical_issue_reason": "No strong duplicate cluster emerges from the titles alone; if one issue must serve as the representative, issue 43873 is the broadest unresolved report (quantization/offloading) and the least model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest standalone triage candidate: broad, high-signal, and closest to a root API regression among these issues.", + "best_issue_reason": "Issue 43873 is the best representative of the set because it is open, broadly framed, and covers a cross-cutting runtime problem rather than a narrow model-specific regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Different models and failure modes: SigLIP2 implementation mismatch vs ZeRO-3 gradient blow-up." + "reason": "SigLIP2 implementation discrepancy vs. ZeRO-3 gradient growth; different symptoms and code paths." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "One is a Phi-4 multimodal load failure; the other is a released-version dependency bump problem." + "reason": "Phi-4 multimodal load failure vs. an unrelated PEFT version pin regression." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Unrelated code paths: Fuyu tensor conversion exception handling vs StaticCache return type contract." + "reason": "Bare-except in Fuyu tensor conversion vs. StaticCache return-type contract bug; unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "BF16/FP32 evaluation dtype drift is not the same bug as the ZeRO-3 gradient increase report." + "reason": "Embedding dtype drift during eval vs. gradient explosion under DeepSpeed; not the same bug." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields after v5 changes, but they affect different models and different attributes." + "reason": "Different model configs and different missing fields (pad_token_id vs pad_token_idx)." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Smollm3 RoPE layer mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "RoPE layer omission in Smollm3 vs. feature-extractor length helper behavior; unrelated." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Same family name, but different loading failures and different pathways; not clearly one duplicate bug." + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed conversion and the other is multimodal config loading; not one concrete fix." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A specific model load failure vs an offline-mode tokenizer patch regression are distinct issues." + "reason": "General model load failure vs. offline-mode breakage from unconditional model_info() call; different failure mechanisms." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only token defaults and multi-GPU CUDA OOM are separate Gemma4 problems." + "reason": "Text-only mm_token_type_ids default bug vs. Gemma4 multi-GPU CUDA OOM; unrelated." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is a missing pad_token_id and the other is text_config unwrapping." + "reason": "Both are multimodal Qwen config issues, but one is missing pad_token_id and the other is text_config unwrapping for from_config; not the same bug." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs/example mistakes are not the same as a runtime regression in custom model code." + "reason": "Documentation/example errors vs. processor.tokenizer regression; different artifacts and fixes." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a missing class and a missing storage backend are unrelated failures." + "reason": "ImportError for a missing class vs. missing float8 storage type; unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization regression and device-dependent lm_head serialization are different code paths." + "reason": "Custom model init regression vs. tied-weight serialization inconsistency; different code paths." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field load failure in BEiT is unrelated to Bark CPU offload device mismatch." + "reason": "Legacy field preventing BEiT load vs. CPU offload device mismatch in bark-small; unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same model family, but OOM during inference and a forward device mismatch are not the same bug." + "reason": "OOM during Gemma4 multi-GPU inference vs. device mismatch with auto device_map; same model family but different bugs." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are v5 loading regressions, but one is a missing config field and the other is an init_empty_weights argument mismatch." + "reason": "Missing pad_token_idx in StableLmConfig vs. init_empty_weights constructor arg mismatch; unrelated regression surfaces." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 are unrelated." + "reason": "Float8 storage lookup failure vs. flash_attn import key error on Python 3.13; different issues." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token-ID persistence and MLukeTokenizer task errors do not share a concrete failure path." + "reason": "DiaConfig token-ID persistence bug vs. MLukeTokenizer AttributeError; unrelated." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." + "reason": "MacOS bus error on CLIP vs. Qwen2-VL multi-GPU training; no shared bug." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different tokenizer/model bugs." + "reason": "Different tokenizer/model load failures: BEiT legacy field vs. BigBird special-token registration." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serving crashes, but they fail in different parts of the runtime with different root causes." + "reason": "Two serve crashes, but one is multimodal input handling and the other is KV-cache continuation indexing; not mergeable as one fix." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real CPU-offload device mismatch is not the same as a stale CI test in GraniteSpeech." + "reason": "Runtime CPU-offload mismatch vs. a stale CI test in GraniteSpeech; not the same underlying bug." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked-generation compiled-forward inconsistency and Whisper empty-transcription handling are unrelated." + "reason": "Compiled-forward chunked generation inconsistency vs. Whisper empty-transcription failure after token alignment; unrelated." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM and an unreleased PEFT version pin are completely different problems." + "reason": "TP OOM on a large model vs. an unreleased PEFT minimum-version bump; unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs and unexpected position-id keys are different model/config regressions." + "reason": "SigLIP2 bad outputs vs. unexpected position-id keys across many models; too generic to be the same defect." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing janus generation test is unrelated to the PEFT version bump issue." + "reason": "Janus image-generation test failure vs. PEFT version pin; unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatch are different bugs." + "reason": "Eval dtype regression vs. resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less-model crash and quantized save/load breakage have different failure surfaces." + "reason": "Flash-attention s_aux=None crash vs. quantized model save/load breakage; different code paths." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantized offloading not working and sinq save/load corruption are related only by quantization, not by the same bug." + "reason": "General offloading/quantization behavior vs. sinq save_pretrained/from_pretrained regression; not the same concrete bug." } ] }, @@ -7230,190 +7218,208 @@ "issue:43334|issue:43525", "issue:43824|issue:43975" ], - "prepared_review_unit_hash": "ed1a432b369bf387c3740b1d213e0e9ed58be6239f1c2b492a965badd0d7d97f", + "prepared_review_unit_hash": "c6c41cbbf350cd7901c5c7bca8600c6a4035537a96eae96e57439724738505c7", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36531, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly broad thematic similarities rather than true duplicates. The issues span unrelated bugs across tokenizers, generation, model loading, multimodal processors, and trainer internals, so none of the candidate edges should be merged.", - "confidence": 0.88, - "canonical_issue_reason": "No clear canonical duplicate exists because the set is heterogeneous; if forced to pick an anchor, issue 44521 is the broadest/open representative, but it does not match the others.", + "summary": "This looks like a heterogeneous grab-bag of Transformers issues rather than a single duplicate cluster. The pairs mostly share only broad themes (tokenization, multimodal processing, imports, training), not the same underlying bug or fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:29159 is the broadest tokenization-related report in the set, so it's the closest thing to a canonical issue, but it still does not represent the many unrelated bugs in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 has the strongest discussion/inbound-reference signal and the most general title, making it the best cluster representative if one is needed.", + "best_issue_reason": "No issue is a strong global representative; 29159 is the most generic, but the cluster is too diverse for a meaningful canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow job-reporting are unrelated subsystems and failure modes." + "reason": "Flash-Attention test failures and MLflow reporting after failed training jobs are unrelated problems." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A local-path import warning and a CUDA out-of-memory error are completely different problems." + "reason": "Local-path import warning and CUDA OOM on GPT-oss-20b are different failure modes." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; different bugs." + "reason": "Both involve chat templating, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and a Phi-4 model-loading failure are not the same code-path issue." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal model loading are not the same code-path issue." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version-check import issue in flex_attention are unrelated." + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token-count updates are different behaviors." + "reason": "Extra space after added token and TrainerState token counters are distinct tokenizer/training issues." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3Omni video processing and Gemma4 text-only fine-tuning token-type defaults are different model/processor bugs." + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma 4 token-type defaults are different bugs." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template-node compilation failure and a flash_attn import key error are different import/compile paths." + "reason": "Template-node compilation error and a flash_attn import KeyError on Python 3.13 are unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a Trainer NoneType broadcast error are unrelated." + "reason": "Slow/fast tokenizer inconsistency and _gpu_broadcast_one NoneType errors are unrelated." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are not the same bug." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues do not share a concrete bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "torch.jit.script export with GeneratorExp and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are different model/runtime issues." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "A missing flash-support import and meta-device model loading breakage are different failures." + "reason": "Flash-support import failure and meta-device loading regressions are separate import/loading bugs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs after sync_gpus and a Qwen3.5 hidden-states bug are different generation paths." + "reason": "Generation kwargs sync bug and Qwen3.5 hidden-state output bug are unrelated generation/model issues." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is mm_token_type_ids defaults and the other is a device-map forward mismatch; not the same concrete fix." + "reason": "Both are Gemma 4 issues, but one is token-type defaults for text fine-tuning and the other is a device-map forward mismatch." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are not the same bug." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application with model_init and a Qwen3.5 hidden-states bug do not share the same root cause." + "reason": "Liger Kernel application timing and Qwen3.5 hidden-state behavior are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are distinct issues." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different problems." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec/regex regression are unrelated." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer access regression and OmDet-Turbo image-size mismatch are different processor bugs." + "reason": "Processor/tokenizer API regression and OmDet-Turbo input-size mismatch are different preprocessing bugs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory-release behavior are unrelated." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a transformers>=5.1.0 loading failure are not the same code path." + "reason": "Missing pad_token_idx in StableLmConfig and a loading failure for physical-intelligence/fast are not the same bug." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "These are different ImportErrors for different missing symbols." + "reason": "Different missing-import symbols indicate separate import regressions." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "lm_head.weight serialization inconsistency and LoRA merge collapse with extended vocab are not the same underlying bug." + "reason": "Tied-weight serialization depends on device, while model collapse after LoRA merge is a different weights/merge issue." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config attribute regression and meta-device loading breakage are not the same underlying problem." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type handling and Qwen2.5-VL rope index scaling are unrelated multimodal bugs." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed gradient anomaly and trainer.evaluate() failing after train() are not the same issue." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "A processor.tokenizer regression and batched video output shape are different processor issues." + "reason": "Processor.tokenizer regression and batched video-shape error are different multimodal preprocessing bugs." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model configs and load paths; too broad to merge as one bug." + "reason": "Both mention missing pad_token_id, but they affect different model configs and there is no evidence of one shared fixable code path." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing a Qwen2.5-VL class and DeepSeek detokenization in v5 are unrelated problems." + "reason": "ImportError for Qwen2.5-VL class and Kimi-K2.5 detokenization regression are unrelated." } ] }, @@ -7432,8 +7438,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -7521,9 +7527,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -7730,8 +7736,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -7824,9 +7830,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -8072,8 +8078,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -8163,9 +8169,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -8390,8 +8396,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -8478,9 +8484,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -8681,8 +8687,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -8769,9 +8775,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -8972,8 +8978,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -9059,9 +9065,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -9348,14 +9354,14 @@ "issue:44190|issue:44964", "issue:41720|issue:45245" ], - "prepared_review_unit_hash": "dbadeb3e0f434da2bb7906279f62a34b6d96058d4cc86b64f29a370280148f66", + "prepared_review_unit_hash": "044c2c3be4908a2130035a1558e8e6001b1f8a8bb03e85d2f5234b174217a7de", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -9370,192 +9376,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of Transformers issues spanning unrelated bugs (model loading, multimodal regressions, config/save-load problems, serving/runtime failures). The soft-similarity pairs mostly reflect broad wording, not the same underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the reports cover different models, subsystems, and failure modes, so there is no single duplicate anchor for the cluster.", + "summary": "This cluster is mostly a set of unrelated Transformers issues spanning model loading, multimodal processors, generation, and training regressions. I don\u2019t see any soft-pair that clearly describes the same underlying bug or a mergeable duplicate PR-sized change.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44521 is the strongest umbrella candidate here because it has the highest inbound reference count and a broadly phrased, user-facing multimodal chat-template failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative of a load/init regression, but it still is not a safe duplicate anchor because the cluster is too mixed.", + "best_issue_reason": "Issue 44521 is the best representative issue for dedup triage: it is active, externally referenced, and describes a concrete reproducible regression rather than a niche or incidental symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Different bugs: SDPA/torch.compile OOM vs resume checkpoint key mismatch." + "reason": "Different problems: SDPA/torch.compile on Bamba vs checkpoint key mismatch in resume logic." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSTMixer post_init policy vs non-persistent buffer junk; unrelated code paths." + "reason": "Unrelated: PatchTSTMixer post_init policy vs v5 non-persistent buffer initialization." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa max_length question vs missing transformers.onnx module; unrelated." + "reason": "Different topics entirely: model_max_length question vs missing transformers.onnx module." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint key mismatch; no shared root cause." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIP hidden_states regression vs Qwen video-input regression; different models and symptoms." + "reason": "Both are regressions, but in different model paths and different failures; not the same underlying bug." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id config mismatch vs Whisper empty-transcription crash; unrelated." + "reason": "Different generation/config bugs: eos_token_id mismatch vs empty-transcription failure after align_special_tokens." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/extended-vocab collapse vs Gemma 4 mm_token_type_ids defaulting; different mechanisms." + "reason": "LoRA/vocab merge collapse is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor.tokenizer regression vs eos_token_id inconsistency; not the same bug." + "reason": "Processor/tokenizer API regression is unrelated to Gemma eos_token_id config inconsistency." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are loading failures, but gguf_file handling and missing model_type are distinct causes/models." + "reason": "Both are load failures, but the causes differ: gguf_file handling vs missing model_type in config." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure vs Qwen2-57B tensor-parallel OOM; unrelated." + "reason": "3d_parallel.py runtime issue is unrelated to Qwen2 TP OOM." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during TP loading vs key error loading MobileLLM; different failure modes." + "reason": "OOM during tensor parallel loading is not the same as MobileLLM key errors on load." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy field BEiT load error vs wrong custom module selected after save/load; different root causes." + "reason": "Legacy-field preset loading bug is different from loading the wrong custom module after save_pretrained." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization regression vs GPTNeoX rotary_pct reload defaulting; related broadly, but not same defect." + "reason": "Broad v5 custom-model init breakage is not the same as GPTNeoX rotary_pct reload drift." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Eos-token config mismatch vs quantized save_pretrained/from_pretrained breakage; unrelated." + "reason": "Different serialization/reload issues affecting different model metadata and code paths." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache indexing crash vs Gemma4Processor missing _tokenizer; different serve bugs." + "reason": "Serve KV-cache continuation crash and Gemma4Processor _tokenizer crash are separate failures." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM vs Whisper empty transcription after token alignment; unrelated." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription handling." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weights warning; different model internals." + "reason": "Weight-shape mismatch on Qwen3-VL load is not the same as incorrect tied-weights warning in Qwen3-Next." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states bug vs missing load-balancing loss; unrelated." + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to load-balancing loss omission." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType error vs embedding reinit after resize; different subsystems." + "reason": "Trainer broadcast NoneType error and embedding reinitialization in post_init are distinct bugs." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged-generate warning bug vs Whisper empty transcription crash; unrelated." + "reason": "Stale warning in paged generate and Whisper empty transcription failure are different code paths." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen video-input regression vs transformers serve KV-cache crash; different code paths." + "reason": "Video-input regression in Qwen VL models is unrelated to serve KV-cache indexing." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet processor size mismatch; unrelated vision issues." + "reason": "SAM3 pixel decoder dummy Conv2d and OmDet-Turbo processor resolution mismatch are unrelated." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug; unrelated." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different issues." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Assistant-mask generation bug vs vision_position_ids bug; both multimodal, but not the same concrete failure." + "reason": "Both are multimodal, but one is assistant mask construction and the other is vision_position_ids; not the same bug." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing pipeline after removal vs SigLIP2 inference producing bad outputs; docs issue vs model bug." + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "Reproduction of issue 38071 vs tokenize=True tool-call crash; not enough evidence of the same root cause." + "reason": "An isolated reproduction of another issue is not enough to establish the same bug as the chat-template tool-call crash." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled forward chunked-generation inconsistency vs stale warning; unrelated generation behaviors." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale num_return_sequences warning." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 vs rotary_pct reload defaulting; different config-state bugs." + "reason": "General v5 buffer-fill regression and GPTNeoX config reload drift are different defects." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading script failure vs model from_pretrained load failure; unrelated." + "reason": "Local dataset loading in the image-classification script is unrelated to loading Phi-4 multimodal models." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto-device-map assert vs category-limit runtime error; unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count limit overflow are unrelated." } ] }, @@ -9574,8 +9580,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -9664,9 +9670,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -9885,8 +9891,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -9976,9 +9982,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -10203,8 +10209,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -10293,9 +10299,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -10508,8 +10514,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -10599,9 +10605,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -10820,8 +10826,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -10909,9 +10915,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -11124,8 +11130,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -11217,9 +11223,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -11540,20 +11546,20 @@ "issue:30333|issue:33290", "issue:43874|issue:45092" ], - "prepared_review_unit_hash": "89ecc4a3b23ed3a7520787f9b87fc71c21875912ab3900407b066c3c1368c277", + "prepared_review_unit_hash": "5cbbd52472bc000c57c4796ed1bd2f7d0ac25e1c69b5b936acb4534f9d4efc99", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36866, + "serialized_chars": 36868, "estimated_input_tokens": 9217, "estimated_eval_tokens": 18690 }, @@ -11562,198 +11568,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items span unrelated import errors, model-specific bugs, tokenizer regressions, training/runtime failures, and packaging issues. All soft edges should be rejected; no safe canonical issue or PR emerges.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue is safe here: the issues do not share one underlying bug or code path, so any single selection would misrepresent the rest.", - "canonical_pr_reason": "No PRs are present in the set.", - "best_issue_reason": "No global best issue for deduplication; the nearest-looking pairs still differ in concrete subsystem, model, or failure mode.", - "best_pr_reason": "No PR candidate exists in this set.", + "summary": "This cluster is highly heterogeneous: import/export regressions, multimodal model-loading bugs, tokenizer behavior changes, FP8/quantization issues, and unrelated training/runtime problems. None of the soft pairs look safe to collapse into a single duplicate; they describe different concrete failure modes.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45310 is the clearest representative of the only mildly coherent subtheme here: a Qwen3/Qwen3.5 MoE loading regression on recent transformers versions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best standalone issue to anchor the cluster because it has a specific model, version range, and a concrete reproducible failure path.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Both are runtime bugs, but one is quantization/offloading behavior and the other is pipeline-parallel output correctness; different code paths and fixes." + "reason": "Both are runtime/model issues, but one is quantization/offloading and the other is pipeline-parallel generation output corruption; different code paths." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing exports (`AutoImageProcessor` vs `HybridCache`) and likely separate fixes." + "reason": "Both are import errors, but they concern different symbols and likely different missing exports/fixes." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is saving a quantized MoE model; not the same underlying bug." + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained problem for MoE models." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output mismatch and Qwen3_5 infinite-loop-on-image are distinct model/runtime failures." + "reason": "Pipeline-parallel wrong-output bug and Qwen3_5 infinite-loop-on-image are different failure modes." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen/MoE and FP8/loading, but one is `save_pretrained` behavior and the other is `from_pretrained` import/load failure; not one bug." + "reason": "Both touch Qwen MoE and loading/saving, but one is save_pretrained in FP8 and the other is from_pretrained loading failure; not the same concrete bug." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Generation cache handling during chunked prefill is unrelated to attention-kernel divergence under `torch.compile`." + "reason": "Chunked prefill cache regression and torch.compile attention-kernel divergence are unrelated." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and a missing Qwen2.5-VL class import are different failures with different symptoms and fixes." + "reason": "Quantized model saving failure and Qwen2.5-VL import failure are different subsystems." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import regressions, but they affect different symbols and likely different export surfaces." + "reason": "Both are import-name failures, but for different classes and different affected modules." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging/backend selection with `.[torch]` is not the same as leftover dummy-class cleanup leaking into `dir(transformers)`." + "reason": "Package extra/backend dependency issue and dummy-class leakage into dir(transformers) are separate packaging problems." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure are not the same concrete bug." + "reason": "Generation kwargs handling and a janus image-generation test failure are not the same underlying bug." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen MoE and version compatibility, but they are different model families and different load failures." + "reason": "Both involve Qwen MoE, but the model/version and failure details differ enough that they are not safely the same bug." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 multimodal token-id defaults are unrelated model-specific issues." + "reason": "VitPose model breakage and Gemma 4 multimodal token-id handling are unrelated." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "A legacy-field model loading bug is unrelated to a pytest-xdist race in captured_info.txt." + "reason": "Legacy model-load preset issue and xdist captured_info.txt race are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading is unrelated to the testing-utils file race." + "reason": "Unrecognized model/config issue and a testing-file race are unrelated." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to the xdist capture race." + "reason": "BeitImageProcessorFast label reduction bug and captured_info.txt race are unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4-multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different runtime problems." + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is not the same as MoE load-balancing loss gating on `output_router_logits`." + "reason": "MIMI padding-mask mismatch and MoE load-balancing-loss omission are different model-behavior bugs." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow backend packaging and a missing import from `image_utils` are separate namespace/packaging problems." + "reason": "TensorFlow extra packaging and image_utils import exposure are different package issues." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is cleanup-space behavior and the other is special-token insertion for a specific tokenizer." + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is add_special_tokens/BOS-EOS handling." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and a missing `image_utils` import are unrelated." + "reason": "Python-version compatibility and a missing image_utils import are unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config default initialization and Whisper timestamp decoding are unrelated code paths." + "reason": "Phi4 multimodal config defaults and Whisper timestamp decoding crash are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformers loading hang and embedding reinitialization after resizing are different failure modes." + "reason": "Sentence-transformers loading hang and embedding reinitialization on resize are unrelated." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config defaults and `ModelOutput` key assignment are different object-construction bugs." + "reason": "Multimodal config defaulting and ModelOutput key assignment are different data-structure bugs." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing files in `processor.save_pretrained` and Qwen3.5 MoE `from_pretrained` errors are separate save/load problems." + "reason": "processor.save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are different save/load paths." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention-kernel branching and a wrong docstring are not the same issue." + "reason": "Attention-kernel divergence under torch.compile and a wrong docstring are unrelated." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-Transformers import `nn` NameError and Qwen2.5-VL import error are different import regressions." + "reason": "Sentence-transformers import NameError and Qwen2.5-VL import error are different import breakages." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and model families; too broad to treat as one bug." + "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and different model families." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during evaluate and a ZeRO3 deque error are unrelated." + "reason": "BF16-to-FP32 dtype drift in evaluation and ZeRO3 deque underflow are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in `transformers serve` and auto-docstring crashes under future annotations are separate issues." + "reason": "KV-cache continuation crash in serve and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs and DeepSpeed OOM with Adafactor are not the same underlying bug." + "reason": "MLflow reporting after failed training and DeepSpeed Adafactor OOM are unrelated." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch count support in a GLM46V processor and InternVL2 meta-init incompatibility are different multimodal loading bugs." + "reason": "GLM46V image-processor token counting and InternVL2 meta-init incompatibility are different multimodal model bugs." } ] }, @@ -11863,20 +11869,20 @@ "issue:43723|issue:44991", "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "ee6316ae087de48b43f56e9fcf4ee8440239354d691e3486dba9d67aeb739d4b", + "prepared_review_unit_hash": "ad17047f92f49bb72b2eed28491644b1e2f888c9c59009078b08113e3fb5a15c", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38077, + "serialized_chars": 38079, "estimated_input_tokens": 9520, "estimated_eval_tokens": 19296 }, @@ -11885,216 +11891,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose semantic cluster of mostly unrelated Transformers/Hugging Face issues, with a heavy skew toward v5 regression reports in tokenizers, save_pretrained, and model/config loading. I don\u2019t see any soft pair that is the same concrete bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43723 is the best cluster representative because it is the most central and broadest v5 tokenizer-loading regression in the set, and it has the strongest linkage pattern among the candidates.", + "summary": "The cluster is mostly a loose collection of Transformer regressions, with the strongest common thread being v5 tokenizer/loading behavior. However, the soft pairs are generally only subsystem-adjacent, not true duplicates of the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43723 is the broadest and most central representative of the shared tokenizer-loading regression theme in this cluster, and it best captures the largest nearby subset of issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the most suitable global issue representative for this loose cluster, but only as a broad tokenizer-v5 regression anchor; the cluster is too heterogeneous for a true duplicate canonical.", + "best_issue_reason": "issue:43723 is the best global anchor because it is user-facing, broad enough to cover the main tokenization/loading regression theme, and more representative than the narrower model- or feature-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related v5 problems, but one is generic tokenizer loading and the other is a specific add_special_tokens/BOS-EOS behavior bug for a single model." + "reason": "Both are tokenizer-related, but one is a generic v5 loading failure and the other is a specific add_special_tokens/BOS-EOS regression for mdeberta-v3; not the same bug." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both mention tokenizer regressions in newer versions, but they describe different failure modes and different models." + "reason": "Different tokenizer regressions: cleanup behavior in v5 versus Kimi-K2.5 codec handling and warning noise." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Same broad Qwen family, but these are different bugs: a tied-weights warning versus a missing tensor-parallel plan." + "reason": "Unrelated model-weight tying warning versus missing tensor-parallel plan; different code paths." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different tokenizers/models and distinct code paths." + "reason": "Both mention tokenizer changes in v5, but the reported failures are different models and different underlying behaviors." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "One is a dependency version bump issue; the other is cleanup of dummy classes. No shared bug." + "reason": "PEFT version bump and leftover dummy class cleanup are unrelated maintenance issues." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "These concern unrelated areas: buffer registration access versus DeepSpeed optimizer stepping." + "reason": "Buffer access error versus deepspeed optimizer stepping twice; different subsystems." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both are v4-v5 behavior changes, but they are separate regressions with different models and symptoms." + "reason": "Both are v4/v5 output regressions, but the concrete failure modes and affected paths are different." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both involve import surface cleanup, but they target different files and different defects." + "reason": "Import cleanup leak in image_utils versus leftover dummy classes in dummy_pt_objects; not the same artifact." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch." + "reason": "Model quantization save_pretrained bug versus tokenizer metadata mismatch; different save paths." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer serialization and DeepSpeed optimizer stepping are unrelated." + "reason": "Tokenizer save metadata bug and deepspeed optimizer issue are unrelated." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "These are separate initialization/config bugs affecting different model components." + "reason": "Different initialization problems: multimodal config defaults versus non-persistent buffer junk." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained issues, but one is model quantization metadata and the other is processor file persistence." + "reason": "Both involve saving artifacts, but one is FP8 MoE model saving and the other is processor file saving; not the same bug." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is unrelated to missing processor save files." + "reason": "Accuracy degradation in FineGrainedFP8 is unrelated to missing processor files." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument handling and auto-docstring annotation parsing are different subsystems." + "reason": "FeatureExtractor argument regression and auto_docstring annotation crash are separate issues." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but from different packages and unrelated missing symbols." + "reason": "Import errors in different packages with different missing symbols; not a duplicate." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Training-job MLflow reporting and custom trainer loss signature mismatch are unrelated bugs." + "reason": "MLFlow status reporting and CustomTrainer compute_loss signature mismatch are unrelated training issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import-time failures, but one is missing transformers.onnx and the other is missing PyTorch; different root causes." + "reason": "Different import/dependency failures: missing transformers.onnx module versus missing PyTorch dependency." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." + "reason": "Tokenizer save metadata mismatch versus Qwen3.5 MoE from_pretrained failure; too different to merge." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow tracking after failed training and Llama 3.2 Vision model loading are unrelated." + "reason": "MLFlow reporting bug and Llama 3.2 model-loading regression are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained and max_shard_size default behavior are different save/load concerns." + "reason": "FP8 MoE save_pretrained bug versus max_shard_size question; not the same code-path defect." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs sync behavior and long-OCR index errors are unrelated code paths." + "reason": "Generation kwargs update issue and Kosmos2.5 OCR index error are different runtime failures." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Both involve tokenizers/generation, but they are model-specific regressions with different failure mechanisms." + "reason": "Both are tokenizer/generation complaints, but they target different models and different behaviors; not the same bug." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split issue in one indexer class is not the same as remote-code meta-init incompatibility." + "reason": "torch.split return-value issue and meta-initialization incompatibility are unrelated." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Environment-missing PyTorch and MLflow reporting on failed training are unrelated." + "reason": "ImportError for PyTorch and MLFlow reporting on failed jobs are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training failure reporting is unrelated to embedding reinitialization after resize." + "reason": "Training-job reporting and embedding resize/post_init reinitialization are different bugs." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring text is unrelated to the GLM-5 RoPE implementation bug." + "reason": "Docstring mismatch and RoPE implementation discussion are not the same underlying defect." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer read errors and processor save_pretrained file omissions are unrelated." + "reason": "Reading position_ids after buffer registration and missing processor save files are separate problems." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Server request rejection and Gemma4Processor missing _tokenizer are different API failures." + "reason": "Chat/completions endpoint rejection and Gemma4Processor missing _tokenizer are different server/runtime failures." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both are in the DSA indexer, but they describe different defects: split handling versus missing ReLU." + "reason": "Both mention the DSA indexer, but one is about split outputs and the other about a missing ReLU; likely distinct fixes." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Processor batched-input crash and auto-docstring annotation parsing are unrelated." + "reason": "Batched chat template crash and auto_docstring annotation crash are unrelated." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA layernorm epsilon precision and remote-code meta initialization are different bugs." + "reason": "Layernorm epsilon precision issue and remote-code meta-init incompatibility are different bugs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-initialization incompatibility and Qwen3.5 visual-encoder key saving regression do not share the same concrete failure." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression and eos_token_id config mismatch are separate issues." + "reason": "Both are tokenizer/config issues, but one is a generic loading regression and the other is an eos_token_id inconsistency for Gemma-3." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related regressions in v5, but they affect different models and behaviors." + "reason": "The titles are close, but one is a broad v5 tokenizer-loading issue and the other is a specific model failure; insufficient evidence of the same bug." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both are save/load quantization problems, but they use different quantization paths and symptoms." + "reason": "Both concern quantized model save/load, but they involve different quantization flows and likely different code paths." } ] }, @@ -12200,14 +12212,14 @@ "issue:41628|issue:45278", "issue:39401|issue:44488" ], - "prepared_review_unit_hash": "c39b67e1ba82a7835c22679332d46a2cbaa040abaa9d2210519ba92e4e4506c3", + "prepared_review_unit_hash": "a3874bf5c442d27f25e774b79cb56dfae602321b1c7561e27002469fd77d19fe", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -12222,72 +12234,72 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mixed bag of unrelated Transformers issues. A loose theme emerges around v5 tokenizer/import regressions, but none of the proposed soft pairs look like true duplicates or mergeable into one fix with confidence.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43122 is the broadest representative of the recurring tokenizer-behavior regressions after the v4.57 -> v5 transition, so it best captures the main visible theme of the set.", + "summary": "The cluster is heterogeneous, with many unrelated regressions that only share broad themes like tokenization, imports, or v5 breakages. I found no soft-edge pair that is clearly the same underlying bug/change, so I would keep the cluster split and use a broad tokenizer-loading regression as the best issue anchor.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43723 is the broadest, most central tokenizer-loading regression in the set; several nearby reports are narrower tokenizer failures, so it is the least-specific anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the most umbrella-like issue among the tokenizer complaints, making it the best single issue to anchor the cluster even though the cluster is heterogeneous.", + "best_issue_reason": "43723 is the best triage anchor because it is the most general user-facing description of the tokenizer-loading problem space here, even though the overall cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Unrelated symptoms: loading hang in sentence-transformers vs zero-probability output on a specific vision model." + "reason": "Different symptoms and components: Sentence Transformers loading hang vs. SigLIP2 zero-probability output." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both involve training instability, but they are different failure modes on different code paths and models." + "reason": "Both concern model training instability, but one is flash-attention-3 degenerate training and the other is NaNs after checkout/init; not the same bug." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Both concern tokenizer loading, but one is a general v5 AutoTokenizer regression and the other is a model-specific tokenizer-class load failure." + "reason": "Both are tokenizer-load failures, but 43723 is generic v5 loading trouble while 44442 is a specific FastSpeech2ConformerTokenizer load failure; too little evidence of one concrete code-path bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different model families and different problems: FP8 accuracy degradation vs from_pretrained error." + "reason": "FP8 accuracy issues and a Qwen3.5-Moe from_pretrained error are unrelated failures." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different export paths." + "reason": "Both are import errors, but they involve different missing symbols and likely different causes." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different config bugs: multimodal default sub-config initialization vs GPTNeoX rotary_pct not persisting." + "reason": "Different config behaviors: multimodal default config initialization vs. GPTNeoX rotary_pct reload regression." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A runtime indexing bug is not the same as a docstring issue." + "reason": "One is a torch.split/indexer logic issue; the other is a docstring problem." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different Qwen-related issues with no shared concrete bug." + "reason": "Unrelated model-specific bugs: FP8 accuracy vs. Qwen3-VL-Moe behavior." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is offset mapping and the other is special-token insertion behavior." + "reason": "Different tokenizer regressions: offset_mapping handling vs. missing BOS/EOS insertion." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "One is a specific huggingface_hub import failure; the other is broad import breakage after a version upgrade." + "reason": "Both mention imports, but one is a specific huggingface_hub symbol removal and the other is broad post-upgrade import breakage; not the same issue." }, { "left": "issue:42886", @@ -12299,121 +12311,121 @@ "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation state handling and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation state update bug vs. D-FINE auxiliary-loss omission; different code paths." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific architecture bugs: RoPE layer handling vs tied-weights warning logic." + "reason": "Smollm3 RoPE-layer handling and Qwen3-Next tied-weights warning are separate model-architecture issues." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Accuracy issue on FP8 vs an infinite-loop multimodal generation bug are unrelated." + "reason": "Different bugs: FP8 accuracy regression vs. an infinite loop on a specific image in Qwen3_5." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "CLI/env command breakage and sentence-transformers import NameError are different code paths." + "reason": "A broken env command and a NameError on importing sentence-transformers are different failures." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and tokenizer decoder-type regression are different failures." + "reason": "Offline cache loading and tokenizer decoder-type mismatch are not the same underlying bug." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance is unrelated to a torch.split return-value bug." + "reason": "TF32 config settings and a torch.split return-value issue are unrelated." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both touch tokenization/template behavior, but one is a general tokenization change across versions and the other is a multimodal assistant-mask bug." + "reason": "Both are tokenizer-related, but one is a tokenization change across versions and the other is assistant mask generation for multimodal inputs." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Mapping-table None handling and AutoProcessor kwargs propagation are separate bugs." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are different loader bugs." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Import failure for transformers.onnx is unrelated to added-token spacing behavior." + "reason": "An import error for transformers.onnx is unrelated to tokenizer spacing after added tokens." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." + "reason": "Custom model initialization breakage and NaNs in classification heads are different regressions." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a registered buffer and tokenizer save metadata mismatch are unrelated." + "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch in save_pretrained are separate issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different model/load failures with no shared underlying bug." + "reason": "Different model/runtime failures: loading stuck vs. a MacOS bus error." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Both involve processor/template plumbing, but one is cached_file kwargs propagation and the other is chat-template crashing on tool-call messages." + "reason": "AutoProcessor cached_file kwarg forwarding and apply_chat_template crashing on tool-call assistant messages are different code paths." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both are generation-related, but one is sync_gpus kwarg handling and the other is recurrent-state reset in a modular Qwen3_5 implementation." + "reason": "Both are generation-related, but one is update_model_kwargs logic and the other is recurrent state reset in modular_qwen3_5." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized-model save failure and pipeline-parallel output corruption are different problems." + "reason": "Quantized-model saving vs. pipeline-parallelism output corruption are unrelated." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Version-dependent tokenization differences are not the same as a batched chat-template crash with padding=False." + "reason": "Different chat-template/tokenization failures: version-dependent tokenization drift vs. batched padding=False crash." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A precision/config bug in MLA q_a_layernorm is unrelated to a docstring typo." + "reason": "MLA precision/config issue and a wrong docstring are not the same bug." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility and pipeline-parallel inference correctness are unrelated." + "reason": "Python-version compatibility and pipeline-parallelism output errors are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Specific AutoImageProcessor import failure is not the same as broad post-upgrade import errors." + "reason": "Both are import-related, but one is a missing AutoImageProcessor symbol and the other is broad post-upgrade import breakage; not a single concrete fix." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Offset-mapping regression and model-loading failure for cjvt/sleng-bert are different bugs." + "reason": "Both mention tokenizer loading, but one is offset_mapping for Qwen3 and the other is a separate model failing to load." } ] }, @@ -12517,14 +12529,14 @@ "issue:43611|issue:46002", "issue:22355|issue:29127" ], - "prepared_review_unit_hash": "e8fff5e0eac46e27669eed00618dfc152a64860851f24a1a004f32c02d84a8eb", + "prepared_review_unit_hash": "a84d64a90abce7bb5c596163da1df1fa852a87bbd7f709ff577654062e2890c8", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -12539,192 +12551,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, tokenizer regressions, multimodal/model-specific bugs, training/inference issues, and API changes. None of the soft edges look like true same-bug duplicates under a strict standard, and there are no PRs in the set.", - "confidence": 0.86, - "canonical_issue_reason": "Issue:45278 is the closest broad umbrella because it captures a version-upgrade import-regression theme, but the cluster is too mixed for it to be a true canonical duplicate anchor.", + "summary": "This cluster is a loose set of Transformers-related regression reports, but the soft pairs are mostly only thematically similar rather than true duplicates. They span different models, different APIs, and different failure modes, so none should be merged as the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, 45278 is the most general and central; however, it is still too broad and mismatched to safely represent the whole cluster.", + "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after a 4.57.0\u21925.5.0 upgrade) and is the closest thing to a representative anchor, though it does not actually duplicate the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Both are import-related, but they fail in different places for different reasons (sentence-transformers import vs removed SAM3LiteText references)." + "reason": "Both are import-related, but they describe different missing symbols/code paths: sentence-transformers import failure vs auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Different model families and different failure modes: save_pretrained for dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5." + "reason": "Different bugs: saving dequantized Ministrals/Devstrals vs a GLM-5 GenerationConfig validation error." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same SAM3 video area, but one is a wrong model-type warning and the other is a missing attribute at runtime; not the same concrete bug." + "reason": "Both involve SAM 3 Video, but one is a wrong model-type warning and the other is a missing attribute on an output object; not the same concrete defect." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Completely unrelated topics: a DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + "reason": "Unrelated topics: a DSA indexer ReLU discussion vs GLM-5 RoPE implementation." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping and multimodal assistant mask generation are different code paths and different bugs." + "reason": "Both concern tokenizer/chat-template behavior, but one is wrong offset_mapping for Qwen3 and the other is all-zero assistant masks for multimodal inputs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerative training are unrelated issues." + "reason": "Different code paths: num_labels propagation in Qwen3.5 config vs flash_attention_3 causing degenerate training." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Different symptoms and scopes: example script multi-label classification output vs Gemma 4 text-only fine-tuning defaults." + "reason": "Different failures in different examples/models: empty multi-label classification outputs vs Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "One is a Qwen3-VL-Moe loading bug; the other is tokenizer metadata saved incorrectly. Different root causes." + "reason": "Qwen3-VL-Moe loading issue and tokenizer.save_pretrained tokenizer_class mismatch are unrelated." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Both mention loading/latest-transformers trouble, but they target different models and different failure points." + "reason": "Both are model loading problems, but for different models and different failure modes; not a single duplicate bug." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "Unrelated issues: LayoutLMv3 error-message clarity vs Sentence Transformers getting stuck on load." + "reason": "Different subsystems: LayoutLMv3 error-message clarity vs Sentence Transformers loading stall." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe loading versus reading position_ids after buffer registration." + "reason": "Qwen3-VL-Moe issue vs a position_ids buffer/read regression are different bugs." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different incorrect behaviors." + "reason": "Both mention tokenizer regressions in v5, but they affect different models and likely different tokenizer code paths." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training behavior and example-script classification output are unrelated." + "reason": "Tensor parallel training bug and multi-label classification empty outputs are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Different APIs and failures: dequantized model saving vs gguf_file loading through AutoTokenizer/AutoModel." + "reason": "Different problems: dequantized model saving vs gguf_file loading in AutoTokenizer/AutoModelForCausalLM." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols from different packages/modules." + "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLForConditionalGeneration vs HybridCache." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Same broad model family, but loading Qwen3-VL-Moe and FP8 save_pretrained are different code paths and bugs." + "reason": "Same broad model family, but not the same bug: Qwen3-VL-Moe regression vs FP8 save_pretrained issue." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and version 5.4+, but one is save_pretrained checkpoint corruption while the other is from_pretrained loading failure." + "reason": "Both concern Qwen3.5 and version 5.4.0+, but one is a bad saved checkpoint and the other is a from_pretrained error; save/load symptoms are not enough to treat as one duplicate." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different import failures from different libraries: huggingface_hub missing is_offline_mode vs transformers missing HybridCache." + "reason": "Different missing imports from different packages: huggingface_hub's is_offline_mode vs transformers' HybridCache." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "BF16/FP32 dtype drift in eval is not the same bug as incorrect output under pipeline parallelism." + "reason": "Embedding dtype mismatch in train/eval is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite-loop generation on a specific image." + "reason": "SigLIP2 HF-vs-JAX discrepancy and a Qwen3_5 image-specific infinite loop are separate model bugs." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Both are import-time problems, but one is a missing nn import in sentence-transformers and the other is a PyTorch version check issue in flex_attention." + "reason": "Both are import issues, but one is sentence-transformers importing latest transformers and the other is a wrong PyTorch version check for AuxRequest in flex_attention." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different API layers: missing embed_tokens.weight in UMT5Encoder.from_pretrained vs AutoProcessor not forwarding kwargs to cached_file." + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor failing to forward kwargs to cached_file are unrelated loader bugs." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen3.5/v5-related, but one is tokenization regression and the other is flash-attention generation failure." + "reason": "Both are tokenization regressions in v5, but they are model-specific and not the same tokenizer defect." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "No underlying bug match: missing transformers.onnx module vs slow/fast tokenizer behavioral inconsistency." + "reason": "No module named transformers.onnx and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizer regressions, but they affect different models and different incorrect outputs." + "reason": "Both concern tokenizer behavior in v5, but one is decoder type selection and the other is Deepseek tokenization correctness; different bugs." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "One is a specific missing import symbol; the other is a broad upgrade-related import breakage. Not the same concrete issue." + "reason": "Both are import regressions, but one is a missing layer_type_validation symbol and the other is a broad multi-import breakage report; not the same concrete failure." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded loading is unrelated to dtype mismatches in bfloat16 inference." + "reason": "VRAM leak in Qwen3ForCausalLM under multithreaded dataloaders is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same GLM-5 label, but GenerationConfig validation and RoPE implementation are distinct bugs." + "reason": "GenerationConfig validation for GLM-5 and GLM-5 RoPE implementation are different issues." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + "reason": "Base_model_prefix loading breakage and NaNs in classification heads are unrelated training/loading problems." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Completely different problems: missing transformers.onnx module vs LayoutLMv3 error-message clarity." + "reason": "Different topics entirely: ONNX import failure vs LayoutLMv3 error-message clarity." } ] }, @@ -12829,14 +12841,14 @@ "issue:44484|issue:45310", "issue:42673|issue:43582" ], - "prepared_review_unit_hash": "ee6b4c45f4065e2ac9b7529f51d6426c2b15fd3994ffc8f0383783073308d96f", + "prepared_review_unit_hash": "52954e4855191245b4cba4b3bb5232ec8219cb3c8c9a47e7e6991011d614a014", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -12851,168 +12863,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. I found no soft-edge pair that confidently represents the same underlying bug/change, though the Qwen3.5 from_pretrained reports are the closest near-duplicate subtopic.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45310 is the clearest anchor: it is the earlier, more specific Qwen3.5 from_pretrained regression report, and it is the closest thing here to a true duplicate pair (with issue:45478).", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and docs/runtime issues rather than one duplicate thread. The only strong internal duplicate signal is the identical Qwen3.5 Moe from_pretrained report pair (issue:45310 and issue:45478).", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the better anchor because it is the earlier of the two identical-title Qwen3.5 Moe from_pretrained reports and cleanly represents the one clear duplicate pair in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best overall issue representative because it is concrete, reproducible, and the most clearly actionable of the set; it also matches a later near-duplicate report.", + "best_issue_reason": "issue:45310 is the most suitable global anchor for this cluster because it has the clearest duplicate counterpart (issue:45478) and the most direct, concrete bug report among the near-duplicate candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "Different bugs: TF32 behavior settings vs a missing image-patch method in GLM46V." + "reason": "Different bugs: TF32 API behavior vs a missing GLM46V image-processor method." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Both are version-related breakages, but one is a Python support check and the other is a PyTorch import/version guard; different code paths." + "reason": "Unrelated failures: Python version/package support vs a flex_attention import/version check." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Unrelated failures: broken vitpose models vs Ministral-3 flash-attention regression." + "reason": "Different model paths and symptoms: vitpose breakage vs Ministral flash-attention failure." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Different training/runtime issues: FSDP2+PEFT optimizer state corruption vs missing generation cache in chunked prefill." + "reason": "Training optimizer-state corruption vs generation cache missing; different code paths." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label example script bug vs SigLIP2 implementation mismatch; not the same underlying defect." + "reason": "Classification example output bug vs SigLIP2 implementation discrepancy; not the same issue." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD arguments not being used is a different optimizer bug than trainer.evaluate() failing after train()." + "reason": "Optimizer argument handling vs trainer evaluate-after-train failure; distinct regressions." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Related model family, but save_pretrained serialization of visual keys is not the same as a from_pretrained loading error." + "reason": "Same model family, but save_pretrained visual-key regression is not the same bug as the from_pretrained load error." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model variants and different failure modes; not one concrete bug." + "reason": "Different Qwen variants and different failure modes; not the same concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label empty results and pipeline() translation messaging are separate issues." + "reason": "Example-script classification behavior vs pipeline deprecation/error messaging; unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different helpers and different failures: qwen3_omni_moe output-length logic vs a PyTorch version check." + "reason": "Feature-extraction output length logic vs flex_attention import/version gating; different problems." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation failure vs a stale warning about num_return_sequences; unrelated symptoms." + "reason": "Invalid GenerationConfig vs a stale warning about num_return_sequences; not the same bug." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping lookup bug vs flash_attention.py crashing on s_aux=None; different subsystems." + "reason": "Tokenizer mapping fallback issue vs flash_attention crash on s_aux=None; different subsystems." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both tokenizer-related, but loading regression and offset_mapping bug are distinct code paths." + "reason": "Both tokenizer-related, but loading regression and wrong offset_mapping are distinct bugs." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still mentioning pipeline() vs a runtime import/version check; not the same bug." + "reason": "Documentation/pipeline references vs flex_attention import behavior; unrelated." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer correctness bugs in different models; too broad to merge as one defect." + "reason": "Different model-specific tokenizer regressions with different symptoms and root causes." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig invalidation is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Invalid generation config vs flash-attention generation bug; not the same code-path problem." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization/tied-weights issue vs NaNs after checkout+init; different failure modes." + "reason": "Serialization of tied weights vs NaNs after checkout/init; different failure modes." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use vs an isolated reproduction issue for a different bug." + "reason": "A VRAM leak in dataloader threads is not the same as an isolated reproduction note for another issue." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both involve v5 compatibility, but the specific TypeError on init_empty_weights is different from PretrainedConfig type checking." + "reason": "init_empty_weights argument mismatch vs PretrainedConfig type checking; related release but different bugs." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT minimum-version packaging issue vs PyTorch version gating for AuxRequest import; unrelated." + "reason": "Dependency version pinning issue vs flex_attention import/version check; not a duplicate." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor batch-shape bug vs AutoProcessor crash without torchvision; different input paths." + "reason": "Video processor batch-shape bug vs missing torchvision crash handling; different issues." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Testing utility bug vs pytest-xdist race in captured_info.txt; not the same issue." + "reason": "Testing-utils bug vs xdist race on captured_info.txt; separate problems." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None and Mistral regex patch crash are separate tokenizer/loading defects." + "reason": "Tokenizer mapping None vs Mistral regex patch crash; different tokenizer code paths." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Two different missing import errors; same general area, but not the same broken symbol or code path." + "reason": "Two import errors, but for different symbols and modules; not the same missing-export bug." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections is a model-architecture bug, not the Qwen3.5 from_pretrained regression." + "reason": "Missing Qwen3Next projections vs Qwen3.5 from_pretrained load error; unrelated model bugs." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degradation and Qwen3.5 save_pretrained checkpoint regression are distinct problems." + "reason": "Flash-attention training degradation vs incorrect save_pretrained checkpoint contents; different bugs." }, { "left": "issue:39401", @@ -13024,19 +13036,19 @@ "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 control settings and MLA q_a_layernorm epsilon mismatch are unrelated." + "reason": "TF32 API control issue vs MLA rms_norm_eps precision mismatch; unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question vs Qwen3.5 from_pretrained failure; unrelated." + "reason": "Question about shard-size defaults vs Qwen3.5 from_pretrained error; different concerns." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "VRAM leak in dataloader threads vs Apple Silicon TypeError in caching_allocator_warmup; different runtime issues." + "reason": "Qwen3 VRAM leak vs Apple Silicon warmup TypeError; unrelated." } ] }, @@ -13055,8 +13067,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -13147,9 +13159,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 47, @@ -13470,14 +13482,14 @@ "issue:44483|issue:44514", "issue:36683|issue:43582" ], - "prepared_review_unit_hash": "e2760c8d78a431370b191a3f4dd30874306b7eabd614912168392a29a2f1ae98", + "prepared_review_unit_hash": "e8f5e3ee0a9edcc316827367059f38789d6e105db16c2efc3151616e6390a040", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -13492,198 +13504,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated Transformers bugs; the soft links look like embedding-similarity false positives rather than true duplicates. I would not merge any of the proposed pairs.", - "confidence": 0.23, - "canonical_issue_reason": "issue:43097 is the best single anchor here: it is a concrete v5 regression with clear user impact and some inbound references, even though it is not a true umbrella for the rest of the set.", + "summary": "This cluster is a grab bag of unrelated Transformers bugs and regressions across tokenizers, model/config loading, training, quantization, attention backends, and docs. None of the soft pairs look like the same underlying defect, so there is no safe canonical duplicate to merge.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest standalone bug report among the noisy cluster; it is specific, reproducible, and broadly relevant to v5 compatibility.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Different failures: tokenizer mapping fallback vs a broader Transformers>=5.1.0 model-loading regression." + "reason": "Different failures: tokenizer mapping returning None vs a specific model-loading failure in transformers>=5.1.0." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "One is a Python-version compatibility problem; the other is a type-checking regression. Not the same bug." + "reason": "One is Python version compatibility, the other is PretrainedConfig type-checking; unrelated regressions." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Missing torchvision during AutoProcessor/model loading is unrelated to max_shard_size behavior." + "reason": "AutoProcessor crashing without torchvision is unrelated to save_pretrained shard-size behavior." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different import/loading paths: optional torchvision dependency vs mistral_common ReasoningEffort import failure." + "reason": "Video processor/torchvision import issue and Gemma 4 processor loading import error are different code paths." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and a testing_utils bug are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different dependency breakages." + "reason": "Both are import errors, but for different symbols in different modules with different fixes." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue is not the same as GLM-5 RoPE implementation behavior." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2 optimizer-state corruption and Liger-kernel application with model_init are different training-path bugs." + "reason": "FSDP2/PEFT optimizer-state corruption is a different training bug than Liger Kernel not applying under model_init." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different model/config omissions: missing projections in qwen3next vs a missing vision config field." + "reason": "Missing projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different model bugs." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword collision is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "AddedToken special-kwarg duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Both touch save/load flows, but one is a removed config flag and the other is quantized model round-tripping after save_pretrained." + "reason": "Removed tie_embeddings_and_encoder_decoder and broken quantized save/load are unrelated problems." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different exports and different modules." + "reason": "Missing layer_type_validation and missing HybridCache are separate import regressions." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Embedding-tie config removal is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Tie-embeddings removal has nothing to do with flash_attention.py crashing on s_aux=None." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model families and different failures; not the same underlying bug." + "reason": "Different Qwen families and different defects; not the same underlying bug." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "kwargs forwarding in AutoProcessor.from_pretrained is not the same as the auto_docstring annotation crash." + "reason": "Passing kwargs to cached_file and an auto_docstring annotations crash affect different utilities." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only API requests and missing embed_tokens.weight are different from_pretrained problems." + "reason": "Offline API-call leakage and missing embed_tokens.weight on UMT5Encoder are unrelated loading issues." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Processor-loading with a missing optional dependency is not the same as tokenizer mapping returning None." + "reason": "Video AutoProcessor/torchvision crash is unrelated to tokenizer mapping returning None." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and quantization offloading behavior are distinct problems." + "reason": "Tie-embeddings removal and quantization offloading behavior are different issues." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "A missing torchvision dependency is unrelated to a notebook syntax error." + "reason": "A processor import crash and a notebook syntax error are not the same bug." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not shown to be the same defect." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not duplicates." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "An incorrect pipeline error message and pipeline save_pretrained failure are different code paths." + "reason": "Pipeline translation error messaging and Pipeline save_pretrained failure are different pipeline bugs." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights on load is unrelated to the 50GB shard-size default question." + "reason": "Missing UMT5Encoder weights is unrelated to max_shard_size defaulting." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are unrelated." + "reason": "xLSTM training blockers and a Bamba compile/SDPA failure are separate model-specific problems." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 compile warning is not the same as a model-specific SDPA compile failure." + "reason": "A bfloat16 compile warning is not the same as a torch.compile SDPA failure." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash Attention 2 unsupported for Nemotron and GPT2 attention scaling being ignored are different issues." + "reason": "Nemotron Flash Attention 2 support and GPT2 attention scaling under SDPA/FlashAttention are different backend issues." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated." + "reason": "Offline tokenizer cache loading and gradient checkpointing in eval mode are unrelated." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "A PyTorch warning during compile is not the same as a tie_word_embeddings warning in a LoRA workflow." + "reason": "bf16 compile warnings and tie_word_embeddings warnings concern different model/config paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Save/dequantization failure and a Qwen3_5 infinite-loop generation bug are unrelated." + "reason": "Saving dequantized models and an infinite loop on a specific image are unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but one is quantized-model serialization and the other is Pipeline.save_pretrained support." + "reason": "Both involve saving, but one is dequantized model persistence and the other is Pipeline serialization." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention-scaling configuration loss and degenerate zero-loss sequence classification are different bugs." + "reason": "GPT2 backend attention scaling and zero-loss classification behavior are unrelated defects." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for Nemotron and Python version compatibility are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Optimizer-state corruption in training and GPT2 attention scaling under SDPA/FlashAttention are different code paths." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "API request rejection in v5.3 and a Qwen2_5_VLProcessor batching crash are different failures." + "reason": "Chat/completions request rejection and batched Qwen2_5_VLProcessor padding crash are not the same bug." }, { "left": "issue:36683", @@ -13708,8 +13732,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -13802,9 +13826,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -14044,8 +14068,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -14136,9 +14160,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -14448,20 +14472,20 @@ "issue:44273|issue:45542", "issue:44273|issue:45003" ], - "prepared_review_unit_hash": "435fdb997014e2607eb10b083eb576a786a0ba6f800bebcb91d5bcdd7018e767", + "prepared_review_unit_hash": "327c671c7a23daa21fb8a6ce3f7df251e13a46bc9933d28b2f07055ad9b2dc01", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38305, + "serialized_chars": 38307, "estimated_input_tokens": 9577, "estimated_eval_tokens": 19410 }, @@ -14470,252 +14494,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5-era regressions and unrelated bug reports, not a true duplicate set. The soft-similarity links usually connect them only by broad subsystem or shared version-churn language, so I rejected them under a strict same-bug standard.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44556 is the most concrete representative of the recurring \"v5 breaks model loading / checkpoint reload\" theme in this set. It is still not a universal duplicate target, but it is clearer and more actionable than the broader umbrella-style complaints.", + "summary": "This cluster is a noisy mix of unrelated Transformers regressions, import/load failures, docs issues, and a few model-specific bugs around v5-era changes; none of the soft pairs look like true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "No concrete duplicate target stands out; issue:45850 is the broadest umbrella for the cluster, but it is too vague to be a strong canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "44556 is the best anchor for the cluster because it states a specific regression, affected upgrade path, and user-visible failure mode. The other issues are mostly narrower, unrelated, or only loosely similar.", + "best_issue_reason": "issue:45850 best captures the overall \"v5 breaks many models\" theme, but it is still too broad to serve as a precise dedupe anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Different bugs: local_files_only network leakage vs GLM-5 RoPE implementation." + "reason": "local_files_only network behavior vs GLM-5 RoPE implementation; unrelated bugs." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Unrelated symptoms: compiled Python file errors vs a Chinese report about post-upgrade filtering slowdown." + "reason": "compiled Python file errors vs a data-filtering slowdown regression; different code paths." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different concrete failures: missing _tp_plan vs a from_pretrained error." + "reason": "Both mention Qwen3.5 MoE, but one is missing tensor-parallel plan metadata and the other is a from_pretrained load error." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both generation-related, but one is cache/layer update decoration and the other is sync_gpus model-kwargs handling." + "reason": "cache update no_grad bug vs generation kwargs/sync_gpus behavior; separate generation issues." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "SentenceTransformer loading hang is unrelated to documentation confusion about forward args." + "reason": "loading hang vs documentation confusion; not the same problem." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow job-status reporting and tokenizer loading regression are different failure modes." + "reason": "MLflow reporting failure vs tokenizer loading regression; unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5 MoE issues, but one is tensor-parallel plan plumbing and the other is a missing config field dropped by strict validation." + "reason": "missing _tp_plan vs missing deepstack_visual_indexes; different model/config metadata bugs." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-patch helper are unrelated." + "reason": "FP8 accuracy issue vs missing image-patch API; different failures." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-related model-loading complaints, but they describe different models and different breakage points." + "reason": "both are version-related loading regressions, but they affect different checkpoints and failure modes." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network access despite local_files_only is not the same as FP8 save_pretrained behavior." + "reason": "network requests despite local_files_only vs FP8 save_pretrained bug; unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No meaningful overlap; racoon is unrelated." + "reason": "local_files_only bug vs a non-descriptive unrelated issue." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and DSA indexer ReLU are unrelated changes." + "reason": "Liger kernel application bug vs DSA indexer ReLU bug; unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors are not the same as PretrainedConfig type-checking regressions." + "reason": "compiled-file errors vs PretrainedConfig type-checking breakage; different paths." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting and tensor-parallel training bug are different problems." + "reason": "MLflow reporting vs tensor-parallel training bug; unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() after removals is unrelated to racoon." + "reason": "docs still mention pipeline() vs unrelated issue title." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "One is compiled Python file handling; the other is save_pretrained for Pipeline objects." + "reason": "compiled Python file errors vs Pipeline save_pretrained; not the same bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/Qwen3.5 MoE, but one is save_pretrained and the other is inference support; not the same bug." + "reason": "both touch FP8/MoE, but one is save_pretrained behavior and the other is inference support; not one concrete fix." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading failure are separate incidents." + "reason": "tokenizer loading regression vs Llama 3.2 vision model loading; similar theme, different concrete breakage." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import is not the same as a broken transformers env command." + "reason": "is_offline_mode import error vs env command broken in v5; different symptoms and fixes." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug do not share a concrete code path." + "reason": "tokenizer loading regression vs tensor-parallel training bug; unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type checking are unrelated." + "reason": "env command breakage vs PretrainedConfig type-checking; unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI/env breakage is not the same as a missing Qwen2.5-VL export." + "reason": "env command breakage vs Qwen2.5 VL import error; different code paths." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion about model.forward is unrelated to an ImportError for layer_type_validation." + "reason": "docs confusion vs an import error; not the same underlying bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "racoon is unrelated to Gemma-4 audio positional encoding." + "reason": "unrelated issue title vs Gemma4AudioRelPositionalEncoding bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors from transformers, but they concern different missing symbols and are not shown to share the same root cause." + "reason": "different missing exports: AutoImageProcessor vs PreTrainedModel; same broad subsystem, not one duplicate." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to the transformers env command." + "reason": "layer_type_validation import error vs env command bug; unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env CLI is not the same as Python 3.14 load failures." + "reason": "env command broken vs Python 3.14 load failure; different regression." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache and a typo in cache strategies are different issues." + "reason": "chunked_prefill cache missing vs a typo in cache strategies; not the same bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to racoon." + "reason": "scheduler kwarg handling vs unrelated issue title." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and racoon are unrelated." + "reason": "GLM-5 RoPE implementation vs unrelated issue title." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and pipeline docs mentioning return_all_scores are unrelated." + "reason": "tensor-parallel training bug vs docs mentioning return_all_scores; unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "An import-export problem is not the same as compiled-file runtime errors." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "A specific Qwen3.5 chat crash is not the same as a broad complaint that v5 breaks many models." - }, - { - "left": "issue:44261", - "right": "issue:44360", - "accept": false, - "reason": "MLA q_a_layernorm precision/config issue and DSA indexer ReLU are different bugs." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Processor save_pretrained missing files is too specific to match a generic bug report." + "reason": "import error vs compiled-file errors; different failure classes." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and tensorboard/TF backend errors are unrelated." + "reason": "lazy loading bug vs undefined TensorFlow backend error; unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading problems may be in the same broad area, but the sys.modules access report is a different concrete issue." - }, - { - "left": "issue:44315", - "right": "issue:44360", - "accept": false, - "reason": "Liger Kernel application and DSA indexer ReLU are unrelated." + "reason": "lazy loading bug vs unsafe sys.modules access; not clearly the same code path." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "racoon is unrelated to Gemma-4 audio positional encoding." + "reason": "specific Qwen3.5 chat crash vs a broad complaint that many models break; not a concrete duplicate." } ] }, @@ -14734,8 +14728,8 @@ "review_unit_count": 48, "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-10000-407", "nodes": [ @@ -14841,9 +14835,9 @@ "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 48, @@ -15216,94 +15210,94 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "cc5812bc3712b7bbb8d99ccbcec2bdc739e1e4ee069fcc9091c0f8ec4e09f110", + "prepared_review_unit_hash": "b431e3e8549002d1823bf6fed3b33cf5a7dc6d5ed495db8bdea6986d908405eb", "component_budget": { "node_count": 407, "item_count": 407, "soft_pair_count": 1521, - "serialized_chars": 784896, - "estimated_input_tokens": 196224, - "estimated_eval_tokens": 392704 + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 22, - "serialized_chars": 22235, - "estimated_input_tokens": 5559, - "estimated_eval_tokens": 11374 + "serialized_chars": 22237, + "estimated_input_tokens": 5560, + "estimated_eval_tokens": 11376 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most items are distinct model, tokenizer, scheduler, config, or tooling bugs. I would not merge any of the soft pairs as duplicates; at most, the tokenizer-v5 pair is thematically related but still not the same concrete defect.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45850 is the closest umbrella candidate because it broadly describes many model breakages after the 5.0 update, whereas the other issues are narrower or unrelated.", + "summary": "This cluster is heterogeneous. A few issues loosely relate to Transformers v5 regressions, but most are clearly separate bugs in different components or models. No soft duplicate edges are strong enough to merge.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set and loosely matches the repeated v5-regression theme, but it is too vague to be a strong dedupe anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the best global issue only as a loose umbrella for the cluster; it is still too vague to serve as a precise duplicate target, and no other issue spans the set better.", + "best_issue_reason": "issue:45850 is the most representative of the overall cross-cutting complaint about many v5 breakages, though it is not specific enough to be a good standalone canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Different failures: Qwen3VL timestamp logic vs missing files in processor.save_pretrained." + "reason": "Different bugs: timestamp calculation in Qwen3VL processor vs missing files from processor.save_pretrained." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Unrelated bugs: timestamp calculation vs VRAM leak in multi-dataloader-thread use." + "reason": "Different model/path and failure mode: Qwen3VL timestamp bug vs VRAM leak in Qwen3ForCausalLM with multiple dataloader threads." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "Different code paths and models: torch.split return handling vs Gemma4 audio positional encoding." + "reason": "Unrelated model internals: torch.split return values in GlmMoeDsaIndexer vs Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "Both touch audio-adjacent models, but one is a CPU-offload device mismatch and the other is a positional-encoding bug." + "reason": "Different runtime problem: CPU offload device mismatch in bark-small vs Gemma-4 audio positional encoding bug." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Different defects: missing rms_norm_eps precision issue vs Gemma4 audio positional encoding." + "reason": "Different issue scope: MLA q_a_layernorm config precision mismatch vs Gemma-4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 regressions, but they describe different concrete bugs and code paths." + "reason": "Both are tokenizer-v5 complaints, but they describe different concrete failures and likely different fixes." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg handling is unrelated to the placeholder 'Unemployment' issue." + "reason": "Inverse-sqrt scheduler kwargs bug is unrelated to the placeholder 'Unemployment' issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategy docs/names is unrelated to the placeholder issue." + "reason": "Typo in cache strategy names is unrelated to the placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different crash sites: tied-weights key handling vs chat-template tool-call content handling." + "reason": "Different code paths: tied-weight key handling crash vs apply_chat_template crash on tool-call assistant messages." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The placeholder issue is unrelated to the broad v5 breakage report." + "reason": "No actionable overlap; one is a nonsensical placeholder title, the other is a broad v5-breakage complaint." }, { "left": "issue:43618", @@ -15315,67 +15309,67 @@ "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Testing utility bug is unrelated to the placeholder issue." + "reason": "Testing_utils bug is unrelated to the placeholder issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Different config/model bugs: missing pad_token_id vs tied-weights key crash." + "reason": "Llama4Config missing pad_token_id is a config regression, not tied-weight key handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Different config/model bugs: missing pad_token_idx vs tied-weights key crash." + "reason": "StableLmConfig missing pad_token_idx is a separate config/API regression from tied-weight key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness is unrelated to the ImportError for layer_type_validation." + "reason": "Loading checkpoint slowly is a performance issue; missing layer_type_validation is an import regression." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to missing processor save files." + "reason": "fp8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to slow checkpoint loading." + "reason": "MLflow reporting on training failure is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained slowness is unrelated to the tensor-parallel training bug." + "reason": "Slow checkpoint loading is unrelated to tensor-parallel training failure." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "These are both Qwen-related, but one is FP8 inference support and the other is a from_pretrained error in transformers>=5.4.0." + "reason": "Both mention Qwen3.5/MoE, but one is fp8 inference support and the other is a from_pretrained error; not the same concrete bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading is unrelated to documentation confusion in model.forward." + "reason": "Checkpoint loading performance is unrelated to model.forward documentation confusion." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Tokenizer loading regression and checkpoint loading slowness are different issues." + "reason": "Slow from_pretrained loading is a different issue from tokenizer loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support is unrelated to FP8 Qwen inference support." + "reason": "Continuous batching for audio models and fp8 inference support are different feature gaps." } ] }, @@ -15394,8 +15388,8 @@ "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": [ @@ -15465,8 +15459,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -15528,8 +15522,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-5", "nodes": [ @@ -15660,8 +15654,8 @@ "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-36817-15", "nodes": [ @@ -15974,8 +15968,8 @@ "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-37934-7", "nodes": [ @@ -16098,8 +16092,8 @@ "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": [ @@ -16161,8 +16155,8 @@ "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": [ @@ -16224,8 +16218,8 @@ "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": [ @@ -16287,8 +16281,8 @@ "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": [ @@ -16387,8 +16381,8 @@ "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-44371-5", "nodes": [ @@ -16509,8 +16503,8 @@ "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": [ @@ -16629,8 +16623,8 @@ "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-45672-2", "nodes": [ @@ -16692,8 +16686,8 @@ "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": [ @@ -16755,8 +16749,8 @@ "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": [ @@ -16818,8 +16812,8 @@ "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": [ @@ -16931,7 +16925,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16954,213 +16948,222 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46049", - "pull_request:46065" + "pull_request:46065", + "pull_request:46067" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", "pull_request:41855|pull_request:43823", "pull_request:41855|pull_request:43424", "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46067", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:46065", "pull_request:43251|pull_request:44827", "pull_request:43424|pull_request:46065", + "pull_request:43424|pull_request:46067", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:46067", "pull_request:43995|pull_request:44827", "pull_request:43995|pull_request:45213", "pull_request:44827|pull_request:46065", - "pull_request:44827|pull_request:46049", + "pull_request:44827|pull_request:46067", "pull_request:44827|pull_request:45170", - "pull_request:44827|pull_request:45655", - "pull_request:45170|pull_request:46048", + "pull_request:44827|pull_request:46048", "pull_request:45170|pull_request:46065", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", - "pull_request:46049|pull_request:46065", + "pull_request:44827|pull_request:45655", + "pull_request:46065|pull_request:46067", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "aee47a673111b2436f114bead63a9e38837e3fd797b684ebab9a3818467be3b9", + "prepared_review_unit_hash": "22fd71a52f35e636d431609b0e0ffb3963f7f5acad30e8872b1677f98a8e02d1", "component_budget": { "node_count": 15, "item_count": 15, - "soft_pair_count": 24, - "serialized_chars": 41832, - "estimated_input_tokens": 10458, - "estimated_eval_tokens": 21172 + "soft_pair_count": 27, + "serialized_chars": 42115, + "estimated_input_tokens": 10529, + "estimated_eval_tokens": 21314 }, "budget": { "node_count": 15, "item_count": 15, - "soft_pair_count": 24, - "serialized_chars": 41832, - "estimated_input_tokens": 10458, - "estimated_eval_tokens": 21172 + "soft_pair_count": 27, + "serialized_chars": 42115, + "estimated_input_tokens": 10529, + "estimated_eval_tokens": 21314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Almost all pairs are false positives; the only clear duplicate-like pair is the two fixed_cross_entropy kwargs PRs. The rest touch different models, subsystems, or unrelated fixes despite superficial similarity.", - "confidence": 0.9, + "summary": "This cluster is mostly unrelated PRs; the only genuine duplicate-like pair is the two `fixed_cross_entropy` patches. Everything else touches different models, utilities, or docs/tests and should stay separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical choice among the near-duplicate loss fixes: it targets the same fixed_cross_entropy change, is explicitly linked to issue 43240, and has materially more review/activity than 43254.", + "canonical_pr_reason": "PR 43251 is the clearest anchor for the `fixed_cross_entropy` bug: it directly addresses the kwargs passthrough issue, is explicitly tied to issue 43240, and covers the same code path as 43254 with a broader, cleaner fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster\u2019s only real duplicate pair; the other PRs are unrelated or only loosely similar.", + "best_pr_reason": "PR 43251 is the best representative of the actual duplicate cluster because it fixes the concrete loss-function bug directly and is the more complete version of the same change as 43254.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: adding VideoPrism support vs an ExecuTorch dynamic-shape test. No shared bug or code path." + "reason": "Different features: VideoPrism docs/model addition vs ExecuTorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer missing-methods fix for MistralCommon is unrelated to adding MobileLLM." + "reason": "Tokenizer API cleanup vs adding MobileLLM; unrelated code paths." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer API additions and ExecuTorch export testing are unrelated." + "reason": "Missing tokenizer methods vs ExecuTorch export testing; no shared bug." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding a new model family; same broad area only." + "reason": "Processor/pretrained robustness changes vs new MobileLLM model support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Cross-entropy kwargs fix vs base_model_prefix conversion loading fix; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs forwarding vs MobileLLM model addition are unrelated." + "reason": "Loss-function kwargs bug vs MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:46065", "accept": false, - "reason": "Cross-entropy kwargs fix and test-utils device detection fix are different code paths." + "reason": "Loss-function kwargs bug vs device-property test-utils fix; different subsystems." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Same general repo area only; one fixes loss computation, the other Mistral4 test/model behavior." + "reason": "Cross-entropy loss fix vs Mistral4 test/model changes; not the same concrete bug." }, { "left": "pull_request:43424", "right": "pull_request:46065", "accept": false, - "reason": "ExecuTorch export tests and device-property utilities are unrelated changes." + "reason": "ExecuTorch dynamic-shape test vs device capability detection fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "Export test vs conversion-loading prefix fix." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export test vs Mistral4 test/model fix; no same underlying bug." + "reason": "ExecuTorch exportability test vs Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch testing and a new MobileLLM model are unrelated." + "reason": "Dynamic-shape export test vs MobileLLM model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Model addition vs config resolution ordering fix; unrelated." + "reason": "New model support vs config-resolution fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM is unrelated to Falcon output-collection refactoring." + "reason": "MobileLLM model addition vs Falcon output-collection refactor." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "MobileLLM model addition vs conversion prefix-loading fix." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor and Mistral4 test fixes do not share the same bug." + "reason": "Falcon refactor vs Mistral4 test fix; different model families." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Model refactoring and a model-creation skill are unrelated." + "reason": "Falcon model refactor vs model-creation skill; not a code fix duplicate." }, { "left": "pull_request:44827", "right": "pull_request:46065", "accept": false, - "reason": "Mistral4 fixes and testing_utils device capability changes are different bugs." + "reason": "Mistral4 test/model work vs test-utils device detection; no shared code path." }, { "left": "pull_request:44827", - "right": "pull_request:46049", + "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test fixes and Gemma4 per_layer_inputs validation are unrelated." + "reason": "Mistral4 test/model work vs conversion-loading fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 behavior/test fixes vs CLIP-like layernorm renaming are unrelated." + "reason": "Mistral4 test/model changes vs layrnorm/layernorm typo fix." }, { "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Model test fixes and config-resolution ordering are unrelated." - }, - { - "left": "pull_request:45170", "right": "pull_request:46048", "accept": false, - "reason": "Weight-renaming for CLIP-like models vs adding a TDT loss kernel are unrelated." + "reason": "Mistral4 test/model fixes vs TDT loss kernel integration; different areas." }, { - "left": "pull_request:45170", - "right": "pull_request:46065", + "left": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Layernorm renaming and device-property detection fixes are unrelated." + "reason": "Model/test changes vs a model-creation skill draft; unrelated." }, { - "left": "pull_request:46049", + "left": "pull_request:45170", "right": "pull_request:46065", "accept": false, - "reason": "Gemma4 generation validation and test-utils device detection are unrelated." + "reason": "Typo/conversion mapping fix vs device-property test-utils fix." }, { - "left": "pull_request:44827", - "right": "pull_request:45213", + "left": "pull_request:46065", + "right": "pull_request:46067", "accept": false, - "reason": "Shared auto/modeling file mention is incidental; Mistral4 tests and a model-creation skill are not the same change." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "A new model implementation and a model-creation skill are different artifacts, not duplicate fixes." + "reason": "Test-utils device detection fix vs conversion-loading prefix fix; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change src/transformers/loss/loss_utils.py to expose the same fixed_cross_entropy kwargs behavior for the same underlying bug (issue 43240). They could plausibly be merged into one PR." + "reason": "Same underlying `fixed_cross_entropy` kwargs bug; both modify `loss_utils.py` to pass supported `cross_entropy` arguments and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The output is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is well supported by the shared file, shared issue target, and nearly identical cross-entropy kwargs fix. The remaining false verdicts are consistent with the diffs and do not overstate mergeability." + "feedback": "The judgments are conservative and grounded in the packet. The only clearly mergeable duplicate-like pair is 43251/43254, since both patch `fixed_cross_entropy` in `loss_utils.py` for the same issue target. The other pair rejections are reasonable: they concern different subsystems, models, or unrelated test/util changes, and the one deterministic-accept soft pair (44827/46065) is still not the same bugfix." }, "evaluator_used": true, "retried": false, @@ -17171,7 +17174,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17187,12 +17190,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "86178671e6081879e1ce8fa30e0c18096f83d4ddbf0da2c1544bbd828f4b6b81", + "prepared_review_unit_hash": "1e9f454fb4cd8ae573f262e57d55b1413787934c75a2f19543071638c024c909", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17200,7 +17203,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17209,18 +17212,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are related to VibeVoice, but they are not the same change: PR #40546 adds the base VibeVoice model integration, while PR #42781 adds a separate VibeVoice Realtime extension with additional acoustic-tokenizer and generation changes. Similar filenames reflect the shared model family, not a duplicate fix/feature.", - "confidence": 0.94, + "summary": "These are related VibeVoice PRs, but they are not duplicates: #40546 is the base VibeVoice implementation, while #42781 is a broader realtime follow-up that also adds the acoustic tokenizer and generation changes. They share files because the second PR builds on the same model family, not because they fix the same concrete change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the original, broader base VibeVoice integration and is more mature/reviewed.", + "canonical_pr_reason": "#40546 is the cleaner canonical PR: it is the earlier, foundational VibeVoice implementation and is narrower than the later realtime extension.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best overall cluster representative since it covers the foundational implementation; PR #42781 is a follow-on realtime-specific extension rather than the same PR.", + "best_pr_reason": "#40546 is the best representative of the cluster because it captures the primary VibeVoice model bring-up without the extra realtime/tokenizer scope in #42781.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: these PRs target different underlying changes. #40546 implements VibeVoice, while #42781 adds VibeVoice Realtime and related acoustic tokenizer/generation updates. Shared files are due to the same model family, not the same concrete code-path fix or feature." + "reason": "Shared VibeVoice files alone are not enough here: #42781 adds realtime support plus an acoustic tokenizer and generation updates, so it is a follow-up feature set rather than the same concrete code-path fix as #40546." } ] }, @@ -17234,7 +17237,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17250,12 +17253,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "2ac7139062dd8dd391ddc5093309d8086958be1aaef9d3ad62ce4ed8a2f42790", + "prepared_review_unit_hash": "962c0f79d9db72e902f201f9ff97197e20fb92ea3e4e54c01d05c28933ac2be6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17263,7 +17266,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17272,18 +17275,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds covariate forecasting to TimesFM, the other adds image-classification support for DINOv3ViT. They should not be clustered as duplicates or merged into a single change.", + "summary": "These are unrelated feature PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not share the same underlying bug or change and should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR here; the changes target different models, different tasks, and different code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better representative of the other because they do not describe the same underlying bug or feature.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and objectives: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not fix the same concrete code-path problem and would not plausibly be merged into one PR." + "reason": "Different models, different codepaths, and different user-facing features; this is not the same underlying change and would not be mergeable into one PR." } ] }, @@ -17297,7 +17300,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17360,7 +17363,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17378,46 +17381,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "bd72e63b9785d8694b59885730e09284d49b2d135756b03093e09df4e16dd184", + "prepared_review_unit_hash": "2b01ad3d2f436eff3be646abab47b8ac04123b72fd1af742598771ff89407bb0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10408, - "estimated_input_tokens": 2602, - "estimated_eval_tokens": 5460 + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10408, - "estimated_input_tokens": 2602, - "estimated_eval_tokens": 5460 + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate open PRs adding different models (DeepSeek OCR, Isaac, Kimi2-6). The overlap is generic Transformers model-integration scaffolding, not the same underlying bug or change.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that share Transformers integration scaffolding but target different models and codepaths; they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45630 is the strongest single representative of the cluster only because it is the broadest/newest model-addition change, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a valid global representative here; all three are unrelated feature additions despite similar file patterns.", + "best_pr_reason": "PR 45630 is the best representative artifact overall: it has the most complete model integration footprint and cleanly reflects one concrete new model addition.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and code paths: DeepSeek OCR vs Isaac. Shared docs/auto-registration files are just standard new-model plumbing, not the same fix or change." + "reason": "Different models and implementations: DeepSeek OCR vs Isaac. Shared auto-registration/docs scaffolding is expected, but the underlying model/codepath is not the same." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model integrations (Isaac vs Kimi2-6) with distinct implementations and tests. Similarity comes from adding model support, not one underlying issue." + "reason": "Different model families and codepaths: Isaac vs Kimi2-6. They both add new model support, but not the same fix or change." } ] }, @@ -17431,7 +17434,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17447,12 +17450,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "eda5e195da68e6ce53f1453b6650e83bac093e21de32cc3ea7ff30d2cd0474a2", + "prepared_review_unit_hash": "9c062bd795abd5a03e5fbe76262a94dd71c3b0181fa3f4016ad6baadc9771899", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17460,7 +17463,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17469,18 +17472,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch GitHub Actions workflows, but they update different action families for different reasons: one is a Node 24 compatibility sweep, the other is a newer-version refresh focused on docker/build-push-action and related workflows. They overlap in some files but not in the same concrete change, so they are not duplicates.", - "confidence": 0.91, + "summary": "Two broad workflow-maintenance PRs with overlapping files, but they address different action upgrades and different underlying concerns: Node 24 compatibility versus Docker build action version bumps.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more clearly scoped maintenance change: it explicitly targets Node 24 compatibility and uses consistent version bumps across workflow actions.", + "canonical_pr_reason": "42975 is the broader and more central workflow compatibility sweep: it updates multiple GitHub Actions families for Node 24 compatibility across many workflows, making it the best representative of the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster because its purpose is specific and internally coherent, whereas PR 42976 is a broader latest-version update with a different change set.", + "best_pr_reason": "42975 is the best representative because its scope is wider and its title matches the main maintenance theme, while 42976 is a narrower docker/build-push-action upgrade.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: they are both workflow action upgrades, but they do not fix the same underlying problem. 42975 is about Node 24 compatibility for checkout/cache/upload-artifact, while 42976 updates docker/build-push-action and other actions to newer versions. Shared workflow files alone are not enough to treat them as duplicates." + "reason": "They overlap on workflow maintenance, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action to v6. Different action families and different concrete fixes, so they should not be merged as duplicates." } ] }, @@ -17494,7 +17497,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17523,7 +17526,7 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "daddaf37d48e0dcea41a8ce1c07c00d290214baa94227239efcfe172c99fef74", + "prepared_review_unit_hash": "f6ca323f57cd3ddd062036c56d24b99900e49ec4e751e3bea65528879dab8f25", "component_budget": { "node_count": 7, "item_count": 7, @@ -17545,66 +17548,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are distinct PRs for different models or infrastructure changes. The apparent similarity is mostly boilerplate from adding new model docs, auto mappings, and tests; none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.97, + "summary": "This cluster is a mix of unrelated pull requests: several distinct model additions (ViT NEPA, Molmo, Molmo2, Lfm2Audio, CTSM, PP-OCRv6) plus a distributed pipeline-parallel runtime change. The overlaps are mostly incidental docs/auto-registry edits, not the same underlying fix or feature.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the set spans unrelated additions (ViT NEPA, Molmo, Molmo2, Lfm2 Audio, PP-native loading, CTSM, PP-OCRv6), so none is a safe duplicate representative.", + "canonical_pr_reason": "No canonical PR: the items are not duplicates of one another; they target different models or a different runtime subsystem, so there is no single PR that represents the whole cluster.", "best_issue_reason": null, - "best_pr_reason": "No global best PR: there is no duplicate cluster to collapse, and picking one would misrepresent several unrelated feature and infrastructure PRs.", + "best_pr_reason": "45838 is the closest thing to a representative PR only by breadth and activity, but it still covers a different model family than the others and should not be treated as a duplicate umbrella.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo: different model families, different codepaths, and no shared explicit issue target; shared auto/doc files are just new-model boilerplate." + "reason": "ViT NEPA vs Molmo are different model additions; shared docs/auto files are incidental." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA vs Molmo2 are distinct model additions with separate implementations and docs, not the same underlying change." + "reason": "ViT NEPA and Molmo2 are separate model families with different codepaths." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model ports; overlap is only in registration/docs, not the concrete feature change." + "reason": "Different models entirely; only generic docs/registry overlap." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but still separate model families with different files and behaviors; not mergeable as one PR." + "reason": "Molmo and Molmo2 are related names but still distinct model additions with separate implementations." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are different model additions with distinct model code and test surfaces." + "reason": "Molmo and CTSM are unrelated model additions; no shared underlying bug or change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model integrations; the shared auto/doc changes are generic scaffolding." + "reason": "Molmo2 and CTSM are different model families and changes." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 Audio is an audio model PR, while PP-OCRv6 is OCR/vision; they do not fix or add the same concrete code path." + "reason": "Lfm2Audio is an audio model PR; PP-OCRv6 is a vision/OCR model PR." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel core loading support is infrastructure work, not the same change as adding PP-OCRv6 model support." + "reason": "Pipeline-parallel runtime support is a framework feature, not the same change as PP-OCRv6 model support." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM and PP-OCRv6 are different model families with separate implementations, docs, and tests." + "reason": "CTSM and PP-OCRv6 are distinct model additions with different affected codepaths." } ] }, @@ -17618,7 +17621,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17637,52 +17640,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "769691efae85d895a6d1212fb6b74c074a84da25d35fa7f69793376a59868cde", + "prepared_review_unit_hash": "d72652a928b35c69500d9cc3dd1e026288eea429d53839259ccbf7c10c166659", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the three PRs address unrelated changes (Whisper test cleanup/fix, CLIP/ViT test edits, and a dequantization fix in FP8/model loading).", - "confidence": 0.34, + "summary": "No true duplicate PR cluster here: one PR is a focused Whisper tokenizer/test fix, one is clearly a bogus test-only placeholder, and one is a substantive FP8/dequantization change. The broad similarity signals are not enough to merge any pair.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly canonicalizes the cluster because the PRs do not fix the same underlying problem; if forced, #44815 is the most substantive code fix and best represents a real change rather than test noise.", + "canonical_pr_reason": "PR 44815 is the most substantive and self-contained real change in the set, with concrete code-path fixes across model loading and FP8 quantization; the others are either unrelated or obviously not production fixes.", "best_issue_reason": null, - "best_pr_reason": "#44815 is the strongest standalone PR: it contains a concrete implementation change in core loading / FP8 integration with a clear bug-fix intent. The other two are mostly test-only and are not the same change.", + "best_pr_reason": "PR 44815 is the best representative PR because it addresses a concrete functional dequantization issue with real implementation changes, whereas 43291 is narrow to Whisper and 43665 is clearly not a legitimate fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-related, but they target different models and different behaviors. The diff previews do not show the same code path or same bug, so they should not be merged as duplicates." + "reason": "Different subsystems and different kinds of changes: Whisper tokenizer/test fix versus CLIP/ViT test edits with no shared bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/test fixes are unrelated to FP8 dequantization and core model loading. They do not appear to address the same underlying bug or change." + "reason": "Whisper decoding/tests and FP8 dequant/model-loading logic are unrelated; they do not appear to fix the same underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These PRs are clearly unrelated: one touches CLIP/ViT tests, the other modifies dequantization/loading logic. Same broad repository, but not the same fix." + "reason": "43665 is just test assertions in CLIP/ViT, while 44815 is a concrete FP8/dequantization fix; no common bug or mergeable change set." } ] }, @@ -17696,7 +17699,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17712,7 +17715,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "1ad4a5d49dfa389a2fb47a13c40cb08f0f162e4435496211dc37e352388ec68d", + "prepared_review_unit_hash": "fc41922a590cc921f4acd4decb37b419cc8e33f3437d57fe2b747feae5ec5627", "component_budget": { "node_count": 2, "item_count": 2, @@ -17734,18 +17737,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: #43488 is a packaging/version-and-dependency change with a small test tweak, while #43532 rewires CI/workflow behavior and touches testing utilities. The only overlap is an incidental shared Vitest test file.", - "confidence": 0.96, + "summary": "Two unrelated open PRs that both mention the repo-bot test space, but they touch different code paths and are not mergeable as one change. The shared Vit test filename is too weak to treat them as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different areas and code paths (setup/versioning vs CI/workflow/testing infra), so they should not be merged into one duplicate cluster representative.", + "canonical_pr_reason": "No clear canonical PR duplicate exists; if one representative is needed, #43532 is the broader, more self-contained repo-bot workflow/test change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for a duplicate pair. If forced to pick one, #43532 is broader, but it is still not the same change as #43488.", + "best_pr_reason": "#43532 is the better cluster representative because it centralizes the workflow/testing changes and has a more coherent scope than the setup.py/version tweak in #43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the diffs are unrelated in purpose and implementation. #43488 changes setup.py/dependency tables and bumps the dev version; #43532 changes GitHub workflows and testing utilities. Shared test filename is incidental." + "reason": "They are different PRs with different scopes: #43488 changes setup/version/dependencies, while #43532 rewires workflows and testing utilities. Shared test file usage is not enough to indicate the same underlying fix." } ] }, @@ -17759,7 +17762,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17775,12 +17778,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "0febaeb0f0fb8a2a517207f87e4b62cb14c805b9e5ee3359656582279570e3c2", + "prepared_review_unit_hash": "fce71d686817fa8373839a7933a41ec770a48eca4ba619e92a0a622f49a1b22d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17788,7 +17791,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17797,18 +17800,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are related in naming and share documentation/registry plumbing, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be merged as duplicates.", - "confidence": 0.96, + "summary": "Two related but distinct pipeline PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share doc/registry plumbing, but target different features and model paths, so they should not be deduplicated.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the better representative of the cluster because it is the broader, more concrete pipeline implementation and includes more model/test integrations. PR #43612 is a separate pipeline for a different task.", + "canonical_pr_reason": "PR 43613 is the better representative of the cluster because it is the broader and more complete pipeline addition, with wider model coverage and implementation detail.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the strongest standalone PR in this pair: it wires up promptable visual segmentation end-to-end with multiple model backends and tests, making it the more complete representative artifact.", + "best_pr_reason": "PR 43613 is the strongest standalone PR in this cluster for representing the promptable-segmentation work overall, but it is not the same change as 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. Shared docs/registry edits are incidental, and the model/test files differ enough that they would not plausibly be merged into one PR." + "reason": "They share scaffolding and docs updates, but the underlying changes are different: concept segmentation vs visual segmentation. The code paths, supported models, and task semantics are not the same, so they should not be merged as duplicates." } ] }, @@ -17822,7 +17825,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17838,7 +17841,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f58cc628997df9e4bda26640ebe9029f4361e87a722ede030507c2a975cb18eb", + "prepared_review_unit_hash": "8762d4ef0f763a2c05d27c13c80495afe7cd169a640013ff7d83e351f81eb912", "component_budget": { "node_count": 2, "item_count": 2, @@ -17860,18 +17863,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both modify `trainer.py`, but they address different customization points in the training pipeline: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change and should stay separate.", - "confidence": 0.96, + "summary": "Both pull requests modify `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other adds a hook for signature column filtering. They are related in subsystem, not duplicate in intent or code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for the cluster: PR #43651 changes loss scaling behavior in `training_step`, while PR #43663 adds an overrideable helper for input column filtering. They target different code paths and different extension mechanisms.", + "canonical_pr_reason": "No canonical PR: PR 43651 introduces `_loss_is_scaled_for_ga` for loss scaling, while PR 43663 adds `_get_signature_columns` for column filtering; these are separate features.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more self-contained change and likely easier to triage as a distinct fix: it introduces `_loss_is_scaled_for_ga` and adjusts the loss normalization branch directly in `training_step`.", + "best_pr_reason": "No single best PR for duplicate triage, since the two PRs solve different problems and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch `trainer.py`, but one is about gradient accumulation loss scaling and the other is about signature/column filtering. They do not fix the same concrete bug or form a single mergeable PR." + "reason": "Same file and similar trainer customization theme, but the changes target different code paths and behaviors: gradient accumulation loss scaling vs. dataset column filtering. Not the same underlying bug/change." } ] }, @@ -17885,7 +17888,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17901,7 +17904,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "32d7453e43e640383db4851f4d4b147ee1d5364b2a9978d6ee9f2ec63a6731ed", + "prepared_review_unit_hash": "801e1abaaf07331a905b527a84915b7f762139223766b9d19e0f35c0e17c8703", "component_budget": { "node_count": 2, "item_count": 2, @@ -17923,18 +17926,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention TypeAdapter, but they address different annotation/runtime issues, so they should not be merged as duplicates.", - "confidence": 0.92, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they appear to address different concrete failure modes rather than the same exact bug.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more specific, concrete fix for the TypeAdapter NameError path (`pydantic` absent); PR 43656 is a broader typing/forward-reference cleanup in the same file but not the same change.", + "canonical_pr_reason": "PR 43842 is the more precise fix: it directly prevents the TypeAdapter NameError when pydantic is absent by moving the import under TYPE_CHECKING and quoting the annotation.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it targets a clearly defined runtime failure mode and has the tighter, more mergeable fix scope.", + "best_pr_reason": "PR 43842 is the best representative of the cluster because it targets the specific runtime failure most explicitly and with the narrowest change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Related in topic and file, but not the same underlying change: 43656 is a general annotations/future-annotations cleanup, while 43842 specifically fixes `TypeAdapter` import/reference handling when `pydantic` is not installed." + "reason": "Both are in src/transformers/cli/serve.py and involve TypeAdapter typing, but 43656 looks like a broader annotations cleanup/future-annotations change while 43842 specifically fixes the pydantic-not-installed NameError. They are related but not clearly the same concrete code-path bug." } ] }, @@ -17948,7 +17951,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18014,7 +18017,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -18081,8 +18084,8 @@ "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", @@ -18127,12 +18130,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "0a2d6e254a255ced32a9570426937a47a4c51c5a717faa07019af115ab1d3487", + "prepared_review_unit_hash": "3b43141ae6d63a2d9dba6ca041e671e53bba7302ff29a8c2c61c3d7b8fae0cf7", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, + "serialized_chars": 84508, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -18140,7 +18143,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, + "serialized_chars": 76940, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -18149,156 +18152,156 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly independent model-by-model output-tracing refactors. The only true duplicates are the GPT-J/CodeGen variants, which target the same concrete code paths and can plausibly be merged together.", - "confidence": 0.9, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best anchor: it directly covers the GPT-J/CodeGen output-tracing refactor, is the most complete variant in that duplicate set, and overlaps the same file-level changes as the other GPT-J PRs.", - "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest representative for the duplicate subgroup because it touches the same GPT-J/CodeGen code paths and subsumes the narrower GPT-J-only variant.", + "summary": "This cluster is mostly independent model-by-model output-tracing refactors under #43979. I only treat the GPT-J/CodeGen subgroup as a tight duplicate-like family; the GPT-Neo overlap is similar but not accepted as a duplicate, and the rest are just same-theme changes across different model code paths.", + "confidence": 0.84, + "canonical_issue_reason": "#43979 is the umbrella tracker referenced throughout the cluster and best captures the shared output-tracing migration theme.", + "canonical_pr_reason": "#44722 is the strongest PR anchor because it is the most central GPT-J/CodeGen instance, explicitly tied to #43979 and overlapping the tightest same-code-path subgroup.", + "best_issue_reason": "#43979 is the best global issue anchor because it is the common tracker for this refactor family.", + "best_pr_reason": "#44722 is the best global PR representative because it is the most complete and central GPT-J/CodeGen output-tracing refactor in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same tracking theme is not enough to treat them as duplicates." + "reason": "Different model families and code paths; same tracking issue/theme is not enough to merge." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs DeBERTa-v2)." + "reason": "CVT/FNet output tracing vs DeBERTa output tracing are separate model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file; 44085 looks like a narrower variant of the same change and could be merged into one PR." + "reason": "Same GPT-J/CodeGen output-tracing refactor family, with the same underlying modeling_gptj.py code path." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are vision-model refactors, but they touch different architectures and different concrete forward paths." + "reason": "ResNet/RegNet-style tracing refactor vs EfficientNet refactor; same pattern but different code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; only the standardized-output theme overlaps." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different model code paths." + "reason": "GPT-J/CodeGen refactor is not the same concrete code-path change as EfficientNet." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations." + "reason": "MobileNetV2 and DeBERTa are separate model implementations; only the migration theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; same pattern, different concrete model code paths." + "reason": "GPT-J/CodeGen and MGP-STR target different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; different model implementations and forward logic." + "reason": "GPT-J/CodeGen and MPT are separate decoder model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": false, - "reason": "GPT2 and GPT-Neo are separate model code paths, not the same bug/change." + "reason": "Very similar GPT-Neo refactors, but I am not treating them as the same underlying change given the packet signal." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen refactor and GPT-Neo refactor are different model-specific changes." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model families and not one mergeable code-path fix." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; same broad refactor theme but not the same concrete code path." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct implementations despite the shared output-tracing theme." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen are unrelated model implementations." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model-specific refactors." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different models with different tracing code paths." + "reason": "MGP-STR and GPT-J/CodeGen are separate model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet output tracing and GPT-J output tracing are separate model-specific changes." + "reason": "ResNet and GPT-J/CodeGen are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT2 and ResNet touch unrelated code paths." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; same pattern, different model logic." + "reason": "ResNet and MPT output tracing are distinct concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model code paths." + "reason": "GPT-Neo and Flaubert are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model-specific refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are related only by migration theme, not the same code path." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths." + "reason": "MPT and GPT-J/CodeGen are separate decoder implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT2 and Flaubert are unrelated model implementations." + "reason": "GPT-Neo vs Flaubert is only the same broad refactor theme, not a duplicate change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different model-specific changes." + "reason": "GPT-Neo and MGP-STR target unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT2 and GPT-J are different code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model paths." + "reason": "GPT-Neo and MGP-STR are separate model-specific output-tracing changes." }, { "left": "pull_request:44071", @@ -18310,166 +18313,178 @@ "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different model code paths." + "reason": "GPT2 and MGP-STR are different concrete model changes." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model-specific refactors." + "reason": "GPT-J/CodeGen refactor is not the same code path as MGP-STR." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; same refactor style, different concrete model path." + "reason": "ViLT and Flaubert/XLM are different model families; only the refactor theme matches." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model families." + "reason": "GPT2 and GPT-J/CodeGen are separate model-specific tracing changes." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model code paths." + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated implementations." + "reason": "SegFormer and LongT5 are different model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SegFormer and VisualBERT are different model code paths." + "reason": "MPT and ImageGPT are separate concrete refactors." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT2 and GPT-Neo are different model-specific changes." + "reason": "TextNet and Flaubert/XLM are unrelated model-specific changes." }, { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model paths." + "reason": "MPNet and LongT5 are different model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and SegFormer are different vision architectures and different forward paths." + "reason": "RegNet and GPT-Neo are unrelated models despite the shared output-tracing theme." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and MPNet are unrelated model implementations." + "reason": "RegNet and TextNet are separate model-specific refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and SpeechT5 are unrelated code paths." + "reason": "TextNet and LongT5 are different model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are different model families." + "reason": "SqueezeBert and MPT are separate model-specific changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are separate model-specific changes." + "reason": "SqueezeBert and VisualBert are different code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT2 and SpeechT5 are unrelated model code paths." + "reason": "SegFormer and VisualBert are unrelated model refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and LongT5 are unrelated model implementations." + "reason": "VisualBert and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are separate decoder implementations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa-v2 are different model code paths." + "reason": "SqueezeBert and DeBERTa are unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and TextNet are unrelated implementations." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet and ImageGPT are different model families; shared output-tracing pattern does not make them duplicates." + "reason": "DeBERTa and TextNet are different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping files and the same underlying change set." + "reason": "Same GPT-J/CodeGen output-tracing refactor family, with overlapping files and change intent." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both appear to implement the same GPT-J output-tracing refactor; 44085 is a narrower variant of the 44722 change." + "reason": "Both are GPT-J/CodeGen output-tracing changes for the same underlying refactor." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model paths." + "reason": "GPT-J/CodeGen and SpeechT5 are separate model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs RegNet/ResNet/RT-DETR-ResNet)." + "reason": "CVT/FNet and ResNet/RegNet are different model-specific output-tracing changes." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5 are unrelated model changes." + "reason": "CVT/FNet refactor is unrelated to SpeechT5's code path." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are separate model-specific refactors." + "reason": "DeBERTa and SpeechT5 are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and VITS are unrelated model implementations." + "reason": "DeBERTa and VITS are unrelated model-specific refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different concrete model changes, even though both standardize outputs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly independent refactors, and only marks the GPT-J/CodeGen variants as duplicates, which is supported by the shared file-level overlap and the deterministic pair evidence. The rejected soft-edge pairs also look appropriately cautious given the differing model families/code paths. " + "accept": false, + "feedback": "Rejecting because one soft-edge verdict overstates the packet: you marked pull_request:44018 \u2194 pull_request:44068 as accept=True, but the packet\u2019s pair data has deterministic_accept=false for that pair. The summary also overstates the GPT-Neo subgroup as a clear duplicate-like overlap; the packet only supports conservative similarity there, not a mergeable single-PR conclusion. The rest of the verdicts are mostly conservative, and #43979 / #44722 are plausible anchors, but this inconsistency is enough to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18477,7 +18492,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 27, + "component_count": 26, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -18501,12 +18516,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "2dbb27b9ef5c9e234b5e256ff1473b39f767c7aea6c49eac7aa037ad9cf7b242", + "prepared_review_unit_hash": "f0747fdf3394a6edbd5b9e3b626b712f0937d61cdd406aa145ff13f74542bd49", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, + "serialized_chars": 84508, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -18523,42 +18538,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are separate model-specific PRs all doing the same kind of standardized output-capture refactor, but they do not appear to be duplicates of one another because each targets a different model and code path.", - "confidence": 0.86, + "summary": "These PRs are all variations of the same broad maintenance effort: migrating model forwards to the standardized output-capturing/tracing helpers. However, they touch different model implementations and do not appear to fix the same concrete bug or be mergeable into a single PR.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a clean representative of the cluster: it introduces the standardized output-capture plumbing for one model (VisualBert) with the expected decorator/import changes and explicit _can_record_outputs mapping.", + "canonical_pr_reason": "44129 is the strongest representative: it has an explicit issue target, a clear refactor to the standardized output capture path, and a more complete model-specific implementation than the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44074 is the strongest standalone PR in this set because it combines the refactor with tests and concrete forward-signature cleanup for TextNet, making it the most complete model-specific implementation here.", + "best_pr_reason": "44129 is the best standalone PR candidate because it is explicitly tied to an issue and is a concrete, self-contained example of the output-tracing migration pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models and different forward paths; not the same underlying bug/change and not something that would plausibly merge into one PR." + "reason": "Both are output-tracing refactors, but they apply to different models (VisualBert vs TextNet) and different code paths, so they are not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both migrate output tracing, but MPNet and VisualBert are distinct implementations with different affected layers and signatures; not a duplicate fix." + "reason": "Same general migration theme, but MPNet and VisualBert are separate model implementations with different tracing hooks; this is not one concrete fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Model-specific refactors in MPNet vs TextNet; shared helper usage alone is too broad to treat as the same change." + "reason": "These are parallel refactors for different models, not duplicate fixes to the same bug or code path." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; these are parallel refactors, not the same bug or change." + "reason": "RegNet and SqueezeBert are unrelated model files; they share the refactor pattern but not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both are output-tracing-related, but SqueezeBert and SpeechT5 have different architectures and fixes; they do not represent one concrete change." + "reason": "Both update output-capture behavior, but they target different architectures and implementation details, so they should not be merged as duplicates." } ] }, @@ -18572,7 +18587,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18638,280 +18653,256 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "da1bc0f69911365d120f143ac60032fad7665361cabfcd3b85389c37eaef2d76", + "prepared_review_unit_hash": "96a1bb66e27fef0a535e0d40bfd76185ef85911fcc8223da184c0e7788c61404", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40165, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40165, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a thematic cluster of model-specific output-tracing refactors, not a duplicate set. The PRs share naming and decorator/import patterns, but each targets a different model family or wrapper and would not plausibly collapse into one fix.", - "confidence": 0.97, + "summary": "This cluster is a set of independent model-specific PRs that all follow the same high-level \u2018refactor output tracing\u2019 pattern, but they target different architectures and code paths. They do not look like duplicate fixes/changes to the same underlying bug or feature.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true canonical duplicate here: each change is scoped to a different model or wrapper, so there is no one PR that subsumes the rest.", + "canonical_pr_reason": "PR 44025 is a good representative anchor for the cluster because it is a clear, model-family-specific output-tracing refactor spanning closely related Depth Anything models and shows the core pattern without being unusually broad or narrow.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best representative of the shared refactor pattern because it touches two closely related depth-anything models and cleanly illustrates the output-tracing change, but it is still not a duplicate of the others.", + "best_pr_reason": "PR 44025 is the best overall PR representative because it is explicit, self-contained, and exemplifies the shared refactor pattern while staying within one related model family.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; only the refactor theme is shared." + "reason": "Same refactor theme, but different model families and distinct forward paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Timm backbone vs vision-text dual encoder are unrelated implementations." + "reason": "Different architectures and code paths; only the tracing/refactor pattern is shared." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and forward paths; not the same underlying change." + "reason": "Separate model implementations with different output handling; not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families (timm_backbone vs mamba/falcon_mamba); same style of cleanup only." + "reason": "Both are output-tracing refactors, but they affect unrelated model families and concrete code paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "CodeGen is a different code path and model class, so this is not a duplicate." + "reason": "Different model code paths; shared naming pattern is too broad to treat as duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models; shared output-tracing pattern is too broad to merge." + "reason": "Unrelated models and implementations; not the same bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model families." + "reason": "Both are refactors, but they touch different models and different forward/output logic." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model stacks and output contracts; not the same bug." + "reason": "Different model families and code paths; no concrete overlap beyond output-tracing cleanup." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both are refactors, but they apply to different model families and code paths." + "reason": "Independent model-specific cleanup; not the same underlying code-path fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs vision-encoder-decoder are distinct implementations." + "reason": "Different encoder/decoder stack and different implementation details; not duplicate PRs." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; no shared concrete fix." + "reason": "Same broad refactor category, but distinct model code and behavior." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; only the tracing cleanup is similar." + "reason": "Different multimodal models with separate forward implementations; too broad to merge as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and forward semantics; not duplicate artifacts." + "reason": "Similar refactor style, but not the same concrete code path or bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs Mamba/Falcon-Mamba are unrelated code paths." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "CodeGen is a separate model and change set, not the same underlying issue." + "reason": "These touch unrelated model families; shared output-tracing cleanup is insufficient for duplication." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; the similarity is only the output-tracing refactor pattern." + "reason": "Different models and different tracing/capture changes; not a single fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model families." + "reason": "Both are refactor PRs, but they affect different architectures and outputs." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and model architectures; not mergeable as one fix." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet vs CodeGen are unrelated beyond the generic refactor theme." + "reason": "Different code paths and model families; not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Same refactor motif, but different model families and concrete changes." + "reason": "No shared underlying bug; only the general refactor theme matches." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Mamba/Falcon-Mamba are distinct implementations." + "reason": "Different models and implementation paths; not mergeable into one PR." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet vs CodeGen is not the same bug or change." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44029", - "accept": false, - "reason": "UperNet and RWKV are unrelated code paths." + "reason": "Different architecture-specific refactors; no concrete duplicate change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba and SuperPoint are different model families." + "reason": "Same broad output-tracing motif, but the PRs target different model stacks." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths; shared refactor style only." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Timm backbone and CodeGen are unrelated implementations." + "reason": "Different code paths and behavior; not the same underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and vision-encoder-decoder are separate model families." + "reason": "Different model families: Depth Anything vs Vision Encoder-Decoder. Shared refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything vs speech-encoder-decoder are unrelated code paths." + "reason": "Different implementations and targets; no evidence they fix the same concrete issue." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and concrete changes; not a duplicate." + "reason": "Superficially similar refactor, but they operate on unrelated model code." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated beyond the shared refactor theme." + "reason": "Different model families and output mechanisms; not duplicate PRs." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything vs DPR is not the same underlying bug or change." + "reason": "Separate model-specific refactors; not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision-encoder-decoder and speech-encoder-decoder are distinct wrappers." + "reason": "Different encoder-decoder wrappers with distinct code paths." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and output paths." + "reason": "Different models and outputs; too broad to merge together." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Separate code paths; only the tracing refactor pattern overlaps." + "reason": "Different architecture-specific cleanup, not a shared bug fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision-encoder-decoder and DPR are different models and fixes." + "reason": "Distinct model implementations; same theme but not same change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-encoder-decoder and SuperPoint are unrelated." + "reason": "Different model families and code paths; no concrete duplication." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths." + "reason": "Independent refactors in different models; not the same underlying issue." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech-encoder-decoder vs DPR is not the same concrete issue." + "reason": "Shared tracing-refactor intent only; actual code paths differ." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations." + "reason": "Different model implementations and outputs; not a single change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vs DPR is a different model-specific change." + "reason": "No shared concrete bug or code path beyond the refactor category." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are distinct models with different forward paths." + "reason": "Different models and implementations; not duplicate PRs." } ] }, @@ -18925,7 +18916,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18944,7 +18935,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "541a7d53d7cb2c79456c4d42010674b89bd1d787117ec3f77996a8a2bbab6596", + "prepared_review_unit_hash": "0b99ba59ceee59e481f6cb3369f26f14027da312e0f3ca29d24ff462f04c685f", "component_budget": { "node_count": 3, "item_count": 3, @@ -18966,30 +18957,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share expected Transformers boilerplate like auto-mapping, docs, and tests, but they do not fix the same bug or implement the same change.", + "summary": "All three pull requests are separate model additions with only shared Transformers boilerplate, so there is no duplicate PR cluster here.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are distinct model integrations with different codepaths and purposes.", "best_issue_reason": null, - "best_pr_reason": "45075 is the strongest standalone PR in the set by maturity/review activity, but it still targets a different model family and should not be treated as a duplicate canonical.", + "best_pr_reason": "PR 45075 is the most mature representative of the set (non-draft, higher review activity), but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with separate configs, modeling, and processors; shared auto-registration/docs are boilerplate only." + "reason": "PenguinVL is a vision-language model integration, while Voxtral TTS is a text-to-speech model. Shared auto/docs plumbing is generic boilerplate, not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both are model additions, but for unrelated models and code paths; overlap is limited to common Transformers registration and docs scaffolding." + "reason": "These add different models from different families (PenguinVL vs DeepSeek-OCR-2) and touch model-specific files; they do not fix or implement the same code-path." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct implementations with different task domains and files; no sign they could be merged as one fix/change." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations. The overlap is limited to common registration/docs files, which is not enough to treat them as duplicates." } ] }, @@ -19003,7 +18994,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19019,7 +19010,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "14dc77bf8361445d64395bef1c8846f930130593f2322eacb39ed310aa20a369", + "prepared_review_unit_hash": "4f32f665af913c776c7d01bcbbbec613c9cfa75554102c133a4c17e8cf32d3a1", "component_budget": { "node_count": 2, "item_count": 2, @@ -19041,18 +19032,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one PR introduces a generic Module Fusion API, while the other adds a specific n-to-1 kernel fusion integration via KernelConfig. They sit at different layers and would not normally be merged into a single PR.", + "summary": "These PRs are related in the broad theme of module/kernel fusion, but they target different layers: PR #44979 adds a new fusion API and tests, while PR #45363 wires `KernelConfig` into model loading for a specific n-to-1 fusion use case. They are not the same underlying change, so the soft edge should be rejected.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "44979 is the more foundational PR: it adds the generic module_fusion API and tests, which looks like the core abstraction the other work can build on.", + "canonical_pr_reason": "#44979 is the more foundational change: it introduces the core Module Fusion API and test coverage, while #45363 builds on that idea for a narrower kernel-fusion integration path.", "best_issue_reason": null, - "best_pr_reason": "45363 is the more concrete end-user feature PR, but it is narrower and depends on the broader fusion infrastructure rather than replacing it.", + "best_pr_reason": "#44979 is the best representative PR for this cluster because it defines the reusable fusion abstraction rather than a downstream consumer example or integration.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but not the same concrete change: 44979 adds the core Module Fusion API, while 45363 implements a specific n-to-1 kernel fusion path via KernelConfig. They address different layers and would not plausibly be merged as one PR." + "reason": "Not a duplicate: #44979 adds the generic Module Fusion API, while #45363 implements a separate n-to-1 kernel-fusion integration via `KernelConfig` and related model-loading plumbing. They share a theme but not the same concrete code-path change." } ] }, @@ -19066,7 +19057,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19082,7 +19073,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "22c7bc330d449e602a8fc012353634da4a5f41cd9528fe1432f7d8eec095314f", + "prepared_review_unit_hash": "30ca43e90d53e9d3bfdc50c75524e4ee68a6f63945b32431599cf0ac20285622", "component_budget": { "node_count": 2, "item_count": 2, @@ -19104,18 +19095,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. PR 45317 is the more complete candidate because it adds tests as well as the fix.", - "confidence": 0.98, + "summary": "Both PRs fix the same Mistral regex patch bug in `src/transformers/tokenization_utils_tokenizers.py`; 45317 is the more complete version because it includes the same code change plus a regression test.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same AttributeError as PR 45086, but also includes test coverage and appears to be the more complete implementation.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it contains the same fix as 45086 and also adds a test, making it the more complete and representative change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall representative because it addresses the bug with the same code change plus tests, making it the clearest standalone fix.", + "best_pr_reason": "PR 45317 is the best representative of the cluster because it fixes the same concrete code path and includes verification coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in the same file/code path; the second PR is just a more complete version with tests, so these are plausibly one merged change." + "reason": "Same underlying AttributeError fix in `_patch_mistral_regex` on the same file and target issue; 45317 is essentially a superset with added tests, so these are duplicate PRs for the same change." } ] }, @@ -19129,7 +19120,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19145,7 +19136,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "795c0caf85608bd502ec9fb4d048e4511d91f88fabf3d6ea517c904153ad41b5", + "prepared_review_unit_hash": "09f147ec48d4854e45b34b6a5f5f4d2e62a7b87b3256dafc601b3b8a90b23504", "component_budget": { "node_count": 2, "item_count": 2, @@ -19167,18 +19158,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH refactors, but they are not the same PR: one is an initial inheritance/mapping refactor, the other splits NemotronH into dedicated dense/sparse implementations with docs and tests.", - "confidence": 0.93, + "summary": "These are related only by NemotronH naming/model files, but they address different changes: PR 45115 adds checkpoint conversion mappings for NemotronH/NemotronH Dense, while PR 45569 refactors the public model architecture into NemotronH Dense/Sparse plus docs and auto-mapping updates. They should not be treated as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR #45569 as canonical: it is the broader, more complete architectural change, introducing dedicated NemotronHDense/NemotronHSparse modules plus docs and tests, whereas #45115 is a narrower refactor/conversion-mapping step.", + "canonical_pr_reason": "PR 45569 is the broader representative of the NemotronH model split/refactor effort, with model, auto-mapping, tests, and docs changes.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative because it covers the larger end-state of the NemotronH restructuring and is more self-contained than the earlier partial refactor in #45115.", + "best_pr_reason": "PR 45569 is the stronger standalone PR because it covers the full architecture split and user-facing documentation, not just conversion mapping.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related subsystem, but different change scope and code-paths: #45115 focuses on conversion mapping and inheritance/compatibility refactoring, while #45569 creates separate dense/sparse model implementations and updates docs/tests. They are not the same underlying fix and would not plausibly merge into one PR." + "reason": "Different underlying work: 45115 is checkpoint conversion mapping renames, while 45569 is a model architecture split/refactor with docs and tests. Shared NemotronH filenames are not enough to merge them into one PR." } ] }, @@ -19192,7 +19183,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19208,7 +19199,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "2d726320a291f931600d7996e2456955b7ae09bcd6412107c5dd851e7d2eedaa", + "prepared_review_unit_hash": "3d073ea3ca460824e095412b5fff20ca0729ca9f2db597071223704a68cc47a6", "component_budget": { "node_count": 2, "item_count": 2, @@ -19230,18 +19221,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs for the new heterogeneous-model feature stack: one adds per-layer config support, the other adds broader per-layer modeling/runtime support. They are closely related but not duplicates.", - "confidence": 0.84, + "summary": "These are related heterogeneous-feature PRs, but they are not duplicates: one adds per-layer config plumbing, the other adds broader modeling/runtime support on top of that. They share files and subsystem, but not the same concrete change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes heterogeneous config handling plus modeling/cache/masking updates and therefore best represents the overall feature work in this cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the better representative PR because it covers the wider end-to-end code path, while PR 45333 is a narrower config-only prerequisite/component.", + "best_pr_reason": "PR 45332 is the broader end-to-end implementation for heterogeneous model support, covering both config and modeling/runtime changes, so it is the best representative PR in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete bug/change. 45333 is config-only setup; 45332 extends into modeling/cache/runtime paths. They would not plausibly be merged as one duplicate PR." + "reason": "Reject: PR 45333 is config-only per-layer configuration support, while PR 45332 adds the wider heterogeneous model/runtime implementation. They are closely related but not the same fix/change and would not be merged as duplicates." } ] }, @@ -19255,7 +19246,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19271,7 +19262,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "545b01c9b9e54a15ba1ffffc79b74a5a2e3e0186e574ec1d35f5340e62838b44", + "prepared_review_unit_hash": "7b4f69aef6388783012dba9c10f6fb219ca9ad6b9425cff85f323e9638db4998", "component_budget": { "node_count": 2, "item_count": 2, @@ -19293,18 +19284,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-focused PRs, but they are not duplicates: one is a broad typing rollout across many Transformers files, while the other is a narrower typing cleanup centered on modeling_utils and related type aliases/protocols.", - "confidence": 0.91, + "summary": "Two open PRs in the same typing/refactor area, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, the other adds typing helper protocols/aliases and adjusts a smaller set of typing integration points.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 45415 is a broad repo-wide type-checking sweep, while 45425 is a narrower, more specific typing follow-up.", + "canonical_pr_reason": "PR #45415 is the broader umbrella change: it sets up type-checking across many modules and introduces repo-wide typing policy updates, making it the better canonical representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "45425 is the better representative because it is more focused and self-contained; 45415 is too broad and spans many unrelated files.", + "best_pr_reason": "PR #45415 is the best standalone representative because it covers the larger, more general typing cleanup effort and is more likely to subsume related follow-up typing work.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different scopes and underlying changes: 45415 adds typing checks across many modules and config ignores, while 45425 adds specific typing protocols/aliases for modeling_utils and adjacent code. Shared files reflect overlapping cleanup, not the same concrete bug or change." + "reason": "Both are typing-related, but they are not the same concrete change. #45415 is a broad type-checking sweep with many file edits and config changes; #45425 adds specific typing protocols/aliases and targeted model integration fixes. They could not be cleanly merged as one duplicate PR." } ] }, @@ -19318,7 +19309,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19334,7 +19325,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "db7832634f28dd435888f217b14be766b51a1301b92068f4528f4e510665f553", + "prepared_review_unit_hash": "23e337649c667f3c4588159c45e208291c274bbfe872443196c5d9d5f623e9ef", "component_budget": { "node_count": 2, "item_count": 2, @@ -19356,18 +19347,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by expert-parallelism loading, but they fix different concrete bugs: one handles serializing `distributed_config` / `has_ep` during Accelerate/ZeRO-3 loading, while the other prevents experts from being overwritten by rank-0 broadcast in FSDP2. They should not be deduplicated.", + "summary": "Both PRs are about expert-parallelism loading behavior, but they address different failure modes: one fixes EP/ZeRO-3 loading metadata and config handling, the other fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45548 is the cleaner representative of the cluster\u2019s EP-loading theme because it directly addresses config serialization and model-loading detection with a small, focused change.", + "canonical_pr_reason": "PR 45662 is the more concrete expert-loading fix: it patches the parameter-setting path and distributed tensor handling to prevent expert weights from being overwritten during load.", "best_issue_reason": null, - "best_pr_reason": "PR #45548 is the better global representative here: it is narrowly scoped to a specific loading failure mode and has a clearer, self-contained fix. PR #45662 is a separate FSDP2/post-shard wrapping bug and should remain distinct.", + "best_pr_reason": "PR 45662 is the strongest standalone representative of the cluster because it targets a specific loading-path bug with a clear code-path fix, whereas 45548 is a different EP/DeepSpeed launch issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert parallelism, but they fix different code paths and failure modes: `distributed_config` serialization / `has_ep` vs. post-shard wrapping to stop rank-0 broadcast from overwriting experts. Not the same underlying bug." + "reason": "Different underlying bugs and fix paths: 45548 adds EP-related config/property support for accelerate/ZeRO-3 loading, while 45662 fixes expert parameters being overwritten via rank-0 broadcast/FSDP2 DTensor wrapping. They share EP context but are not the same change." } ] }, @@ -19381,7 +19372,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19397,7 +19388,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "96e63e46499419938f3c45b13554461e96d8d62441f22d32cdc1b7672922af5e", + "prepared_review_unit_hash": "3690dea68ac918377a9ea35f14cb6b8cf4f145ac9d5f44e3a5201dc4fdad49f9", "component_budget": { "node_count": 2, "item_count": 2, @@ -19419,18 +19410,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision around `captured_info` debug artifacts in `testing_utils`, with PR 45645 extending the fix to CI log aggregation as well. PR 45645 is the broader, more complete change set.", - "confidence": 0.93, + "summary": "Both PRs address the same xdist-safe captured_info logging problem around patched testing debug artifacts; 45645 appears to be the broader, more complete version because it also updates CI log aggregation.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe `captured_info` fix in `src/transformers/testing_utils.py` plus the downstream CI/workflow handling needed to read multiple worker files. It is the more complete representation of the underlying change.", + "canonical_pr_reason": "pull_request:45645 is the better canonical PR because it covers the core fix plus the follow-up CI workflow change needed to read multiple worker-specific captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest standalone PR for the cluster: it covers the same bug class as 45639 and adds the reporting changes needed to preserve debug output under xdist, making it the most complete fix.", + "best_pr_reason": "pull_request:45645 is the strongest standalone PR: it fixes the xdist collision and preserves debug log collection in CI, making it the most complete representation of the change.", "soft_edge_verdicts": [ { - "left": "pull_request:45639", - "right": "pull_request:45645", + "left": "pull_request:45639 (Make patched testing debug logs xdist-safe)", + "right": "pull_request:45645 (Fix xdist collisions for captured_info artifacts and preserve CI debug logs)", "accept": true, - "reason": "Both PRs fix the same concrete problem: xdist-safe handling of `captured_info` output generated by patched testing methods. PR 45645 appears to subsume 45639 by including the same `testing_utils` change and adding workflow support for multiple output files, so they plausibly belong to one merged change." + "reason": "Same underlying bug: xdist collisions in captured_info artifact writing/consumption for patched testing logs. The second PR extends the same fix with CI handling, so they could plausibly be merged as one change." } ] }, @@ -19444,13 +19435,13 @@ { "label": "pull_request", "component_index": 24, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45683-2", "nodes": [ @@ -19460,40 +19451,40 @@ "soft_pairs": [ "pull_request:45683|pull_request:45734" ], - "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "prepared_review_unit_hash": "eb709b85fdf0aaa42b264faf678be0edc1127137b5c90af86da076f2b207e68b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4469, - "estimated_input_tokens": 1118, - "estimated_eval_tokens": 2492 + "serialized_chars": 4466, + "estimated_input_tokens": 1117, + "estimated_eval_tokens": 2490 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4469, - "estimated_input_tokens": 1118, - "estimated_eval_tokens": 2492 + "serialized_chars": 4466, + "estimated_input_tokens": 1117, + "estimated_eval_tokens": 2490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", - "confidence": 0.93, + "summary": "These PRs are related but not duplicates: one excludes audio submodules from quantization, while the other makes auto-detected skip keys additive when users pass skip_modules. They touch the same quantizer path and share an issue target, but they fix different underlying bugs.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the two PRs address separate behaviors in the same helper, not the same change.", "best_issue_reason": null, - "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "best_pr_reason": "45734 is the better representative of the cluster because it fixes the more general control-flow bug in get_modules_to_not_convert and affects any user-supplied skip_modules case.", "soft_edge_verdicts": [ { "left": "pull_request:45683", "right": "pull_request:45734", "accept": false, - "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + "reason": "Shared files and issue target are not enough here: 45683 skips audio tower/embed_audio modules to avoid uint8 crashes, while 45734 changes skip_modules handling so default skips remain additive. Different bugs, different fixes." } ] }, @@ -19507,7 +19498,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19573,7 +19564,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 27, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19581,194 +19572,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46051-3", + "cluster_id": "cluster-46069-2", "nodes": [ - "pull_request:46051", - "pull_request:46055", - "pull_request:46056" + "pull_request:46069", + "pull_request:46073" ], "soft_pairs": [ - "pull_request:46051|pull_request:46056", - "pull_request:46055|pull_request:46056" + "pull_request:46069|pull_request:46073" ], - "prepared_review_unit_hash": "8866e5c6da0bf5b4ff34f83cc7c1869cd6a956429ee778725204f8c5e845130f", + "prepared_review_unit_hash": "7076b65e7b142b59d005c6436fa5abf71e311481ca15db533070d598f86dde0e", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 6430, - "estimated_input_tokens": 1608, - "estimated_eval_tokens": 3472 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4282, + "estimated_input_tokens": 1071, + "estimated_eval_tokens": 2398 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 6430, - "estimated_input_tokens": 1608, - "estimated_eval_tokens": 3472 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4282, + "estimated_input_tokens": 1071, + "estimated_eval_tokens": 2398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated typo/docstring-only PRs: one for continuous batching docs, one for Falcon-H1 comments, and one for SQuAD processor docs. They share superficial wording fixes but do not look like the same underlying change.", + "summary": "Two open PRs both mention attention-implementation dispatch, but they target different model families and different code paths, so they do not look like duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46055 is the best representative only because it is the broadest of the three, touching two related Falcon-H1 files; however, it is not a duplicate of the others.", - "best_issue_reason": null, - "best_pr_reason": "PR 46055 is the most suitable single representative for the cluster because it is slightly broader and more cohesive than the other two typo-only PRs, but the set is not truly duplicative.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46051", - "right": "pull_request:46056", - "accept": false, - "reason": "Both are small typo fixes, but they modify unrelated docstrings in different subsystems and do not share the same code-path or merged change." - }, - { - "left": "pull_request:46055", - "right": "pull_request:46056", - "accept": false, - "reason": "These are separate typo/comment cleanups in different model/data files; they are not the same bug or change and would not plausibly be one PR." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 27, - "component_count": 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-46052-7", - "nodes": [ - "pull_request:46052", - "pull_request:46053", - "pull_request:46059", - "pull_request:46060", - "pull_request:46061", - "pull_request:46062", - "pull_request:46063" - ], - "soft_pairs": [ - "pull_request:46052|pull_request:46053", - "pull_request:46052|pull_request:46063", - "pull_request:46052|pull_request:46060", - "pull_request:46052|pull_request:46062", - "pull_request:46053|pull_request:46063", - "pull_request:46059|pull_request:46060", - "pull_request:46059|pull_request:46062", - "pull_request:46060|pull_request:46061", - "pull_request:46060|pull_request:46062", - "pull_request:46061|pull_request:46062", - "pull_request:46062|pull_request:46063" - ], - "prepared_review_unit_hash": "f402e1b6b07c90a9e2150fa8203c8c9600eece1e2b82d620ce92d10c08e1b68a", - "component_budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 11, - "serialized_chars": 16215, - "estimated_input_tokens": 4054, - "estimated_eval_tokens": 8364 - }, - "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 11, - "serialized_chars": 16215, - "estimated_input_tokens": 4054, - "estimated_eval_tokens": 8364 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Mostly a pile of independent docs typo/article fixes. The only true duplicate-looking pair is the identical Qwen Omni typo correction in 46053 and 46063; the other soft matches are just similar grammar fixes in different files and should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": null, - "canonical_pr_reason": "46053 is the best canonical PR because it has the clearest true duplicate counterpart (46063) with the exact same docs typo fix in an analogous Qwen Omni example.", + "canonical_pr_reason": "No canonical PR: ShieldGemma2 and CTRL are separate model implementations with distinct attention-dispatch changes and no shared files or concrete bug fix.", "best_issue_reason": null, - "best_pr_reason": "46053 is the strongest representative of the only real duplicate pair in this set; the rest are too loosely related to merge safely.", + "best_pr_reason": "No clear global best PR for deduping this cluster; if a representative is needed, 46069 is slightly more self-contained, but the pair is not a duplicate set.", "soft_edge_verdicts": [ { - "left": "pull_request:46052", - "right": "pull_request:46053", - "accept": false, - "reason": "Different typo fixes in different model docs; same broad docs-cleanup theme, but not the same underlying change." - }, - { - "left": "pull_request:46052", - "right": "pull_request:46063", - "accept": false, - "reason": "Unrelated typo corrections in different docs examples; too weak to treat as one change." - }, - { - "left": "pull_request:46052", - "right": "pull_request:46060", - "accept": false, - "reason": "Different wording and different doc targets; both are typo fixes, but not the same concrete bug." - }, - { - "left": "pull_request:46052", - "right": "pull_request:46062", - "accept": false, - "reason": "Separate docs typo/article fixes with no shared concrete change path." - }, - { - "left": "pull_request:46053", - "right": "pull_request:46063", - "accept": true, - "reason": "Same exact typo pattern ('cant' -> 'can') in analogous Qwen Omni docs examples; clearly the same underlying docs correction." - }, - { - "left": "pull_request:46059", - "right": "pull_request:46060", - "accept": false, - "reason": "Both fix grammar, but in different tutorials and with different sentences; not the same change." - }, - { - "left": "pull_request:46059", - "right": "pull_request:46062", - "accept": false, - "reason": "Different article fixes in different model/task docs; too broad to merge as duplicates." - }, - { - "left": "pull_request:46060", - "right": "pull_request:46061", - "accept": false, - "reason": "Both are article corrections, but they touch unrelated docs and different phrases." - }, - { - "left": "pull_request:46060", - "right": "pull_request:46062", - "accept": false, - "reason": "Different article fixes in separate model docs; not the same concrete bug or patch." - }, - { - "left": "pull_request:46061", - "right": "pull_request:46062", - "accept": false, - "reason": "Same broad grammar theme only; distinct files and distinct sentences." - }, - { - "left": "pull_request:46062", - "right": "pull_request:46063", + "left": "pull_request:46069", + "right": "pull_request:46073", "accept": false, - "reason": "Unrelated docs typo/article fixes; no shared concrete change." + "reason": "Different model families and code paths (ShieldGemma2 image classification vs CTRL attention core); same high-level theme is not enough to treat them as the same change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b425d98c6f26adf33831ff0dc8da3522ffe4e806..3d25a31a29a15b0d03808a048533c582a606b72b 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260519t060042z", + "analysis_id": "hybrid-model-20260519t120033z", "archived_artifacts": { - "hybrid": "snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-19T06:11:17Z", + "published_at": "2026-05-19T12:09:05Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260519T060042Z", + "snapshot_id": "20260519T120033Z", "variant": "hybrid" } diff --git a/snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.json b/snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.json new file mode 100644 index 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evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "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/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..3c7249d57464e5f75956cdfb524a9cfe151d9c5d --- /dev/null +++ b/snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19628 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260519T120033Z", + "generated_at": "2026-05-19T12:09:02Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:45237|issue:46015", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44863|issue:46015", + "issue:44292|issue:46015", + "issue:43854|issue:43866", + "issue:41093|issue:43638" + ], + "prepared_review_unit_hash": "274f53937a86b73a4709a56e9a524e582d950bbeec77d66b71301d65247a4316", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 66, + "serialized_chars": 47561, + "estimated_input_tokens": 11891, + "estimated_eval_tokens": 24038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly weak text-similarity across unrelated issue reports. The only believable duplicate groups are the ZeRO-3 empty-index loading failures and the AutoTokenizer wrong-ID regression; most other pairs are model-specific errors or unrelated docs/runtime problems.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43596 is the best anchor for the strongest duplicate family: the generic DeepSpeed ZeRO-3 'index 0 is out of bounds' loading failure, which directly overlaps with 43638 and likely 41762.", + "canonical_pr_reason": null, + "best_issue_reason": "Most representative issue because it states the shared ZeRO-3 empty-shard/index-out-of-bounds failure in a model-agnostic way and sits at the center of the closest duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions crash." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: AMD GPU support failure vs MPS histogram int error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug classes: dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different model/path: autocast dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: AMD GPU incompatibility vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime problem; Qwen-3 NVFP4 error is not the same as AMD GPU failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are DeepSpeed/onnx-adjacent errors, but the concrete failures are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model export paths and different error modes." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error vs cudaErrorAssert during auto device mapping are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash is unrelated to outdated RAG docs examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale v5 docs, but they concern different removed references and look like separate cleanup items." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export and GenerationMixin import error are different code paths." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both mention shape/device issues, but the models and failure modes differ." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different error families: zero3 size-0 index error vs generic mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Zero3 index-out-of-bounds is not the same bug as the mask shape mismatch report." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/tensor shape mismatch and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Generic mask mismatch is not the same as Qwen3.5 input-embedding unpacking failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different model and different distributed-training failure." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-dimension index-out-of-bounds loading failure; only the Bert variant differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to GPT-OSS TP behavior." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different problems: deepseek detokenization vs LoRA merge/save mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor-size recomputation is not the same as the mask shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are different distributed-training bugs." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty()." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Zero3 Bert index-out-of-bounds and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is not the same as CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Zero3 loading bug and GPT-OSS TP issue are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to GraniteMoEHybrid invalid-method failure." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding-window config error and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map mismatch in Gemma4 PLE is not the same as reverse embedding lookup cost." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime error are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-map cudaErrorAssert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram implementation error do not share the same bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to the MPS histogram int failure." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy and Phi-tiny-MoE autocast mismatch are different problems." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collectives mismatch and trainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU support failure and outdated RAG docs examples are not the same issue." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and generic mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds-on-load failure; only the model name differs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they point to different obsolete references and are not clearly one change." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failures: dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated docs examples do not share the same underlying bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 regression producing wrong token IDs across different model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH checkpoint-loading implementation failure are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH loading failure is unrelated to outdated docs examples." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and docs cleanup are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading issue and corrupted checkpoint report are different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to the ZeRO-3 size-0 index-out-of-bounds bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are conservative: the ZeRO-3 out-of-bounds reports clearly overlap, and the AutoTokenizer wrong-token-ID reports are a plausible single regression. The many false soft-edge verdicts also stay cautious and are supported by the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "adf985697e178e3d8fba4d39e6324fe43950695e9dd04528f242736ee2775cd0", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39067, + "estimated_input_tokens": 9767, + "estimated_eval_tokens": 19790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous: many unrelated transformer/model/runtime regressions are mixed together. Only one soft pair looks like a plausible duplicate around remote-code/custom-module loading and cache/path resolution.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45698 is the broadest and most active report in the closest matching subcluster, and its symptom ('loads wrong custom module after save_pretrained') cleanly covers the shared remote-code loading problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the clearest, most general failure description and the strongest evidence trail (discussion and inbound refs), making it the best representative issue in this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they involve different models, different APIs, and different concrete failures; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper inference failure and table-question-answering crashes are unrelated code paths and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic/PretrainedConfig regression are different problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "A ZeRO-3/BertModel index error is not the same underlying issue as a torch/transformers version incompatibility report." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug vs table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Different model/task failure versus a config-schema regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat usage, but the concrete failures and code paths differ enough that they do not look like one bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "init_empty_weights loading error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window attribute error and Gemma4 device-mismatch are different regressions." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied-weight bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and an MPS histogram/int dtype error are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and an MPS histogram implementation error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype-related failures, but the model, trigger, and failing op differ; not the same concrete bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure and a template-compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a sliding_window config error." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index-related, but one is a mask-shape mismatch and the other is a zero-size tensor load error; different failure modes." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and a Gemma4 device-map mismatch are distinct problems." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig/pydantic regression are different config issues." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure is unrelated to GPT-OSS tensor-parallel support." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM/regression and tied-weights translation-model issues are different changes." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat inference failure are different problems." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is not the same issue as the pydantic/PretrainedConfig breakage." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming chat failures." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch-version incompatibility are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig field regression are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different index errors in different loading/training paths; no clear shared root cause." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage support are unrelated runtime issues." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 quality, but one is an embedding-quality complaint and the other is a pipeline/AutoModel nonsensical-results report; not clearly the same concrete bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers compatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized-memory rotary embedding issues are different code paths." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and TRL SFT unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same remote-code/custom-module loading path: a cache/path collision can cause from_pretrained to load the wrong custom module after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied lm_head weights and translation-model tied-weights regressions are related only at a very broad level, not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regressions are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure and flash-attn fallback blocking are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The chosen canonical issue is well supported by the packet: issue:45698 is the clearest representative of the remote-code/custom-module loading cluster, and pairing it with issue:45632 is plausible from the titles. The remaining soft-edge rejections are conservative and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "31a2cb8cbec6d07bd09d251c140ee26889f8176197d807bf92d9afd67d700f13", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only clear duplicate set is the non-persistent-buffer regression in v5: issue 43950, with 44534 and 45902 as close manifestations. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43950 is the most concrete and root-cause-oriented report of the non-persistent buffer corruption regression in transformers 5.x; the related reports are narrower symptom variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best represents the underlying bug because it states the actual corruption behavior and version scope, making it the strongest canonical issue for the buffer-regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different problems: DSA indexer/ReLU vs docs mentioning a removed command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior versus tied-weights translation-model handling; not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weights issues on translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs for the run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/code-path failures: TRL SFT embedding unpacking vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and NVFP4 runtime failure are different symptoms and likely different fixes." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 load/run failure is unrelated to GraniteMoEHybrid's invalid-method issue." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 non-persistent-buffer corruption/junk-initialization regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a doc-example failure and the other is an embedding-quality complaint; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is a different failure mode than buffer corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 packed-sequence/position_ids crash are different code-path problems." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss kwarg incompatibility is unrelated to Gemma3 ZeRO-3 loading errors." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import exposure and torch/transformers incompatibility are not the same concrete bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption is unrelated to generic loading noise." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both concern the same non-persistent-buffer initialization/corruption bug; 45902 is a specific manifestation." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/backend failures: bitsandbytes kwarg mismatch vs missing Float8 storage object." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are unrelated issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but the reported symptoms differ too much to treat as the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and Molmo missing tied-weights metadata are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence crash and CPU-offload incompatibility in rotary embedding are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe non-persistent-buffer junk are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient-checkpointing inefficiency under LoRA and int4 reserved-memory OOM are different performance issues." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer-loading error message and glm-4v loading failure are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is low embedding quality and the other is HF-vs-JAX discrepancy; not clearly the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config-field loss and broad remote-code breakage are related at a high level, but not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization and a Python 3.13 import KeyError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model-loading complaints without evidence of a shared underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but one is about checkpointing with LoRA and the other about MoE training memory usage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FP8 failures are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading error and a generic GLM5 issue are not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram-not-implemented and Gemma4 PLE device mismatch are different backend/device issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V load failure and Molmo missing tied-weights metadata are separate model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly unrelated issues and identifies the 43950/44534/45902 non-persistent-buffer regression set. The soft-edge verdicts are generally conservative and do not overstate duplicates or shared root causes. No PR pairs are present to evaluate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "d4f3dde9348ab413dedfc35f0fec6be4c4948b82a7ff810e3c23e51dec82e8e5", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38122, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated, but there are a few clear duplicates around docs cleanup, `_is_hf_initialized`/`init_empty_weights`, Whisper fbank extraction, and a likely shared Qwen video-input regression.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44479 is the broadest high-signal bug report in the set: it names the shared v5.3.0 video-input regression and the affected Qwen families, so it is the best anchor for the video-model duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue overall because it is explicit about the regression, version, and affected models, making it the most useful triage anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Related Qwen/LoRA wording, but the failures differ: one is a hf4.x\u2192hf5.x compatibility break, the other is a tie_word_embeddings warning." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different problems: missing `Qwen2_5_VLForConditionalGeneration` import vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different code paths (`remote_code` vs Gemma4 PLE device placement)." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` tokenizer mapping bug is unrelated to the broad `remote_code` regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Different subsystems and symptoms: tokenizer loading for `est-roberta` vs flash-attn fallback gating." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime failures: autocast dtype mismatch vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both say removed v5 pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer/model regressions; no shared code path is evident." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a tied-weights bug in Mistral3; the other is a `from_pretrained()` buffer-materialization regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different loading failures for different models; no common bug is shown." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MOE + FineGrainedFP8Config failure is separate from the remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Different training/runtime paths: DeepSpeed ZeRO-3 on non-pretrained Bert vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MOE weight-conversion issue is unrelated to the Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the Whisper fbank feature-extraction path; 44220 names the concrete helper behind the model failure." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` unexpected-argument regression during model loading / `init_empty_weights` materialization." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both are loading/training issues, but they concern different model families and different failure modes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both mention DeepSpeed and Qwen, but one is ZeRO-3 weight loading and the other is language_model weight loading for Qwen3.5." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading bugs: GLM-4.7-Flash test failure vs NemotronH checkpoint loading." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer issues affecting different models; no shared underlying bug is clear." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different trainer API breakage vs tensor-mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing behavior on PEFT LoRA is unrelated to a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed-related failures: MOE weight conversion vs gradient averaging with GAS and loss kwargs." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from Qwen3.5 SDPA/BF16 behavior is unrelated to the flash_attention.py `s_aux=None` crash." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "`model_max_length` on CLIPTokenizer is unrelated to the `_is_hf_initialized` loading regression." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same general error text, but no shared model, repro, or code path is explicit enough to call them duplicates." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Likely the same v5.3.0 video-input regression in the Qwen video stack; 44560 is a specific symptom of the broader bug in 44479." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading are different failures." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading complaints for different models; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed `weight must be 2-D` and void segmentation map processing are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position-related internals, but the bugs are different (`tokens_per_second` scaling vs uninitialized `inv_freq` after materialization)." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF `gpt-oss` support and Phi-tiny-MoE autocast dtype mismatch are unrelated issues." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 `KeyError` in attention and the other is a `device_map=\"auto\"` device mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is mostly conservative and grounded in the packet. The accepted duplicate pairs are well supported by the issue titles, especially the docs cleanup, `_is_hf_initialized`/`init_empty_weights`, Whisper fbank, and the Qwen video regression. The rejected pairs also stay appropriately cautious. No clear 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": 17, + "review_unit_index": 5, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "06fe5128cf1a98f11c54984643f8fa0a7f5c91416c79bf4e3a7da56588199613", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues. The only clear duplicate-style pairs are the Transformers v5 custom model init reports, the SigLIP2 bad-output reports, and the non-persistent buffer corruption regression reports. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue: it is an early, clearly scoped regression report with broad wording and related inbound attention, making it a good anchor for the duplicate buffer-corruption reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest global issue candidate because it describes a concrete, repeatable Transformers v5 regression in a way that is broad enough to absorb the matching duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different problems and models: AudioFlamingo3 batched track leakage vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated topics: GGUF gpt-oss architecture support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different concrete bugs: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA on Bamba vs Flash Attention crash from Qwen3.5 3D position_ids handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "One is an import/export issue, the other is a meta-device loading regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are load/runtime failures, but they affect different mechanisms: FineGrainedFP8Config vs torch.device(\"meta\") loading." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers v5 custom-model initialization regression; the notebook-specific report is just a narrower manifestation of the general bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different failures in different stacks: Qwen3-VL video StopIteration vs TRL SFT embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared underlying bug; running 3d_parallel.py is unrelated to GGUF model architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping model-addition failure vs Gemma4 device-mismatch forward bug; not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: one report shows zero probabilities, the other nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they concern different bugs: _is_hf_initialized vs non-persistent buffer contents." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA hf4.x/hf5.x compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM5 issue title is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 language_model weight loading and incorrect visual-encoder save_pretrained keys are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as the FineGrainedFP8Config failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the titles point to different checkpoints and do not establish the same concrete failure mode." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3-MoE LoRA incompatibility is unrelated to gemma4 token-embedding resize behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps bug and optimizer SGD args not being used are different training issues." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models; no evidence they share the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet metadata and stays conservative overall. The rejected soft pairs are reasonably treated as unrelated or insufficiently evidenced, and the three accepted pairs are the strongest duplicate-style matches visible from the titles. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:45362|issue:45406", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:43335|issue:45663", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "dc57e8c79c329815865dc8f628bf516bf3315ebf6084b7ed89e088d4c0e19d3d", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37754, + "estimated_input_tokens": 9439, + "estimated_eval_tokens": 19134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports with only one strong near-duplicate family around `resize_token_embeddings` not propagating to tied/composite embeddings. Most soft pairs are related only by broad subsystem or version regression, not the same concrete bug.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45276 is the clearest representative of the only tight duplicate family here: it describes `resize_token_embeddings` failing to update downstream embeddings in a composite model, with explicit affected submodules and some inbound reference signal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best cluster representative because it is concrete, well-scoped, and the closest anchor for the resize-token-embedding duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (`LlamaTokenizer` pre-tokenizer override vs Granite token IDs)." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch plus quantization failure while the other is a runtime/model-output issue in AutoModel/pipeline." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different bugs: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but they target different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is about junk-filled non-persistent buffers; the other is about custom-model initialization in Jupyter. Same version, different code-paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is training-time MoE memory usage, the other is offloading behavior under quantization. Related theme, not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different components: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both involve model loading, but one is a LoRA hf4.x/hf5.x compatibility issue and the other is a Qwen3-VL shape-mismatch problem." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different resource problems: Qwen3 MoE training memory inefficiency vs int4 quantization causing higher CUDA reserved memory and OOM." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load issues on different models; too broad to be the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch attention kernels, but one is a Qwen3.5 3D position_ids misinterpretation crash and the other is an `s_aux=None` attribute error." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to `resize_token_embeddings` not updating output embeddings." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "One is about `extra_state` handling in save/from_pretrained; the other is a meta-init argument regression. Different initialization/saving paths." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same `resize_token_embeddings` propagation bug: the API updates one embedding path but leaves tied/composite embeddings stale in different model subclasses." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but they affect different model classes and different tied parameters (`lm_head` vs broader generation path)." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 embedding/token leak are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and `torch.device('meta')` loading regressions are distinct issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs a separate model-loading failure for `cjvt/sleng-bert`; not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to GLM5 model-loading behavior." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex FusedRMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state reconstruction and Qwen3.5 multimodal `from_config` unwrapping are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading/quantization behavior and int4 reserved-memory OOM are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse layer creation in SwitchTransformers is unrelated to Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Meta-init argument handling and mmap/Strix Halo OOM are different loading/runtime problems." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state and Qwen3.5 MoE CPU-offload rotary embedding incompatibility are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch token leak and Gemma4 PLE device mismatch are different model-specific bugs." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and MXFP4 load fallback are different quantization issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM and mmap-on-Strix-Halo OOM are both memory issues but not the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different failure modes." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Both are about `resize_token_embeddings`, but the affected fields and model structures differ enough that this is not clearly the same concrete bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is about permission propagation during `save_pretrained`; the other is loading the wrong custom module after save. Different defects in the save/load stack." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft pair (issue:45276 \u2194 issue:45335) is well supported by the titles as a resize_token_embeddings propagation bug. The other soft-edge rejections stay conservative and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42947|issue:43381", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:43425|issue:44918", + "issue:39404|issue:44671", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991" + ], + "prepared_review_unit_hash": "8596becec0fca2058dfa1daceb6802662b6494af0fec9773f1039f20f5cc4705", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37675, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with one credible duplicate pair around `resize_token_embeddings` not updating tied embeddings. Most other soft edges are broad thematic similarities rather than the same underlying bug.", + "confidence": 0.64, + "canonical_issue_reason": "`issue:43611` is the broadest representative of the recurring v5 model-loading regression theme in this set, even though the cluster is not a tight duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43611` best matches the dominant pattern here: a general Transformers v5 loading breakage that is more central than the highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both involve training-related behavior, but one is an eval-mode checkpointing restriction and the other is an RLHF NaN/SDPA fallback issue; different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load handling and Strix Halo mmap OOM are unrelated failure modes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA effectiveness and the other is eval-mode compatibility; not the same code-path problem." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different models and different loading regressions: video input handling vs strict config parsing." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks and Trainer resume/max_steps logic are distinct issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` rebuilding are separate attention/training bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to the tied output/decoder embeddings; `45335` is a model-specific reproduction." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` save/load failures are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device mismatch reports, but they occur in different loading/execution paths and for different models." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "A tokenizer vocab-size mismatch is not the same as a model-specific load failure for ScandiBERT." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both concern loading model checkpoints, but they involve different architectures and different root causes." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad to be the same bug as Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap OOM are different symptoms and code paths." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenization changes are not the same underlying defect." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "A Torch 2.10 compatibility problem is not the same as a Gemma4 forward device-mismatch bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a Qwen3.5 cache crash are not clearly the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic Torch incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5-related model-loading breakages, but one is about `base_model_prefix` and the other about Jupyter custom model initialization; different causes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs problems, but they cover different pipeline APIs and different outdated references." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` and Perceiver interpolation behavior are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to a mask-shape indexing error." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and `ModelOutput` key assignment semantics are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but one is a v5 dev regression for MOE models and the other is a checkpoint weight-shape mismatch for a specific model." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language handling and CamemBERT masked-LM predictions are different model-specific regressions." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage deserialization and template compilation failures are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel indexing failure and compiled flex_attention on torch>=2.9 do not share the same underlying bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` persistence and `from_config` unwrapping of `text_config` are different loading paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict in T5Tokenizer and gguf loading breakage are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated regressions, and the one accepted soft edge (issue:45292 / issue:45335) is a plausible duplicate about `resize_token_embeddings` not updating tied embeddings. The remaining soft-edge rejections are conservative and do not overclaim sameness. The choice of issue:43611 as the broad representative of the v5 loading regressions is also defensible from the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:44451|issue:44987", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "5c791e2f4460f78f4307a8de0c28555f3c58af07497fb8c7926c414a8b3085f6", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36092, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most soft pairs are only superficially similar and should not be merged. The only visible mini-theme is a few Transformers v5 custom-model/init regressions, but even there the titles point to different concrete failures.", + "confidence": 0.17, + "canonical_issue_reason": "No single issue cleanly represents the whole set. If forced, issue 43646 is the broadest of the v5 custom-model initialization regressions, but the cluster is too mixed for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most generic representative of the small v5 custom-model init subcluster; it is broader than the more specific base_model_prefix / _is_hf_initialized / notebook variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different subsystems and symptoms: Trainer GPU broadcast NoneType vs Whisper pipeline return_language behavior." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM; different root causes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different loading paths: tokenizer load failure for EMBEDDIA/est-roberta vs Mistral regex patch crash." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to a Qwen video-input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload concerns, but XLNet CPU arange and Qwen3_5Moe CPU-offload are distinct bugs." + }, + { + "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:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizers/model-registration issue vs compiled flex_attention failure; no shared code-path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different issues: one is loading cjvt/sleng-bert, the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different models and different failure modes; not enough to treat as the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer initialization are different concrete problems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the unsupported center arg regression is not the same bug as the generic _torch_extract_fbank_features issue." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Multimodal dtype mismatch vs template compilation TypeError; unrelated failure paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache invalid group type on Qwen3.5." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3Moe FineGrainedFP8Config loading." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to Qwen2.5-VL iterable multi-image finetuning failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper issues, but batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different loading regressions; no evidence of the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both touch GGUF loading, but one is a broad gguf_file/from_pretrained break and the other is a model-specific Qwen2.5-GGUF failure; too weak to merge confidently." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and template-node compilation TypeError are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 regressions, but one is non-persistent buffer junk and the other is generic custom model init; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache invalid group type are different failures." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantization failure is unrelated to GGUF loading failure." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different models and behaviors: Qwen3.5 hidden-states bug vs Qwen2.5-VL rope index scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are transformer version-related load failures, but for different models and likely different tokenizer paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are not the same underlying issue." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default is unrelated to MIMI batched-vs-single padding-mask outputs." + } + ] + }, + "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": 17, + "review_unit_index": 9, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43404|issue:44466", + "issue:43089|issue:45987", + "issue:43883|issue:44991", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:43632|issue:44756", + "issue:43404|issue:45127", + "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:36032|issue:41720", + "issue:42175|issue:45542", + "issue:43632|issue:44534", + "issue:40990|issue:44811" + ], + "prepared_review_unit_hash": "647291e0816e830bbfd3797eb13cf1a283916637a990dcfdad23a2ad1a6da347", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36402, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; most pairs are superficial title-level similarities across unrelated bugs. A small duplicate-like subgroup exists around tied-weights/save_pretrained regressions, plus one Qwen VL rope/position-id regression pair.", + "confidence": 0.66, + "canonical_issue_reason": "No single issue explains the whole cluster, but issue 44466 is the best canonical anchor for the clearest duplicate subgroup: tied-weight / lm_head serialization regressions in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44466 is the strongest overall representative among the submitted issues because it describes the broadest concrete regression surface in the closest duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:44466", + "accept": true, + "reason": "Same tied-weights / lm_head serialization regression family in v5: 43404 reports the weight not being tied, while 44466 reports device-dependent lm_head.weight serialization. These could plausibly be fixed together." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: generation performance overhead vs. an API contract mismatch in StaticCache.get_seq_length(). Same broad area, but not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: Molmo tied-weights metadata vs. a tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and code paths: SigLIP2 inference quality vs. OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both mention v5 regressions, but one is custom model initialization and the other is non-persistent buffer initialization; not the same underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/input issues, but one is a Llava Next crash and the other is a Qwen3OmniMoe video-processing ValueError. Too different to merge." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-defined custom model initialization and junk-filled non-persistent buffers are distinct v5 issues with different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise on transformer loading is not the same bug as the Mistral regex patch crash; the latter is a specific tokenizer backend attribute error." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different encoder/math bugs: batched-vs-single mismatch from missing padding masks versus DAC.from_latents not matching forward due to missing STE." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 configuration failure and a template compilation TypeError are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is a different problem from OmDet-Turbo's processor/model resolution mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different loaders and failure modes: ScandiBERT loading regression versus Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction helper issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are Qwen3.5 save_pretrained regressions on the same serialization path; 45357 is a narrower follow-up about incorrect visual encoder keys." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model/version failures: loading physical-intelligence/fast under transformers>=5.1.0 versus a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5-era model loading, but FineGrainedFP8Config and init_empty_weights/_is_hf_initialized are separate code paths and bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is unrelated to the physical-intelligence/fast loading regression." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and disabling mmap on Strix Halo are unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but 45127 is about LoRA merge with extended vocabulary collapsing the model, not the Mistral3 tied-weight regression." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen VL temporal-position / rope-index regression family in 5.3.0: 44479 is the broader video-input regression, and 45325 is the specific still-image position-id scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer initialization conflict in T5 and a KeyError when loading MobileLLM-125M are different loading bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are different multimodal/model-config bugs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to the Qwen2.5-VL rope-index temporal scaling regression." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer corruption are distinct transformer v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and transformer-loading noise are not the same issue." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "TensorFlow backend packaging omission and tensorboard-without-TF backend error are related only by backend presence, not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag regressions and junk-filled non-persistent buffers are separate v5 problems." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous overall, and the two accepted soft pairs are at least plausibly in the same bug-fix family based on their titles (tied-weights/serialization and Qwen3.5 save_pretrained / Qwen VL position-id regressions). The rejections are also conservative. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43792|issue:44589", + "issue:44683|issue:45020", + "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:41553|issue:43582", + "issue:33666|issue:40444", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "afac3108da41958afb036be0e76e3a807c17d145b5ebcfe1374b219989c014e5", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36569, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mixed set of mostly unrelated Transformers v5 / model-loading regressions across different models and subsystems. None of the suggested soft pairs looks like a safe duplicate match.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative umbrella for the cluster\u2019s shared theme: recent Transformers v5 compatibility regressions that break model loading and remote-code workflows.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the clearest high-level user-facing report and the best single representative for this mostly regression-oriented cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states reconstruction." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Whisper model loading vs missing Float8 storage backend/type registration." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model-loading regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and defects: Video-LLaVA tower architecture/weights issue vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is runtime post-processor syncing and the other is special-token addition behavior; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic load noise vs a concrete tokenizer loading failure for a specific model." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning failure." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Related area, but not the same issue: tokenizer.json being ignored vs wrong Granite token IDs in v5." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer bugs: GGUF loading failure vs CLIPTokenizer using an absurd model_max_length." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different domains: device_map/offload loading failure vs Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different symptoms and models: flash_attention_3 degenerate training vs num_labels=1 zero-loss classification behavior." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different gradient-checkpointing problems: eval-mode restriction vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation API bug vs multimodal finetuning failure." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument issue is unrelated to missing Float8 storage backend." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both loading-related, but one is GGUF loading and the other is missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: ModelOutput key handling vs non-persistent buffer corruption." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but the underlying models and failures differ: MIMI padding-mask mismatch vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL problems: multi-image iterable finetuning vs video vision_position_ids." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert is unrelated to Mistral tokenizer regex patch crashes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized mismatch." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family and position-id area, but one is still-image temporal scaling and the other is video input vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue is unrelated to PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage in Transformers v5 is unrelated to dtype mismatch inference bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model problems: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 compatibility regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43262|issue:43746", + "issue:44568|issue:45920", + "issue:43881|issue:44488", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:43322|issue:46050" + ], + "prepared_review_unit_hash": "5507a8b5124c176faeb326ba715ce16effa67eb2ad136e47acad8330b5e74cff", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous collection of unrelated model-loading, tokenizer, multimodal, offload, and quantization regressions. The soft pairs are mostly thematically similar at a subsystem level, but none look like the same concrete bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest and most active open report in the set, centered on offloading/quantization behavior, which is the closest recurring theme among several nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest triage anchor: open, high-discussion, and broad enough to represent the most likely overlapping area without being overly specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal model bugs, but one is about Qwen2.5-VL rope indexing for still images and the other is a Kosmos2.5 OCR long-input index error; different code paths and symptoms." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and generic meta-device loading breakage are different failures affecting different mechanisms." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing tie causing bad generation and the other is inconsistent serialization depending on device; related area, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are distinct model/version-specific issues." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM model loading and a torch-vs-transformers compatibility issue are different problems." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both involve OOM, but one is an int4 quantization memory regression and the other is a specific video model running out of memory." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint-resume key mismatch is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression in Qwen multimodal models and Gemma4 PLE device mismatch are unrelated code-path failures." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch in Bark is unrelated to torch.export failures caused by torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument and strict granite_speech config loading are separate compatibility/config issues." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to PEFT local-checkpoint loading." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is wrong token IDs across several models." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two different model-loading failures with no shared concrete mechanism." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset not working and progressive generation with inputs_embeds/past_key_values are different features and bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior and tokenizer-version drift are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and torch.export failures from torch_compilable_check are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model related only at a very broad level; one is device offload mismatch, the other is DAC latent conversion mismatch." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation issues and Qwen3 auto device-mapping cuda assert are distinct failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different device-mapping/device-mismatch bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying serialization bug and Bamba SDPA torch.compile failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batch inconsistency in MIMI and OmDet-Turbo processor size mismatch are not the same issue." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern quantization/offload, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; too vague to call the same bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Doc example errors for SigLIP2 and iterable-dataset multi-image finetuning failure are different reports." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and multimodal config unwrapping in from_config are separate configuration bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and a missing supports_gradient_checkpointing flag are different problems." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batch padding-mask output drift and Perceiver non-default-resolution failure are different model behaviors." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next and quantized-model save/load breakage are not the same code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823" + ], + "soft_pairs": [ + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43526|issue:43883", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:42617|issue:42915", + "issue:43404|issue:45357", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:45632|issue:45684", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:44423|issue:45406", + "issue:43873|issue:44756", + "issue:44877|issue:44991", + "issue:36331|issue:42617", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "74e0f4e98475196e5f230ba5bbdbf0deb07120035d4410279c4e99bcf57caba0", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37672, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not look like a true duplicate set; the soft pairs are mostly superficial similarity within different bug families (trainer API, loading/offload/quantization, multimodal processors, config serialization).", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue is safe: the items span several unrelated bug classes, so collapsing them into one duplicate target would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative only because it is the broadest open report in the dominant loading/offloading/quantization subtheme, but it still does not subsume the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Different bugs: perplexity/regression on a model vs. gradient-checkpointing behavior in PEFT LoRA." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save/load behavior, but one is about lm_head tying and the other about visual encoder key serialization; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated model-specific issues: weight tying in AyaVision vs. packed-weight unpacking in BitNet/accelerate loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading, the other is non-persistent buffer initialization; different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction vs. Molmo tied-weights attribute error; unrelated components." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model/load failures: Qwen3 auto device mapping CUDA assert vs. Llava Next segmentation fault." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is not the same as strict-config rejection for granite_speech." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different root causes: glm-4v-9b loading failure vs tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen-family symptoms and code paths: auto device mapping CUDA assert vs flash-attention generation bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision is unrelated to Gemma4 PLE device-mapping mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying bug in Mistral3 is not the same as incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression is unrelated to tokenizer-version-dependent tokenization differences." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as dtype mismatches in inference." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both involve save/load behavior, but one is cache-path collision and the other is read-only permission propagation." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype preservation and Trainer resume/max_steps calculation are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory/OOM regression is not the same as T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap on Strix Halo; not the same concrete bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection and tokenizer loading failure are different loading paths with different causes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer.compute_loss API break and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is a different code path from packed-weight unpacking in BitNet." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Different trainer/API issues: unexpected compute_loss argument vs. Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bug is not a tokenizer-version regression." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizes, but one is processor output size mismatch and the other is non-default-resolution classification failure; not clearly the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash and processor image-size mismatch are different subsystems and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to SFT trainer unpacking of embeddings." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different issues: torch.compile/SDPA in Bamba vs CPU offload device mismatch in Bark CI." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and 3d_parallel.py launch failure are not the same underlying bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized-model offload failure are different loading/quantization bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization-version changes are not the same concrete issue." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 device-map crash and GPT-OSS MoE tensor-parallel issue are distinct model/runtime problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44743", + "issue:45059", + "issue:45081", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:43526|issue:43881", + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:43421|issue:43927" + ], + "prepared_review_unit_hash": "5d0507c6194596184713a6f85a6178b50005be62e662119c0b95152fa0c3a234", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35694, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated transformer bugs across tokenization, multimodal processors, config loading, and model-specific runtime failures. Only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44514 is the clearest canonical issue because it is the earlier, more detailed report of the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash as issue:44545.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 best represents the duplicate pair: same title, same failure mode, and it has the fuller bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different subsystems and bugs: CamemBERT masked-LM regression vs Qwen3.5 recurrent-state cache behavior." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is a Granite token-id regression; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated issues: BeitImageProcessorFast label reduction vs glm-4v-9b model loading failure." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different models and failures: Qwen3-MoE sliding_window behavior vs StableLmConfig pad_token_idx missing after v5 update." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen3 multimodal models, but one is video-input processing and the other is a from_pretrained weight_only loading error." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Completely different problems: GenerationMixin import failure vs inability to run 3d_parallel.py." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both touch tokenization, but one is about runtime special-token post-processing updates and the other is a Granite token-id regression." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer implementations and failure modes: LayoutLMv2Tokenizer padding/NER crash vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated model/runtime failures: Qwen3MoE FineGrainedFP8Config vs Llava Next segmentation fault on load." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different training/eval and multimodal input issues; no shared concrete bug path." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different serving/runtime failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer issues, but one is a general slow/fast inconsistency and the other is a specific T5 load-time add_special_tokens conflict." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Completely different: MacOS bus error loading CLIP vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are accelerate/loading related, but one is CPU offload device mismatch and the other is packed-weight unpacking for BitNet." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different image-processing/processor bugs: void segmentation maps vs BarkProcessor voice_preset handling." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated issues: torch.compile+SDPA failure in Bamba-9B-v2 vs BigBirdTokenizer special-token registration/decode output." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Related only at a high level to tokenization changes; the concrete bugs differ (runtime post-processor sync vs version-dependent tokenization changes)." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Completely different: cache-strategy typo vs stale documentation for removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model loading/runtime bugs: Qwen3 auto device mapping cudaErrorAssert vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different root causes and code paths: quantization/offloading behavior vs T5 silently using apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different issues in different areas: Bark CPU offload mismatch vs BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen3.5-related bugs: sliding_window behavior in Qwen3-MoE vs from_config not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Unrelated: import warning for local path with trailing slash vs multimodal token counting video-branch undefined variables." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Completely different model families and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated: TrainerState token counter not updating vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification configs, but one is num_labels propagation in Qwen3.5 and the other is zero-loss behavior for single-label classification with num_labels=1." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different config/tokenizer bugs: TokenizersBackend post-processor sync vs DiaConfig custom token IDs lost on save/load." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative on the soft edges. The single accepted pair, issue:44514/issue:44545, is clearly the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash by title and metadata, and the other pairs are reasonably rejected as different bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43596", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44077|issue:44625", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:45588|issue:45759", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:43746|issue:46050", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:41720|issue:45704", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:44220|issue:44661", + "issue:43720|issue:43819" + ], + "prepared_review_unit_hash": "59fdf42c83437e5d68e14a15941f1405e227708505c830132cbaf730598458d9", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37366, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated bug reports across tokenizer loading, multimodal models, quantization, offload, and training/runtime edge cases. The soft links are thematic similarities, but I don\u2019t see a single underlying bug or change tying them together.", + "confidence": 0.24, + "canonical_issue_reason": "I\u2019d use issue:44843 as the closest canonical issue because it is a concrete tokenizer-loading/offline regression and best matches the strongest recurring theme in the set. Even so, it is only a loose thematic anchor, not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44843 is the best representative of the tokenizer/offline subgroup, with a clear code-path and user-visible failure. It is not a global duplicate representative for the whole cluster, since the rest of the items span many different bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different problems: a LoRA warning about tie_word_embeddings versus a regression saving incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they target different models and failure modes: ScandiBERT load failure vs EMBEDDIA/est-roberta tokenizer loading regression." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error is not the same as a Qwen2.5-VL video vision_position_ids bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference/runtime mismatches, but they affect different models and different code paths; not one concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model fails in 5.1.0 versus PIL image processors incorrectly requiring torchvision; unrelated causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "An optional post_init policy issue is unrelated to num_labels propagation between Qwen3.5 configs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are different bugs in different model paths." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to a model loading failure." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 example/model-processor mismatch and OmDet-Turbo processor/model resolution mismatch are separate multimodal issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT embedding unpacking and trainer.evaluate after trainer.train are different trainer-state failures." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex FusedRMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash attention sink-less s_aux handling is unrelated to composite Qwen 3.5/3.6 config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states reconstruction is unrelated to a model config flag missing on a trust_remote_code variant." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but one is cache loading under HF_HUB_OFFLINE=1 and the other is an unconditional model_info() call in a Mistral regex patch." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token post-processor updates and BigBirdTokenizer mask-token registration are not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter local checkpoint loading and sinq quantized save/load breakage are different serialization/loading problems." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and abnormal gradient growth under ZeRO-3 are distinct training issues." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend special-token post-processor updates are unrelated to LayoutLMv2Tokenizer crashes on NER and padding/truncation." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline and CamemBERT masked-LM regressions are different model-specific bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 apex RMSNorm leak has nothing to do with Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "A Mistral regex patch crash when loading tokenizers is not the same as Kimi-K2.5 codec handling and warning regression." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and T5 RMSNorm memory leak are unrelated runtime failures." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3 init with BertModel and _torch_extract_fbank_features() are different stack traces and code paths." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi-K2.5 tokenizer regression is unrelated to list_repo_files forwarding a revision argument in CI." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc example errors and quantization/offloading behavior are not the same underlying bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT adapter local checkpoint loading is unrelated to quantization offloading not working as expected." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and PEFT adapter checkpoint loading are different multimodal/training bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Feature extraction failures are unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate initialization and DAC from_latents/STE mismatch are different model implementation 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": 17, + "review_unit_index": 15, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:30064|issue:36010", + "issue:43618|issue:43697", + "issue:43653|issue:43720", + "issue:43388|issue:46032", + "issue:45183|issue:45479", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43531|issue:43643", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:44448|issue:44671", + "issue:44561|issue:45020", + "issue:30064|issue:36331", + "issue:43825|issue:43994" + ], + "prepared_review_unit_hash": "f68b907432ce7de20b8337a70239cce2c4d588c08074621a0fd66324588164d7", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster; it\u2019s a loose similarity set spanning unrelated Transformer bugs across models, tokenizers, caching, configs, and training. I reject all soft-edge links as same-underlying-bug matches.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items cover many unrelated regressions. If an umbrella representative is needed, issue:45020 is the broadest only for the remote_code-regression subset, not for the cluster overall.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the closest thing to a representative issue because it describes a broad remote_code regression family rather than a single model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and failure modes: Qwen3OmniMoe video parsing vs Gemma3n audio mask attribute collision." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated areas: image processor segmentation-map handling vs GenerationMixin import failure." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs in different models: CLIPOutput attentions omission vs RTDetrV2 output divergence." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token decoding bug vs BitNet packed-weight loading bug; no shared code path." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering tuple-label trimming vs Mamba2 cache correctness; different subsystems." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error vs degenerate zero-loss classification behavior; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different architecture-specific config mistakes: sparse-layer creation vs RoPE layer dropping." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Separate model-specific dtype/casting issue vs variable-name collision in Gemma3n forward." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with images is unrelated to Kosmos2.5 long-OCR index overflow." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA bug and DAC STE mismatch are different code paths and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizers, but one is AddedToken argument handling and the other is model loading failure for sleng-bert." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault on Llava Next load and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained non-persistent buffer corruption and StaticCache seq-length return type are different APIs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/NER crash is not the same underlying issue as Perceiver image-classification resolution handling." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function, but different concrete failures: offline model_info call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug and DAC.from_latents mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict granite_speech config loading are different configuration regressions." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal bugs: video input processing error vs wrong vision_position_ids." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config-field loss." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues do not match." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is a weight_only load error and the other is flash-attention generation behavior." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor refresh and Whisper skip_special_tokens decoding are different tokenizer behaviors." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Version-regression symptoms only; Pegasus output drift and CamemBERT MLM prediction errors are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "45020 is a broad remote_code umbrella, while 44561 is a specific is_torch_fx_available removal breakage; not the same concrete issue." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline translation-message regression and SigLIP2 bad outputs are different layers of the stack." + } + ] + }, + "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": 17, + "review_unit_index": 16, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:45584|issue:45834", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:44186|issue:44442", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:34634|issue:36010", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:45084|issue:45538" + ], + "prepared_review_unit_hash": "bfbc17b2cb8d41c6b262186264b3a51abb6509ca1c9541040c2f3ca5a1a1dc90", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues spanning tokenizers, processors, model loading, training, and docs. None of the proposed soft edges look like true duplicates of the same underlying bug/change, so the cluster does not have a strong single canonical duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue is needed, issue 45701 is the broadest open report here and the closest to the shared tokenizer-regression theme, but the cluster overall is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best single anchor only because it is broad, open, and user-facing; however, it still does not represent the many unrelated problems in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different bugs: CUDA assert during Qwen3 auto-device-mapping vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors are a docs/example problem, not the same as Kosmos2.5 OCR index handling." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-compilation errors are different code paths and failure modes." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is not the same as docs still referencing removed pipeline tasks." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression in VL models is not the same as Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch and dtype mismatches in other models are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype preservation and Apple Silicon warmup TypeError affect different subsystems." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch is a different concrete failure from trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "They are related to v5 pipeline removals, but one is an error-message bug and the other is stale docs; not the same change." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression is not the same as a generic version-induced tokenization change report." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token spacing and broad slow/fast tokenizer inconsistency may overlap conceptually, but they are not clearly the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL RoPE position scaling are different issues." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow in a pip extra and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not the same as dtype mismatch inference bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch backend-tokenizer error and Gemma4Processor missing _tokenizer are distinct attribute errors in different components." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder issue title is not evidence of the same bug as an isolated reproduction of another issue." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect tied-weights handling in Qwen3-Next is not the same as a warning about tie_word_embeddings during LoRA fine-tuning." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP crashes are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC forward/from_latents mismatch are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to RTDetrV2 output differences in v5." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label handling and an MPS attention correctness issue do not share the same code path." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation errors have nothing to do with CLIPTokenizer model_max_length." + } + ] + }, + "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": 17, + "review_unit_index": 17, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45600", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:43653|issue:44912", + "issue:45459|issue:45803", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:38175|issue:44610", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43550|issue:44912", + "issue:43720|issue:44610", + "issue:43454|issue:43577", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:42490|issue:43257", + "issue:36010|issue:36331", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:44568|issue:45488", + "issue:43257|issue:43931" + ], + "prepared_review_unit_hash": "f12c931aed6e8c9f229914d0946252a3374864290cba0417c48afdd79dd392fa", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36443, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Highly heterogeneous cluster: the items span unrelated trainer, tokenizer, multimodal, loading, and quantization bugs. None of the soft pairs look safe to merge as duplicates; 45020 is only a broad anchor, not a true duplicate hub.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the config/loading regression theme, but the cluster overall is not a coherent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best global anchor because it is the most umbrella-like and closest in scope to several loading/config reports, even though the cluster is mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Different bugs: MobileLLM key lookup vs a broad remote_code/config-loading regression." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different code paths: undefined video-token helper vars vs stale auto_mappings config references." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: tokenizer special-token registration vs MXFP4 quantization/load fallback." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are exception-handling bugs, but in different functions and subsystems." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: ZeRO-3/non-pretrained BERT indexing vs post-train evaluate behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling and the other is a tokenizer regression for a specific model." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different paths: PEFT local checkpoint loading vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different issues: missing Float8 storage support vs PIL image processors requiring torchvision." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model symptoms, but the root causes and models differ." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent/forward mismatch vs DiaConfig save/load losing token IDs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-loading/runtime failures; no shared code path is evident." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example mismatch and quantization failure vs a separate MXFP4 load regression." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: GenerationMixin import path vs custom model initialization in notebooks." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: MoE weight conversion during loading vs multimodal video token counting." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure vs quantization fallback." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different mechanisms: packed-weight unpacking vs processor output shape." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model-specific loading bugs affecting unrelated architectures." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion vs OOM; no duplicate evidence." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related theme, but one is an internal undefined-variable bug and the other is a broader video-input regression; not the same concrete fix." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated model attention bug vs image-processor torchvision dependency." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are processor API issues, but one is audio chat templating and the other is Whisper decoding." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Completely different: local-path import warning vs accelerate/deepspeed MoE loading." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different API breakages: import path change vs compute_loss signature change." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/memory-related, but the concrete failures and fixes differ." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions for different models and symptoms." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config handling, but one is trust_remote_code field loss and the other is composite text_config unwrapping." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined helper usage and the other is batched output shape handling." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Different problems: TrainerState token counting vs GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen loading failures: MoE weight conversion vs VL shape mismatch." + } + ] + }, + "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": 17, + "review_unit_index": 18, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:43606|issue:45859", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:29159|issue:34567", + "issue:44987|issue:45538", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:42915|issue:44821", + "issue:43452|issue:43582", + "issue:44479|issue:45381", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:43257|issue:43756", + "issue:43927|issue:44912", + "issue:44987|issue:45907", + "issue:42175|issue:43824", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:43577|issue:45072", + "issue:42175|issue:44938", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43404|issue:45987", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43906|issue:45381", + "issue:43742|issue:44291", + "issue:42915|issue:43749", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "5ab132d929eec97e2490fdbb57868c245dbe7d3d441f7777938ed2590e5a1b2b", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated Transformers bug reports that share only broad subsystem similarity. The only convincing duplicate-like pair is the Qwen 5.3.0 video-input regression, where one issue is a broader umbrella for the other.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44479 is the best umbrella candidate: it describes the broad v5.3.0 Qwen video-input regression across multiple model variants and naturally subsumes the narrower qwen2.5-vl report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative of the cluster because it is the broadest, most explicit regression report in the only near-duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload/device mismatch, but they are different model-specific failures and do not look like the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and scopes: one is an output_hidden_states bug in Qwen3.5, the other is a tokenizer-version behavior change." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated problems: RTDetrV2 output divergence vs Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are different code paths and different failures." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure for one repo versus a CLIPTokenizer max-length bug; too broad and not the same underlying issue." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is an init_empty_weights argument incompatibility, the other is an image-processor torchvision dependency regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and different errors: FP8 config failure vs MobileLLM key error." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model gguf loading bug versus Apple Silicon allocator warmup TypeError; no shared code-path bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen 5.3.0 video-input regression; 45381 is a narrower qwen2.5-vl manifestation of the broader issue in 44479." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen variants and different failures: auto device-mapping cudaErrorAssert vs video-input ValueError." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model load and TrainerState token tracking are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is not the same as CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load custom token IDs causing IndexError is not the same as MXFP4 quantization fallback." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: model loading failure for a repo versus list_repo_files not forwarding revision." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend install issue versus missing Qwen2_5_VL export; not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen model families and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad video-input area, but different model families and not clearly the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument TypeError and a specific tokenizer-loading failure are not clearly the same underlying issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one is Blip2 dtype propagation and the other is inference mismatches in different models." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend installation/TensorFlow packaging issue versus Python 3.14 import failure; different problems." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and different symptoms: zero probabilities vs non-default-resolution failure." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "A backend dependency/install issue is not the same as a specific model load failure." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head weight tying and StaticCache sequence-length contract are unrelated code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error and tokenizer slow/fast inconsistency are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of another issue and a Qwen2.5-vl video regression are not the same artifact." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key error and init_empty_weights argument incompatibility are different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different training/loading issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch environment error and Llama 3.2 Vision model loading regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly related pair is 44479/45381, and describing 44479 as the broader umbrella is conservative. The other soft-edge rejections stay within the evidence and do not overstate 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": 17, + "review_unit_index": 19, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44704", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920" + ], + "soft_pairs": [ + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43582|issue:43782", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:43493|issue:43994", + "issue:28282|issue:29127", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:43688|issue:43749", + "issue:41762|issue:44936", + "issue:44484|issue:44704", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "acf176ec2ad1a9317ff2fc2820c28d3f49f690d7985094c12cd8b851051cc768", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34999, + "estimated_input_tokens": 8750, + "estimated_eval_tokens": 17756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated bugs across model loading, tokenization, trainers, config serialization, multimodal processors, and backend/device issues. No single issue is a safe canonical anchor.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No good cluster representative: the items span many different code paths and model families, so selecting one issue as the cluster lead would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation bug vs flash_attention s_aux=None crash; different subsystems and fixes." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs Gemma4 device-map forward mismatch; unrelated models/code paths." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon caching_allocator TypeError vs Qwen3VL weight_only load error; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss regression; different behavior entirely." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer omission vs Qwen2.5-VL temporal position-id scaling; different models and code paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are about SigLIP2, but one is JAX/HF parity while the other is bad AutoModel/pipeline outputs; not clearly one concrete fix." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error vs LayoutLMv3 box-info message clarity; unrelated failure modes." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter not updating vs CustomTrainer.compute_loss signature mismatch; separate trainer issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication vs Mistral regex/backend_tokenizer attribute error; tokenization-related but distinct bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs AutoImageProcessor URL loading; unrelated loaders." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression vs AutoTokenizer wrong token IDs across models; different APIs and code paths." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic AutoConfig remote-code field loss vs a specific Qwen3_5MoeVisionConfig strict-field omission; similar theme, but not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Generic gguf_file breakage vs one model failing to load; no evidence they share the same underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure vs Phi-4 multimodal load failure; both multimodal, but different models and errors." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend unexpectedly requiring torchvision vs Mistral tokenizer regex crash; unrelated components." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error vs missing Float8 storage object; both load-time failures but not the same code path." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT minimum-version bump problem vs stale auto_mappings references; separate maintenance issues." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference regression vs Qwen3.5 save_pretrained regression; different APIs and fixes." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL processor batching crash vs Qwen2.5-VL video position-id bug; same family, but different failures and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure; unrelated models." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug vs FSDP CPU RAM-efficient loading breakage; different subsystems." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 load index error vs trainer.evaluate() after train() failure; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; different APIs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dimension RuntimeError vs LayoutLMv3 error-message clarity; 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": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44514|issue:45290", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:30064|issue:33666", + "issue:44361|issue:44442", + "issue:43688|issue:45440", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:45491|issue:46002", + "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43643|issue:44561", + "issue:44843|issue:44991", + "issue:28282|issue:35141", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:29159|issue:33357", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "7b558c0abc4d21814a168b84080aefcdd5574d4148596bac350d9c7c71d8339c", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36759, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues form a loose collection of unrelated Transformers bugs; the soft edges mostly reflect topical similarity rather than true duplicates, so none should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report here, centered on version-dependent tokenization changes, so it best represents the loose tokenizer/regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the most concrete and actionable: it names a specific code path (_patch_mistral_regex/model_info) and a clearly scoped HF_HUB_OFFLINE failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading bugs, but they hit different models and different failure modes: num_labels propagation vs strict granite_speech config parsing." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One is gguf_file breaking AutoTokenizer/AutoModel loading; the other is a BLIP-2 dtype propagation bug. Different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading failure and unconditional model_info() in _patch_mistral_regex are separate tokenizer-loading regressions." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "These are distinct regressions: processor.tokenizer/image handling in custom model code versus Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is about device-dependent lm_head.weight serialization and the other about translation-model weight tying issues; not the same concrete bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key errors and quantized save/load breakage are different model-state serialization problems." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatching forward and Whisper batch_decode skipping special tokens are unrelated processor/model behaviors." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate() after train() is a trainer lifecycle bug; Gemma4 PLE device mismatch is a device_map/forward placement bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different tokenizer defects." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression in custom model code are unrelated issues." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are separate vision/training problems." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer failing on tasks and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote implementation are not the same change." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token issues, but one is mask-token registration and the other is add_special_tokens not adding BOS/EOS; different behavior." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and recurrent-state reset with cache are distinct generation/cache bugs." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and an isolated reproduction of another issue are not the same underlying bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 mixed-length NaNs and classification-head NaNs after checkout/init are different numerical instability reports." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP-2 dtype remaining float32 and RTDetrV2 output divergence in v5 are unrelated regressions." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5's apex.FusedRMSNorm memory leak are different model-level issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Torch-missing ImportError and trainer _gpu_broadcast_one(NoneType) are completely different failures." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-not-found ImportError and a MacOS CLIP bus error do not share a concrete code path." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and removal of is_torch_fx_available are separate v5 compatibility problems." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() patching and tokenizer loading failure for EMBEDDIA/est-roberta are different regression causes." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch and post_init reinitializing output embeddings are unrelated issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP_CPU_RAM_EFFICIENT_LOADING are distinct compatibility problems." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a CLIP MacOS bus error are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load-time KeyError 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": 17, + "review_unit_index": 21, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:43122|issue:43906", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:44466|issue:46050", + "issue:43452|issue:44451", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43278|issue:43688", + "issue:33666|issue:36010", + "issue:43606|issue:43927", + "issue:43493|issue:43825", + "issue:43720|issue:43927", + "issue:44849|issue:45357", + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:44568|issue:45812", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:28218|issue:33357", + "issue:43540|issue:44977" + ], + "prepared_review_unit_hash": "078fe2cba414e2ad92decccd65fc9236bb0df668237a57f04dcde87087c07242", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37658, + "estimated_input_tokens": 9415, + "estimated_eval_tokens": 19086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated Transformers bugs (tokenization, model loading, trainer, multimodal, config, and attention issues). I did not find a convincing duplicate pair among the soft edges, so no edges are accepted.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43550 is a concrete, user-facing runtime failure with a clear code path (torch.compile + SDPA) and is one of the more central similarity anchors in this set, so it works best as the cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43550 is the most actionable standalone issue here: it has a specific reproduction surface, a clear failure mode, and broad enough runtime impact to serve as the best issue anchor even though the overall cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: one is a compile/SDPA runtime failure, the other is a save/load token-ID corruption leading to generation errors." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different code paths and symptoms: compiled forward chunked generation inconsistency vs flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated failures: Bamba compile/SDPA runtime bug vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is a num_labels propagation issue." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different areas: BLIP2 dtype loading mismatch vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different problems: BLIP2 dtype persistence vs an MPS attention correctness issue." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction reference; there isn't enough evidence that it is the same tokenizer bug as the first." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different loading preset/legacy-field bug vs a compile/SDPA runtime failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different load-time issues: legacy field handling in Beit vs packed-weight unpacking in BitNet." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are separate trainer bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading bug vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different runtime failures: Qwen3 auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are serialization-related, but one is tied-weight lm_head serialization and the other is quantized sinq save/load breakage." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Different loading failures: gguf_file breaks generic AutoTokenizer/AutoModel loading, while the other is a specific model load failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loader failures: MobileLLM key error vs AutoImageProcessor-from-URL failure." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different mechanisms: device-mapped forward mismatch vs quantized save/load corruption." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "One is a dtype drift issue, the other is auxiliary-loss normalization; not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training bug vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token-ID loss after save/load are different failure classes." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error-message regression are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: output_hidden_states behavior vs incorrect visual encoder keys on save." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after a v5 update, but they affect different models and different attributes, so they are not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are different issues." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both touch rotary-related config/implementation, but one drops RoPE layers and the other resets rotary_pct on reload; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-passing regression are different processor-path bugs." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions, but for different model families and different symptoms (special tokens vs token IDs)." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Repeated pair: BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss kwarg mismatch are unrelated trainer/model bugs." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs/example errors and SigLIP2 implementation discrepancy are not the same concrete problem." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe and Qwen3.5 flash-attention generation failure are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46050" + ], + "soft_pairs": [ + "issue:43493|issue:43844", + "issue:44964|issue:45405", + "issue:45803|issue:45987", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:43257|issue:43299", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:43504|issue:43606", + "issue:45229|issue:45823", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:33357|issue:33666", + "issue:43504|issue:43653", + "issue:44423|issue:44734", + "issue:43606|issue:44112", + "issue:44464|issue:45584", + "issue:43575|issue:45405", + "issue:43994|issue:44493", + "issue:44792|issue:45405", + "issue:43278|issue:43701", + "issue:45588|issue:46050", + "issue:43873|issue:46050" + ], + "prepared_review_unit_hash": "5179576808aaa31beffdecd5a92e02d72ffb4a7f5d5a6c3012e3a7817e1bc963", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated model-loading, quantization/offloading, tokenizer/config, and serving regressions. I do not see any true duplicate pairs among the suggested soft edges; they are mostly same-subsystem but different concrete failures.", + "confidence": 0.83, + "canonical_issue_reason": "No strong duplicate cluster emerges from the titles alone; if one issue must serve as the representative, issue 43873 is the broadest unresolved report (quantization/offloading) and the least model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative of the set because it is open, broadly framed, and covers a cross-cutting runtime problem rather than a narrow model-specific regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs. ZeRO-3 gradient growth; different symptoms and code paths." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure vs. an unrelated PEFT version pin regression." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare-except in Fuyu tensor conversion vs. StaticCache return-type contract bug; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval vs. gradient explosion under DeepSpeed; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different model configs and different missing fields (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE layer omission in Smollm3 vs. feature-extractor length helper behavior; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed conversion and the other is multimodal config loading; not one concrete fix." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "General model load failure vs. offline-mode breakage from unconditional model_info() call; different failure mechanisms." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids default bug vs. Gemma4 multi-GPU CUDA OOM; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are multimodal Qwen config issues, but one is missing pad_token_id and the other is text_config unwrapping for from_config; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors vs. processor.tokenizer regression; different artifacts and fixes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing class vs. missing float8 storage type; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init regression vs. tied-weight serialization inconsistency; different code paths." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field preventing BEiT load vs. CPU offload device mismatch in bark-small; unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM during Gemma4 multi-GPU inference vs. device mismatch with auto device_map; same model family but different bugs." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs. init_empty_weights constructor arg mismatch; unrelated regression surfaces." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure vs. flash_attn import key error on Python 3.13; different issues." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence bug vs. MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP vs. Qwen2-VL multi-GPU training; no shared bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model load failures: BEiT legacy field vs. BigBird special-token registration." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Two serve crashes, but one is multimodal input handling and the other is KV-cache continuation indexing; not mergeable as one fix." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Runtime CPU-offload mismatch vs. a stale CI test in GraniteSpeech; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs. Whisper empty-transcription failure after token alignment; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on a large model vs. an unreleased PEFT minimum-version bump; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs vs. unexpected position-id keys across many models; too generic to be the same defect." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure vs. PEFT version pin; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Eval dtype regression vs. resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention s_aux=None crash vs. quantized model save/load breakage; different code paths." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "General offloading/quantization behavior vs. sinq save_pretrained/from_pretrained regression; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:28218|issue:34567", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:29159|issue:32090", + "issue:43582|issue:44977", + "issue:15354|issue:38175", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:43493|issue:43701", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:44898|issue:45412", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:44466|issue:45127", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:43844|issue:44936", + "issue:43295|issue:43450", + "issue:43334|issue:43525", + "issue:43824|issue:43975" + ], + "prepared_review_unit_hash": "c6c41cbbf350cd7901c5c7bca8600c6a4035537a96eae96e57439724738505c7", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous grab-bag of Transformers issues rather than a single duplicate cluster. The pairs mostly share only broad themes (tokenization, multimodal processing, imports, training), not the same underlying bug or fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:29159 is the broadest tokenization-related report in the set, so it's the closest thing to a canonical issue, but it still does not represent the many unrelated bugs in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; 29159 is the most generic, but the cluster is too diverse for a meaningful canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash-Attention test failures and MLflow reporting after failed training jobs are unrelated problems." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM on GPT-oss-20b are different failure modes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templating, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal model loading are not the same code-path issue." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra space after added token and TrainerState token counters are distinct tokenizer/training issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma 4 token-type defaults are different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and a flash_attn import KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues do not share a concrete bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are different model/runtime issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-support import failure and meta-device loading regressions are separate import/loading bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync bug and Qwen3.5 hidden-state output bug are unrelated generation/model issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma 4 issues, but one is token-type defaults for text fine-tuning and the other is a device-map forward mismatch." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application timing and Qwen3.5 hidden-state behavior are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression and OmDet-Turbo input-size mismatch are different preprocessing bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory-release behavior are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a loading failure for physical-intelligence/fast are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-import symbols indicate separate import regressions." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization depends on device, while model collapse after LoRA merge is a different weights/merge issue." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config attribute regression and meta-device loading breakage are not the same underlying problem." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type handling and Qwen2.5-VL rope index scaling are unrelated multimodal bugs." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed gradient anomaly and trainer.evaluate() failing after train() are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape error are different multimodal preprocessing bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and there is no evidence of one shared fixable code path." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2.5-VL class and Kimi-K2.5 detokenization regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:43295|issue:43873", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:38175|issue:45412", + "issue:38175|issue:43493", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:43653|issue:44112", + "issue:28218|issue:35141", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:43827|issue:43901", + "issue:43450|issue:43575", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:45127|issue:45245", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:43278|issue:43825", + "issue:45200|issue:45588" + ], + "prepared_review_unit_hash": "09930fcb7c973ab055fc3349085bb885fad422ed5130ec954baad5cff389ca57", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36251, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated issue reports (tokenizer, multimodal chat, quantization/offload, model-specific regressions, docs, and infrastructure). I do not see a single duplicate set or mergeable PR pair, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs and regressions, so no single issue represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: there is no clear duplicate center or umbrella bug across these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation-related behavior, but one is a janus image-generation test failure and the other is a stale warning about num_return_sequences; different code paths and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "One is a processor.tokenizer regression, the other is quantization/offload behavior; no shared underlying bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is a distributed metrics batching bug and the other is BeitImageProcessorFast reduce_labels behavior; different components." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are unrelated issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are completely different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template for multimodal inputs, but one crashes on batched padding=False input and the other yields all-zero assistant masks; different failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model pathways: AutoTokenizer loading FastSpeech2ConformerTokenizer vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A local-path import warning and a SigLIP2 implementation discrepancy do not share the same code-path problem." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift during evaluate and Qwen3 MoE memory usage are different training/runtime issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/API regressions around pipelines, but they cover different documented behaviors and different tasks." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Incorrect video batch shape and TP-induced OOM are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure after align_special_tokens are distinct bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "A DAC consistency issue and a GraniteSpeech CI test issue are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batch-shape handling are different processor bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input sizing and LwDetrImageLoss AMP/CUDA crash are not the same underlying defect." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocabulary collapse with tied embeddings and a category-cardinality runtime error are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention import symbol and Torch 2.10 compatibility are different dependency issues." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated model/runtime problems." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat template crash and Qwen2.5-VL vision_position_ids issue are both multimodal, but not the same bug or code path." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection training bugs: AMP/CUDA loss crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type-id defaults and flash_attention s_aux=None crashes are different subsystems and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:44360|issue:44561", + "issue:43335|issue:43653", + "issue:39692|issue:43526", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:43335|issue:45083", + "issue:44855|issue:45083", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:43335|issue:45072", + "issue:43720|issue:44112", + "issue:43335|issue:45593", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:40444|issue:43526", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:43723|issue:44554", + "issue:44448|issue:44977", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "3b6647dc662f67c01e1a5b19e61afdb99766a4873d78be1d9a84d53c6de7ecee", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37266, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous regression reports across unrelated models/subsystems. I only found one clear duplicate-style pair: the two nearly identical Qwen3.5 MoE `from_pretrained` errors (45310/45478).", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the best canonical representative because it is the earlier, slightly more referenced report for the same Qwen3.5 MoE `from_pretrained` regression that also appears in 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest issue candidate overall since it most clearly matches another item as a true duplicate and has the cleaner, earlier report context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they fail on different missing symbols (`_flash_supports_window_size` vs `HybridCache`) and appear to be unrelated breakages." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: one is a bad `center` argument crash in `LasrFeatureExtractor`, the other is a `device_map=\"auto\"` forward device mismatch in Gemma4 PLE." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a `NoneType` `_gpu_broadcast_one` error are distinct code paths with no concrete overlap." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both concern model loading, but one is about `base_model_prefix` handling and the other is a weight-shape mismatch for a specific Qwen model." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Completely different areas: DSA indexer/ReLU discussion versus a v5 regression from removing `is_torch_fx_available`." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "One is a SwitchTransformers config bug; the other is a BigBird tokenizer special-token registration issue." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 do not match a BeitImageProcessorFast `reduce_labels` logic bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different failures in different subsystems: torch.compile/SDPA for Bamba versus a GraniteSpeech CI device-override test." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both mention BEiT/SwitchTransformers-adjacent model setup, but the underlying bugs are unrelated (sparse layer creation vs legacy preset loading)." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical title and scope: both report the same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch and unexpected position-id keys are unrelated issues." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is not the same as a qwen3_omni_moe feature-length helper discrepancy." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` on import is a different problem from qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash-attention-related code, but one is an `s_aux=None` crash in sink-less models and the other is CPU-offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "An error-message clarity issue in LayoutLMv3 is not the same as a `NoneType` GPU broadcast crash." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 example/documentation problems are unrelated to the unexpected position-id key regression." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different root causes: Qwen-3-8B-NVFP4 runtime error versus a Python 3.13 flash-attn import `KeyError`." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and bfloat16 dtype mismatch in TimmWrapperModel are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech CI test regression are separate issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config behavior is unrelated to D-FINE missing auxiliary losses when denoising is off." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regression are different model behaviors." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key warning across many models." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issues in Qwen3.5 and CUDA OOM in Gemma4 31B-IT are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A local-path trailing-slash warning and GLM-4.7-Flash model loading failure are not the same underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json selection behavior and removal of `is_torch_fx_available` affect different loading paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A v5 API removal breaking `trust_remote_code` models is not the same as a Deepseek tokenizer regression." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and BeitImageProcessorFast `reduce_labels` are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are distinct issues." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are not the same code-path problem." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer v5 loading failure and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are v4/v5 behavior regressions, but they concern different models and different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different runtime failures: CUDA AMP crash in LwDetrImageLoss versus dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "`resume_from_checkpoint` key mismatch is unrelated to the qwen3_omni_moe helper-function issue." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe feature-length helper behavior are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 45310/45478 are the only clearly duplicate-style pair, with identical titles and closely aligned scope, and the canonical-choice rationale is conservative. The false soft-edge verdicts also read as appropriately cautious given only title/body-level evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:43927|issue:45698", + "issue:28218|issue:32090", + "issue:37428|issue:44987", + "issue:44568|issue:45491", + "issue:29942|issue:35141", + "issue:45372|issue:45588", + "issue:32090|issue:33357", + "issue:43873|issue:45229", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:45459|issue:45712", + "issue:43412|issue:45588", + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:45372|issue:45406", + "issue:42490|issue:43575", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:44857|issue:45588", + "issue:45245|issue:45563", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45588|issue:45823", + "issue:44206|issue:44479", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:43994|issue:45412", + "issue:44186|issue:45198" + ], + "prepared_review_unit_hash": "01f68d53a37abd8bb1e00ae445a24bba9609ae1d8141dd397dd6ae018edf58dd", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are unrelated bug reports across different components, and none of the soft pairs look like the same underlying issue/change. No clear canonical issue stands out.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but one is custom token IDs being lost while the other is the wrong custom module being loaded; different bugs and code paths." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior and Trainer GPU broadcast NoneType errors are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both are import/load failures, but they involve different modules and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are distinct problems." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency breakage is not the same as a flash_attention.py s_aux=None crash." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP are different runtime failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/resource issues, but one is quantization offloading behavior and the other is multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu are different code paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from protobuf absence is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guards/erfinv support and a flash_attention s_aux=None crash are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-map cudaErrorAssert and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype regression and a video-token counting bug do not share the same root cause." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBertModel error and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 loading, but one is an import dependency issue and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path-trailing-slash import warning and Qwen2 tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and SigLIP2 nonsensical outputs are different model issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder and RT-DETR memory not released are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss and flash_attention s_aux=None are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and a stale generate warning are not the same issue." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is output mismatch for Pegasus and the other is serialization of tied weights; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both touch Gemma4, but one is a flash_attention crash and the other is a device-mismatch forward bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen VL video regression are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype drift and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change and Trainer GPU broadcast errors are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory retention are separate bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failure 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": 17, + "review_unit_index": 27, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44462", + "issue:44610", + "issue:44625", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:43066|issue:44462", + "issue:44451|issue:45520", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43756|issue:45440", + "issue:44265|issue:45198", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:43257|issue:43278", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:42490|issue:43873", + "issue:32090|issue:33290", + "issue:45440|issue:45593", + "issue:43824|issue:44279", + "issue:43653|issue:44442", + "issue:45103|issue:45372", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:29127|issue:33357", + "issue:43334|issue:43531", + "issue:44625|issue:45584" + ], + "prepared_review_unit_hash": "410dbb73abee9c17c4ad39e1cf78dbc3bc8e5eb724aeaa46434e47b36c986fc3", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated bugs in tokenizers, model loading, quantization, training, image processing, and docs. None of the soft-edge pairs look like true duplicates or the same underlying fix path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer loading behavior, but one is a wrong decoder type in v5 and the other is ignoring repository tokenizer.json; different failure modes and fixes." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Different problems: one is loading a specific model, the other is a Python 3.13 flash_attn import-key error." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated tokenizer/task AttributeError versus Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one fails with FineGrainedFP8Config on Qwen3MoE and the other is quantized model saving; different code paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-specific implementation discrepancies, but they affect different model families and different mechanisms." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token post-processing runtime updates are unrelated to Gemma3 NaN embeddings under sliding-window attention." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems and bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a CLIP model is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to embedding dtype drift between train and eval." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release/GC behavior." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning for local paths ending in slash is unrelated to quantization offloading behavior." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and Adafactor OOM in deepspeed are different runtime failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary losses with denoising off." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL export is a specific import regression, not the same as a general dependency issue." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer failing to load a FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring crash with future annotations and Gemma 4 processor import error are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoE rotary embedding CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training/control-flow bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor bugs with different symptoms and fix locations." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to GenerationMixin import errors." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config is unrelated to the Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription after align_special_tokens are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:44977|issue:45245", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:43761|issue:44079", + "issue:43232|issue:43388", + "issue:43646|issue:44077", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43761|issue:44188", + "issue:44442|issue:45803", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44442|issue:44898", + "issue:42907|issue:45698", + "issue:42490|issue:44743", + "issue:33290|issue:34567", + "issue:34689|issue:43611" + ], + "prepared_review_unit_hash": "43803bca8dfc42c6510e85b43fed1e4b5f87835cace31b6fccb75abb9d9f69d2", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35883, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and mostly not duplicate-related; the soft pairs span unrelated bugs across models, tokenizers, generation, audio, vision, and training utilities. I reject all soft edges and treat this as a weak cluster overall.", + "confidence": 0.93, + "canonical_issue_reason": "`issue:43646` is the broadest representative regression in the set: a Transformers 5.0.0 custom model initialization breakage that reads like a general anchor for v5 loading/init problems.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43646` is the most suitable global representative because it is a high-level, cross-cutting initialization/loading regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: flash-attention generation bug vs category-count limit error; not the same code path." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: layoutlmv3 box validation/error messaging vs embedding reinitialization after resize." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related load problems, but one is FineGrainedFP8 config and the other is weight-shape mismatch in a different model; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in inference; different subsystem and symptom." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is distinct from Gemma3 mixed-length NaN embeddings." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both touch audio processors, but the concrete bug differs: chat-template sampling-rate default vs unsupported `center` argument." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "ImageProcessor label reduction bug and AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode behavior are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword conflict vs repo file revision forwarding are different API bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they affect different models/code paths and have different root causes." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden-states regression is not the same as ModelOutput key assignment semantics." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue vs metric-gather label truncation are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve init/post-init semantics, but `44077` is a specific model constraint change, not the same broad custom-model loading regression." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOMs, but the causes differ: model load/tp vs int4 quantization memory growth." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state caching bug and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules` access is not the same as DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and zero-loss classification bug are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Model output regression vs attention-kernel divergence under torch.compile; different paths and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure and bare `except` swallowing errors are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but for different attributes and model families; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to chat-template crashes on assistant tool-call messages." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save/load are different problems." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import-path warning and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed/Adafactor OOM and token-count tracking not updating are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different versions and root causes; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43493", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45759" + ], + "soft_pairs": [ + "issue:43931|issue:45216", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43316|issue:45759", + "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43673|issue:44743", + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:43388|issue:43688", + "issue:41950|issue:43475" + ], + "prepared_review_unit_hash": "733b6b5b967bfbf7a0b38610234be1bf71518a07c519273d0a131aa07d915014", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35376, + "estimated_input_tokens": 8844, + "estimated_eval_tokens": 17944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated Transformers bugs across models, loading, generation, pipelines, and training. None of the soft-similarity pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 43873 is the most engaged and broadly phrased item in the set, so it is the best anchor if one must be chosen; however, it does not actually unify the cluster as a duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the strongest discussion/inbound-reference signal and broad enough wording to serve as a triage representative, even though the cluster is not a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are model-loading regressions, but one is a Qwen3-VL weight-shape mismatch and the other is a Qwen3.5 save_pretrained checkpoint bug; different failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM is unrelated to token-embedding resize reinitialization in post_init." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer memory blow-up and Llama 3.2 Vision loading breakage are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to docs still mentioning pipeline() after v5 removals." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is different from AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and AutoTokenizer failing on FastSpeech2ConformerTokenizer are unrelated code paths." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and mistral_common ReasoningEffort import breakage are different processor/import issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss is not the same as GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure and Qwen3-VL weight-shape mismatch are distinct loading problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in DeepSpeed AdaFactor is unrelated to a CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit indentation parsing failure and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and batched apply_chat_template crash are both multimodal, but they hit different APIs and bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow in torch extra install is unrelated to Gemma3TextConfig API behavior." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache absence during chunked_prefill is not the same as recurrent states resetting with cache and seq_len>1." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline translation messaging/docs mismatch are separate v5 issues." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nested-list output and missing PyTorch ImportError are completely unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics last-batch label truncation and auxiliary-loss normalization are different training bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline selecting image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are different multimodal 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": 17, + "review_unit_index": 30, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698", + "issue:46050" + ], + "soft_pairs": [ + "issue:43550|issue:43701", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43606|issue:43701", + "issue:43761|issue:44479", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:43452|issue:44496", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:43504|issue:45698", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:32090|issue:35141", + "issue:45563|issue:45584", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:44521|issue:45381", + "issue:43827|issue:43994", + "issue:43906|issue:45290", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245" + ], + "prepared_review_unit_hash": "044c2c3be4908a2130035a1558e8e6001b1f8a8bb03e85d2f5234b174217a7de", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues spanning model loading, multimodal processors, generation, and training regressions. I don\u2019t see any soft-pair that clearly describes the same underlying bug or a mergeable duplicate PR-sized change.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44521 is the strongest umbrella candidate here because it has the highest inbound reference count and a broadly phrased, user-facing multimodal chat-template failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best representative issue for dedup triage: it is active, externally referenced, and describes a concrete reproducible regression rather than a niche or incidental symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: SDPA/torch.compile on Bamba vs checkpoint key mismatch in resume logic." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated: PatchTSTMixer post_init policy vs v5 non-persistent buffer initialization." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Different topics entirely: model_max_length question vs missing transformers.onnx module." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but in different model paths and different failures; not the same underlying bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different generation/config bugs: eos_token_id mismatch vs empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/vocab merge collapse is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are load failures, but the causes differ: gguf_file handling vs missing model_type in config." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime issue is unrelated to Qwen2 TP OOM." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor parallel loading is not the same as MobileLLM key errors on load." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field preset loading bug is different from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 custom-model init breakage is not the same as GPTNeoX rotary_pct reload drift." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/reload issues affecting different model metadata and code paths." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation crash and Gemma4Processor _tokenizer crash are separate failures." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL load is not the same as incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to load-balancing loss omission." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error and embedding reinitialization in post_init are distinct bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning in paged generate and Whisper empty transcription failure are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to serve KV-cache indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "SAM3 pixel decoder dummy Conv2d and OmDet-Turbo processor resolution mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask construction and the other is vision_position_ids; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to establish the same bug as the chat-template tool-call crash." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "General v5 buffer-fill regression and GPTNeoX config reload drift are different defects." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in the image-classification script is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count limit overflow 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": 17, + "review_unit_index": 31, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44933|issue:45362", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:35141|issue:42490", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:44496|issue:45803", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:41950|issue:44016", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43295|issue:45276", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "2825aa3c77df16b92168c67e27247dd6f68ad009111def9c364d522c9a7f6cce", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36222, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad symptom categories like import errors, config bugs, or model regressions, but not the same concrete code path. I would not merge any of the candidate pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is canonical here because the items are heterogeneous and the proposed soft pairs do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 41628 is the cleanest standalone regression report: a clear import failure, concise repro, and broad user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: a janus model test regression vs broken auto_mappings references for removed configs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: DebertaV2 import parsing on Python 3.13 vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Both are import/model issues, but one is a missing image_utils export and the other is a Qwen3.5 chat crash." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device bug and a bare-except in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen, but one is LoRA/extended-vocab collapse and the other is incorrect save_pretrained visual keys." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resize-token-embeddings reinit bug is unrelated to the import warning for local paths ending with a slash." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json precedence and repo file revision forwarding are different repository-loading bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to DebertaV2 import parsing." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init validation and ModelOutput key assignment are different behaviors." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure and TensorFlow backend import handling are separate environment issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "General Python version support regression does not match the specific DebertaV2 script parsing error." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct reload defaulting are different initialization bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation is unrelated to KV-cache continuation indexing in serve." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI stale test behavior in GraniteSpeech does not match removed Sam3LiteText auto-mappings." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "One item is not a meaningful bug report; the other is a concrete fbank feature-extraction problem." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config creation and image-classification dataset loading are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model-type resolution failure and bare-except swallowing errors in FuyuBatchFeature are different bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example multi-label classification behavior is unrelated to local dataset loading in the no-trainer script." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and notebook syntax error are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality limit and Whisper generation on empty transcription are different issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they affect different models and different missing/defaulted fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different modules." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression after v4.57.5 and Gemma4 resize_token_embeddings are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Import failures in different modules; no shared underlying code path." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash and serve KV-cache indexing bug are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder are different model bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-path failure and the other is a version-check/import guard issue." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features malfunction 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": 17, + "review_unit_index": 32, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:43404|issue:45216", + "issue:44734|issue:45632", + "issue:44246|issue:45003", + "issue:44561|issue:45632", + "issue:43643|issue:44496", + "issue:42490|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:45335|issue:45584", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:43976|issue:45405", + "issue:44242|issue:45200" + ], + "prepared_review_unit_hash": "31037c456d30d794b2c534a527f3bac8e2630ccc4f6463b9589bd2dc62cc2bbc", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36512, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad themes like loading, serialization, or multimodal behavior, but they target different models, APIs, or failure modes. I would not merge any of the proposed soft edges. No PRs are present in the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44521 is the strongest representative in the set: it is active, externally referenced, and describes a concrete multimodal `apply_chat_template` regression with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best overall issue candidate because it is specific, actionable, and appears to have the broadest downstream relevance among these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different problem spaces: package backend selection/install extras vs a vague dependency issue." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve serialization/reload, but they affect different configs and bugs (`lm_head.weight` vs `rotary_pct`)." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both touch tied/saved weights, but one is a Mistral3 weight-tying bug and the other is a Qwen3.5 save regression." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Completely different failures: server KV-cache indexing vs local `trust_remote_code` cache-path collision." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe `sys.modules` access are related at most indirectly, not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve `trust_remote_code`, but one is a removed API breaking models and the other is a cache-path collision." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are model/config loading issues, but one is missing fields from `AutoConfig` and the other is an unrecognized model config." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Local path normalization warning is unrelated to cache-path collisions for `trust_remote_code`." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-loading regressions affecting different code paths and models." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to a production model-loading failure." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is save/export and the other is FlashAttention inference/loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different failure modes; both are load bugs only at a very high level." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support issue is unrelated to a specific model load failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and terminal ANSI formatting are unrelated subsystems." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and `AddedToken` argument duplication are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom processor/tokenizer regression and embedding resize behavior are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "MoE sliding-window behavior and stale config mappings are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessor label reduction bug and pipeline docs mismatch are not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols from different modules." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend requiring torchvision are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen regressions: model loading vs saved-checkpoint serialization." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tied-embeddings warning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility bug and a generic dependency issue are not the same underlying defect." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription generation bug are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode constraint and D-FINE auxiliary-loss behavior are unrelated training bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but they affect different serialization directions and different visual keys." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs inconsistency for a pipeline does not match a model config loading failure." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized config and `from_config` text-config unwrapping are different composite-model loading problems." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is assistant-mask generation and the other is RoPE/position-id scaling." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support mismatch is unrelated to the PEFT minimum version bump." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating and mm token type defaults are different training semantics." + } + ] + }, + "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": 17, + "review_unit_index": 33, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:43854", + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:41950|issue:43650", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:33290|issue:45656", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44466|issue:45276", + "issue:44623|issue:44749", + "issue:43650|issue:45290", + "issue:43441|issue:44683" + ], + "prepared_review_unit_hash": "2e6b3a1f12bf1694c3ecee56be26b802bc1998d086711a46fc05a701c8acdc84", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36324, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose collection of unrelated Transformers regression reports across tokenizers, multimodal models, quantization, processors, and attention backends. I found no soft pair that looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella in the set: it captures recent v5 breakage for `remote_code`/model loading and is the closest thing to a cluster anchor, though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Both involve pipelines/model loading, but one is a video-pipeline processor lookup bug and the other is a broad `remote_code` regression; different code paths and fixes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "`HybridCache` import failure is a specific missing export, while 45278 is a broad import-error report after upgrade; too generic to treat as the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and failures: Phi4Multimodal default sub-config initialization vs Llama4 missing `pad_token_id`." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer code paths; not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video processor lookup and Gemma4 device mismatch are unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex attention on torch 2.9 and tensorboard/TF backend detection are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype-loading bug and Qwen3.5 save_pretrained regression affect different stages and subsystems." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are different symptoms with no shared concrete code path." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions, but for different models and different failure modes; no evidence of a shared fix." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is stale pipeline documentation; not the same issue." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as the specific `MIN_PEFT_VERSION` bump-to-unreleased-package problem." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No overlap beyond being about pipelines/models; \"ADD THE DATA\" is unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs DeepSeek tokenizer output changes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer JSON selection and Mistral regex patch failure are separate tokenizer-loading bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "One is incorrect `tokenizer_class` serialization, the other is ignoring repository `tokenizer.json`; related area but not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and `list_repo_files` revision forwarding are completely different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and `init_empty_weights` unexpected-argument TypeError are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and long-OCR index error in Kosmos2.5 do not share a concrete fix." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes are separate maintenance/CI issues." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Incorrect batched video processor shape and a dependency issue are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed and optimizers, but one is OOM from Adafactor while the other is double optimizer stepping; different bug." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder and Perceiver non-default resolution failure are different model bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized-model loading/offload are separate quantization lifecycle issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "LayerNorm epsilon precision discussion and `torch.split` return-value handling are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and Gemma-4 ZeRO-3 from_pretrained are different save/load bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied `lm_head.weight` by device and embedding resize propagation are related to weights, but not the same concrete defect." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and the Chinese performance regression after upgrade are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder issue title and chat-template crash with tool calls are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-backend failures, but one is FlashAttention on a specific model and the other is compiled flex_attention on torch>=2.9; 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": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44671", + "issue:44779", + "issue:44987", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:43673|issue:43761", + "issue:42175|issue:43976", + "issue:43262|issue:44521", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43122|issue:43650", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:43901|issue:44246", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:44336|issue:44485" + ], + "prepared_review_unit_hash": "837a322da8936333fc5109a58cf4976b1d6540f548732d03817f3830437555ed", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab bag of Transformers regressions across tokenizers, multimodal processors, model loading, training losses, docs, and CI. None of the proposed soft-edge pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43723 is the best single anchor: it is a broad v5 tokenizer-loading regression and sits closest to the cluster of import/tokenizer-related reports, even though the rest of the items are mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the strongest representative issue because it targets a concrete, broadly relevant v5 loading failure and is more central than the model-specific or docs/CI-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs D-FINE auxiliary-loss bug; unrelated models and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading/import regression vs ESM2 model breakage; different subsystem and failure mode." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device-map forward mismatch; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs CLIPVision hidden_states regression; different components." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging dependency omission vs Python-version compatibility issue; separate problems." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs multimodal assistant-mask generation; not the same underlying defect." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression vs Deepseek tokenizer regression; different models and root causes." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure vs missing TensorFlow backend warning; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs incorrect SigLIP2 outputs; docs issue is not the same as model behavior bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs undefined tf backend error; different import paths and causes." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer-output regression vs placeholder/empty issue title; no shared bug evidence." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug vs Gemma4 zero3 load failure; different subsystems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL symbol import vs Python 3.9/3.10 compatibility; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI-code output in loading_report; different areas." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video shape bug vs Sam3Video OOM; different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id missing vs glm-4v-9b loading failure; different model-specific loading issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing config attribute in Llama4 vs trust_remote_code AutoConfig field loss; similar theme but not the same concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs Python version compatibility; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape handling in loading_report vs wrong docstring for position_ids; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch vs import-time slowdown; not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist captured_info race vs stale generation warning; different code paths." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE compatibility/loading issue across versions vs Qwen3VL MoE loading regression; same family but not the same concrete failure." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer-read error vs Gemma4 zero3 loading; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Router-logits gating of load-balancing loss vs D-FINE denoising-off auxiliary losses; different models and logic." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup bug vs audio fbank feature issue; different pipelines." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-time performance complaint vs unrecognized model/config error; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs Qwen3.5 chat crash; related family name but distinct underlying failures." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting vs GLM-5 RoPE implementation; 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": 17, + "review_unit_index": 35, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:36246|issue:42757", + "issue:43526|issue:45003", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44162|issue:45200", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:45292|issue:45584", + "issue:43232|issue:44336", + "issue:45292|issue:45701", + "issue:44987|issue:45459", + "issue:44496|issue:45003", + "issue:45375|issue:45759", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:45397|issue:45656", + "issue:43653|issue:44162" + ], + "prepared_review_unit_hash": "2298e43b5c084a0882aa0e5f424302a4768a3e252f96a73e277db35a6f002d4e", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35769, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers import, config, generation, and model-specific regressions. I do not see any soft-edge pair that is the same underlying bug/change, so no candidate merge is justified.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45003 is the broadest, most cross-cutting runtime bug in the set; the rest are mostly model-specific or unrelated import/config reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best anchor if one must be chosen: it is concrete, code-path based, and more generally reusable than the narrower model/import complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a specific Nemotron support limitation while the other is a generic FA2 issue; not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures for different symbols/packages (`Qwen2_5_VLImageProcessor` vs `is_offline_mode`); same symptom class, not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to `sys.modules` access in `modeling_utils`." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Core `modeling_utils` module access bug is unrelated to the pytest-xdist captured-info race in testing utils." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both involve v5 breakage, but one is cache handling in generation and the other is `is_torch_fx_available` removal breaking trust_remote_code models." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma eos-token config mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different failure modes in different subsystems: router-loss computation vs AMP float16 crash." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering `position_ids` as a buffer is unrelated to the tokenizer slowdown report." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import-name failure for Qwen2.5 VL is unrelated to the DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma4 `mm_token_type_ids` defaults are separate model-specific bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both touch strict config validation, but one blocks loading a granite config while the other drops a specific Qwen field; not the same issue." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regressions and `resize_token_embeddings` not updating output embeddings are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for `TextClassificationPipeline` is unrelated to unsafe `sys.modules` access." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior is unrelated to Whisper generation failing on empty transcription after special-token alignment." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/sync-GPUs bug and ANSI escaping in loading_report are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A specific embedding-resize bug is not the same as the broad tokenizer-change regression in v5." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading failure in `physical-intelligence/fast` is unrelated to tokenizer exception handling when protobuf is absent." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is a different problem from unsafe `sys.modules` access." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen composite configs, but one is a missing strict-schema field and the other is `from_config` not unwrapping `text_config`; different concrete bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel-decoder dummy conv and the sam3_video/sam3_tracker warning are related by model family only, not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults are unrelated to import slowness." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "A Qwen3 MOE weight-conversion issue is unrelated to the DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma4 token-type defaults." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder missing an attribute and Qwen3OmniMoe video-input validation are different multimodal bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different behaviors: tied-weights warning vs optional `post_init` deprecation." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and double optimizer-step under deepspeed are separate training-path bugs." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43232|issue:44188", + "issue:45310|issue:45375", + "issue:42673|issue:43704" + ], + "prepared_review_unit_hash": "d5645f8ab186b11ba5f2865c2115d40ac10c7b73cbd62d702c3eac2b9381b3b7", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated bug reports across different models/features. The only clear duplicate pairs are the Qwen3ForCausalLM VRAM leak reports and the repeated Qwen3.5 Moe from_pretrained error reports; the rest are similar only at a broad subsystem level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the strongest duplicate representative: it is older, has much more discussion, and its twin (issue:43704) has the exact same title and bug description.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best global issue candidate because it is a clearly scoped, reproducible bug with strong duplicate evidence and active discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings/serialization, but one is about device-dependent lm_head serialization while the other is about resize_token_embeddings not updating decoder.embed_tokens; different bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes and code paths: stale indexer cache on second forward pass vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as a generation failure with flash-attention." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different symptoms: config warning vs stale warning for num_return_sequences in paged generate()." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch generation/cache, but one is a missing cache in chunked_prefill and the other is wrong tensor indexing in /v1/responses continuation." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a broken auto_mappings reference for Sam3LiteText configs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "One is a nonexistent import from image_utils; the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer_config metadata mismatch and the other is missing processor files; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer/codec behavior, but the concrete crashes and affected paths are different." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Different generation bugs: sync_gpus/update_model_kwargs ordering vs missing generation cache during chunked_prefill." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to a regression in data filtering performance after upgrade." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig are unrelated to the ESM2 breakage report." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific generation-cache bug; the other is a broad report of many import errors after upgrading versions." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A slowdown regression in filtering is unrelated to a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite operations with different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report is not the same as a gemma-4 Zero3 from_pretrained failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to InternVL2 remote-code incompatibility with v5 meta initialization." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are different problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 Video missing attribute and qwen2.5-vl video position-id bug are different model-specific failures." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video output attribute error is unrelated to missing fields in AutoConfig with trust_remote_code=True." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Two import errors, but different symbols and causes: AutoImageProcessor missing vs nonexistent import from image_utils." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to auto_docstring failing under future annotations." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video output attribute bug is unrelated to add-new-model-like failing for TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 Moe, but one is a missing config field silently dropped and the other is a from_pretrained error; not enough evidence they are the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache handling and attention kernel divergence under torch.compile are different code-path bugs." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a from_pretrained error and the other is a missing vision-config field; too different to merge." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same VRAM-leak-in-multiple-dataloader-threads bug for Qwen3ForCausalLM; clear duplicate." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 Moe from_pretrained error report; clear duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The two true duplicate pairs are correctly identified by exact title match, while the other pairs are reasonably kept separate based on distinct symptoms/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": 17, + "review_unit_index": 37, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43673|issue:44188", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:42222|issue:45200", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:44964|issue:45137", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43874|issue:45092" + ], + "prepared_review_unit_hash": "5cbbd52472bc000c57c4796ed1bd2f7d0ac25e1c69b5b936acb4534f9d4efc99", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: import/export regressions, multimodal model-loading bugs, tokenizer behavior changes, FP8/quantization issues, and unrelated training/runtime problems. None of the soft pairs look safe to collapse into a single duplicate; they describe different concrete failure modes.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45310 is the clearest representative of the only mildly coherent subtheme here: a Qwen3/Qwen3.5 MoE loading regression on recent transformers versions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best standalone issue to anchor the cluster because it has a specific model, version range, and a concrete reproducible failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both are runtime/model issues, but one is quantization/offloading and the other is pipeline-parallel generation output corruption; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different missing exports/fixes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained problem for MoE models." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel wrong-output bug and Qwen3_5 infinite-loop-on-image are different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both touch Qwen MoE and loading/saving, but one is save_pretrained in FP8 and the other is from_pretrained loading failure; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked prefill cache regression and torch.compile attention-kernel divergence are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-VL import failure are different subsystems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import-name failures, but for different classes and different affected modules." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package extra/backend dependency issue and dummy-class leakage into dir(transformers) are separate packaging problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and a janus image-generation test failure are not the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen MoE, but the model/version and failure details differ enough that they are not safely the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 multimodal token-id handling are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy model-load preset issue and xdist captured_info.txt race are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue and a testing-file race are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and captured_info.txt race are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask mismatch and MoE load-balancing-loss omission are different model-behavior bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow extra packaging and image_utils import exposure are different package issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility and a missing image_utils import are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config defaults and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaulting and ModelOutput key assignment are different data-structure bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are different save/load paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and a wrong docstring are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen2.5-VL import error are different import breakages." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and different model families." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation and ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "GLM46V image-processor token counting and InternVL2 meta-init incompatibility are different multimodal 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": 17, + "review_unit_index": 38, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:42907", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44779", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45310", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050" + ], + "soft_pairs": [ + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:30333|issue:34689", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "ad17047f92f49bb72b2eed28491644b1e2f888c9c59009078b08113e3fb5a15c", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38079, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of Transformer regressions, with the strongest common thread being v5 tokenizer/loading behavior. However, the soft pairs are generally only subsystem-adjacent, not true duplicates of the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43723 is the broadest and most central representative of the shared tokenizer-loading regression theme in this cluster, and it best captures the largest nearby subset of issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best global anchor because it is user-facing, broad enough to cover the main tokenization/loading regression theme, and more representative than the narrower model- or feature-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic v5 loading failure and the other is a specific add_special_tokens/BOS-EOS regression for mdeberta-v3; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: cleanup behavior in v5 versus Kimi-K2.5 codec handling and warning noise." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Unrelated model-weight tying warning versus missing tensor-parallel plan; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer changes in v5, but the reported failures are different models and different underlying behaviors." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump and leftover dummy class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer access error versus deepspeed optimizer stepping twice; different subsystems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v4/v5 output regressions, but the concrete failure modes and affected paths are different." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import cleanup leak in image_utils versus leftover dummy classes in dummy_pt_objects; not the same artifact." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Model quantization save_pretrained bug versus tokenizer metadata mismatch; different save paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug and deepspeed optimizer issue are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different initialization problems: multimodal config defaults versus non-persistent buffer junk." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve saving artifacts, but one is FP8 MoE model saving and the other is processor file saving; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy degradation in FineGrainedFP8 is unrelated to missing processor files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "FeatureExtractor argument regression and auto_docstring annotation crash are separate issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import errors in different packages with different missing symbols; not a duplicate." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow status reporting and CustomTrainer compute_loss signature mismatch are unrelated training issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import/dependency failures: missing transformers.onnx module versus missing PyTorch dependency." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch versus Qwen3.5 MoE from_pretrained failure; too different to merge." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting bug and Llama 3.2 model-loading regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug versus max_shard_size question; not the same code-path defect." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update issue and Kosmos2.5 OCR index error are different runtime failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer/generation complaints, but they target different models and different behaviors; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value issue and meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError for PyTorch and MLFlow reporting on failed jobs are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding resize/post_init reinitialization are different bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch and RoPE implementation discussion are not the same underlying defect." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration and missing processor save files are separate problems." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions endpoint rejection and Gemma4Processor missing _tokenizer are different server/runtime failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about split outputs and the other about a missing ReLU; likely distinct fixes." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat template crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon precision issue and remote-code meta-init incompatibility are different bugs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-initialization incompatibility and Qwen3.5 visual-encoder key saving regression do not share the same concrete failure." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both are tokenizer/config issues, but one is a generic loading regression and the other is an eos_token_id inconsistency for Gemma-3." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "The titles are close, but one is a broad v5 tokenizer-loading issue and the other is a specific model failure; insufficient evidence of the same bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model save/load, but they involve different quantization flows and likely different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:30990|issue:38175", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:42831|issue:45753", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:42371|issue:44263", + "issue:43122|issue:44521", + "issue:44117|issue:44704", + "issue:22355|issue:28218", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:44261|issue:44373", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:39401|issue:44488" + ], + "prepared_review_unit_hash": "a3874bf5c442d27f25e774b79cb56dfae602321b1c7561e27002469fd77d19fe", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, with many unrelated regressions that only share broad themes like tokenization, imports, or v5 breakages. I found no soft-edge pair that is clearly the same underlying bug/change, so I would keep the cluster split and use a broad tokenizer-loading regression as the best issue anchor.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43723 is the broadest, most central tokenizer-loading regression in the set; several nearby reports are narrower tokenizer failures, so it is the least-specific anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "43723 is the best triage anchor because it is the most general user-facing description of the tokenizer-loading problem space here, even though the overall cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different symptoms and components: Sentence Transformers loading hang vs. SigLIP2 zero-probability output." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both concern model training instability, but one is flash-attention-3 degenerate training and the other is NaNs after checkout/init; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-load failures, but 43723 is generic v5 loading trouble while 44442 is a specific FastSpeech2ConformerTokenizer load failure; too little evidence of one concrete code-path bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issues and a Qwen3.5-Moe from_pretrained error are unrelated failures." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different causes." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config behaviors: multimodal default config initialization vs. GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a torch.split/indexer logic issue; the other is a docstring problem." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Unrelated model-specific bugs: FP8 accuracy vs. Qwen3-VL-Moe behavior." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions: offset_mapping handling vs. missing BOS/EOS insertion." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific huggingface_hub symbol removal and the other is broad post-upgrade import breakage; not the same issue." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state update bug vs. D-FINE auxiliary-loss omission; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer handling and Qwen3-Next tied-weights warning are separate model-architecture issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: FP8 accuracy regression vs. an infinite loop on a specific image in Qwen3_5." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env command and a NameError on importing sentence-transformers are different failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and tokenizer decoder-type mismatch are not the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 config settings and a torch.split return-value issue are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer-related, but one is a tokenization change across versions and the other is assistant mask generation for multimodal inputs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are different loader bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "An import error for transformers.onnx is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch in save_pretrained are separate issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different model/runtime failures: loading stuck vs. a MacOS bus error." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwarg forwarding and apply_chat_template crashing on tool-call assistant messages are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation-related, but one is update_model_kwargs logic and the other is recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model saving vs. pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different chat-template/tokenization failures: version-dependent tokenization drift vs. batched padding=False crash." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA precision/config issue and a wrong docstring are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallelism output errors are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing AutoImageProcessor symbol and the other is broad post-upgrade import breakage; not a single concrete fix." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both mention tokenizer loading, but one is offset_mapping for Qwen3 and the other is a separate model failing to load." + } + ] + }, + "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": 17, + "review_unit_index": 40, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43493|issue:45753", + "issue:43784|issue:45446", + "issue:43992|issue:44704", + "issue:43122|issue:44977", + "issue:22355|issue:29159", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:22355|issue:29127" + ], + "prepared_review_unit_hash": "a84d64a90abce7bb5c596163da1df1fa852a87bbd7f709ff577654062e2890c8", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35694, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of Transformers-related regression reports, but the soft pairs are mostly only thematically similar rather than true duplicates. They span different models, different APIs, and different failure modes, so none should be merged as the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after a 4.57.0\u21925.5.0 upgrade) and is the closest thing to a representative anchor, though it does not actually duplicate the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import-related, but they describe different missing symbols/code paths: sentence-transformers import failure vs auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different bugs: saving dequantized Ministrals/Devstrals vs a GLM-5 GenerationConfig validation error." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both involve SAM 3 Video, but one is a wrong model-type warning and the other is a missing attribute on an output object; not the same concrete defect." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated topics: a DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both concern tokenizer/chat-template behavior, but one is wrong offset_mapping for Qwen3 and the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: num_labels propagation in Qwen3.5 config vs flash_attention_3 causing degenerate training." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different failures in different examples/models: empty multi-label classification outputs vs Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and tokenizer.save_pretrained tokenizer_class mismatch are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Both are model loading problems, but for different models and different failure modes; not a single duplicate bug." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Different subsystems: LayoutLMv3 error-message clarity vs Sentence Transformers loading stall." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs a position_ids buffer/read regression are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but they affect different models and likely different tokenizer code paths." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification empty outputs are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different problems: dequantized model saving vs gguf_file loading in AutoTokenizer/AutoModelForCausalLM." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad model family, but not the same bug: Qwen3-VL-Moe regression vs FP8 save_pretrained issue." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 and version 5.4.0+, but one is a bad saved checkpoint and the other is a from_pretrained error; save/load symptoms are not enough to treat as one duplicate." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages: huggingface_hub's is_offline_mode vs transformers' HybridCache." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype mismatch in train/eval is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and a Qwen3_5 image-specific infinite loop are separate model bugs." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Both are import issues, but one is sentence-transformers importing latest transformers and the other is a wrong PyTorch version check for AuxRequest in flex_attention." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor failing to forward kwargs to cached_file are unrelated loader bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenization regressions in v5, but they are model-specific and not the same tokenizer defect." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module named transformers.onnx and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is decoder type selection and the other is Deepseek tokenization correctness; different bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions, but one is a missing layer_type_validation symbol and the other is a broad multi-import breakage report; not the same concrete failure." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM under multithreaded dataloaders is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and GLM-5 RoPE implementation are different issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base_model_prefix loading breakage and NaNs in classification heads are unrelated training/loading problems." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different topics entirely: ONNX import failure vs LayoutLMv3 error-message clarity." + } + ] + }, + "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": 17, + "review_unit_index": 41, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43582", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002" + ], + "soft_pairs": [ + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43064|issue:43673", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:42673|issue:43582" + ], + "prepared_review_unit_hash": "52954e4855191245b4cba4b3bb5232ec8219cb3c8c9a47e7e6991011d614a014", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and docs/runtime issues rather than one duplicate thread. The only strong internal duplicate signal is the identical Qwen3.5 Moe from_pretrained report pair (issue:45310 and issue:45478).", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the better anchor because it is the earlier of the two identical-title Qwen3.5 Moe from_pretrained reports and cleanly represents the one clear duplicate pair in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the most suitable global anchor for this cluster because it has the clearest duplicate counterpart (issue:45478) and the most direct, concrete bug report among the near-duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "Different bugs: TF32 API behavior vs a missing GLM46V image-processor method." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated failures: Python version/package support vs a flex_attention import/version check." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model paths and symptoms: vitpose breakage vs Ministral flash-attention failure." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption vs generation cache missing; different code paths." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example output bug vs SigLIP2 implementation discrepancy; not the same issue." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer evaluate-after-train failure; distinct regressions." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but save_pretrained visual-key regression is not the same bug as the from_pretrained load error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen variants and different failure modes; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification behavior vs pipeline deprecation/error messaging; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction output length logic vs flex_attention import/version gating; different problems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs a stale warning about num_return_sequences; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback issue vs flash_attention crash on s_aux=None; different subsystems." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both tokenizer-related, but loading regression and wrong offset_mapping are distinct bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation/pipeline references vs flex_attention import behavior; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different model-specific tokenizer regressions with different symptoms and root causes." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid generation config vs flash-attention generation bug; not the same code-path problem." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights vs NaNs after checkout/init; different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in dataloader threads is not the same as an isolated reproduction note for another issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument mismatch vs PretrainedConfig type checking; related release but different bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version pinning issue vs flex_attention import/version check; not a duplicate." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch-shape bug vs missing torchvision crash handling; different issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing-utils bug vs xdist race on captured_info.txt; separate problems." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None vs Mistral regex patch crash; different tokenizer code paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Two import errors, but for different symbols and modules; not the same missing-export bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections vs Qwen3.5 from_pretrained load error; unrelated model bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degradation vs incorrect save_pretrained checkpoint contents; different bugs." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs runtime post-processor update feature request; not a duplicate." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API control issue vs MLA rms_norm_eps precision mismatch; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Question about shard-size defaults vs Qwen3.5 from_pretrained error; different concerns." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Qwen3 VRAM leak vs Apple Silicon warmup TypeError; 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": 17, + "review_unit_index": 42, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:42490|issue:42673", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43097|issue:43452", + "issue:43874|issue:44263", + "issue:43408|issue:44368" + ], + "prepared_review_unit_hash": "86e4f972c6147aa6e60ca45accc70a23305974cf504f1f11038ce846dd834a70", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36399, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose Transformers v5 regression cluster with many unrelated model-load, import, warning, and runtime issues. The closest umbrella representative is the broad import-regression report #45278, but none of the soft-edge pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.71, + "canonical_issue_reason": "#45278 is the broadest and most central issue in the set: it captures the general \u201cmany import errors after update\u201d regression theme that overlaps the cluster\u2019s dominant v5 breakage pattern better than any narrow model-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best cluster representative because it is the clearest umbrella report and most useful as the top-level anchor for related import/regression complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Different files and symptoms: a runtime failure in 3d_parallel.py vs a small testing_utils bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failure modes: sam3 tracker/video type warning vs MobileLLM key error." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing image_utils symbol and the other is a broad v5 import-regression report; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated subsystems: vitpose model breakage vs backend/package-resolution issue around TensorFlow/tensorboard." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning and multi-thread VRAM leak are unrelated code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation error is not the same as unrecognized-model/config.json handling." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backends issue vs a broken vitpose model implementation; different root causes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError from configuration_utils is unrelated to a feature bug in _torch_extract_fbank_features()." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic API acceptance issue and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 warning behavior and FineGrainedFP8 accuracy regression are different concerns." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer argument handling and deepspeed double-step behavior are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to tokenization, but not the same underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to the small testing_utils bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A warning during bfloat16 compilation is not the same as Blip2 parameters staying float32 after load." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper on an image processor is unrelated to an MLA config epsilon precision issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next is a different model architecture bug than Qwen3.5-Moe from_pretrained failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to from_pretrained model-loading errors." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values and RoPE implementation are different GLM bugs." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config flag behavior is not the same as unexpected position-id keys across models." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "TF32 warning behavior and sam3 model-type mismatch are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and flash_attention_3 training degeneration are different model/code paths." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in v5.4.0 and missing-TensorFlow backend setup are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL-30B is not the same as missing projections in qwen3next." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen model variants and different failure modes; not one bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer construction bug and PreTrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to testing_utils." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings flag and gguf_file/pretrained loading breakage are different regressions." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image-patch helper missing and torch.split return-value issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type warning for sam3 tracker/video is not the same as tie_word_embeddings warnings on Qwen3.5." + } + ] + }, + "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": 17, + "review_unit_index": 43, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45753", + "issue:46050" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43976|issue:45071", + "issue:43986|issue:44484", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:46050", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43986|issue:44016", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43352|issue:44380", + "issue:42886|issue:43381", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "e8f5e3ee0a9edcc316827367059f38789d6e105db16c2efc3151616e6390a040", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37747, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers bugs and regressions across tokenizers, model/config loading, training, quantization, attention backends, and docs. None of the soft pairs look like the same underlying defect, so there is no safe canonical duplicate 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:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: tokenizer mapping returning None vs a specific model-loading failure in transformers>=5.1.0." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "One is Python version compatibility, the other is PretrainedConfig type-checking; unrelated regressions." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crashing without torchvision is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video processor/torchvision import issue and Gemma 4 processor loading import error are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules with different fixes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a different training bug than Liger Kernel not applying under model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different model bugs." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-kwarg duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and broken quantized save/load are unrelated problems." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Missing layer_type_validation and missing HybridCache are separate import regressions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal has nothing to do with flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen families and different defects; not the same underlying bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and an auto_docstring annotations crash affect different utilities." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline API-call leakage and missing embed_tokens.weight on UMT5Encoder are unrelated loading issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video AutoProcessor/torchvision crash is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embeddings removal and quantization offloading behavior are different issues." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A processor import crash and a notebook syntax error are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation error messaging and Pipeline save_pretrained failure are different pipeline bugs." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing UMT5Encoder weights is unrelated to max_shard_size defaulting." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and a Bamba compile/SDPA failure are separate model-specific problems." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a torch.compile SDPA failure." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and GPT2 attention scaling under SDPA/FlashAttention are different backend issues." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline tokenizer cache loading and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "bf16 compile warnings and tie_word_embeddings warnings concern different model/config paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite loop on a specific image are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model persistence and the other is Pipeline serialization." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 backend attention scaling and zero-loss classification behavior are unrelated defects." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for Nemotron and Python version compatibility are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Optimizer-state corruption in training and GPT2 attention scaling under SDPA/FlashAttention are different code paths." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection and batched Qwen2_5_VLProcessor padding crash are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon caching_allocator_warmup TypeError 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": 17, + "review_unit_index": 44, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44220", + "issue:44222", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43618|issue:43761", + "issue:42757|issue:43824", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43299|issue:45753", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:44220|issue:44655", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:44188|issue:44380", + "issue:36683|issue:44242", + "issue:43064|issue:44492", + "issue:43352|issue:43931" + ], + "prepared_review_unit_hash": "56c52ca11443dd80b5df1df0958d29dd396f9d188365493650c658bd7045b766", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37086, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bundle of Transformers regressions and import/load issues. I found one plausible duplicate edge in CLIP vision output regression; the rest are too different to merge safely.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43299 is the clearest anchor for the largest coherent subtheme here: v5-era Qwen3/Qwen3.5 MoE loading regressions. It is more representative than the many one-off import/config/runtime bugs scattered through the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43299 is the best global issue anchor because it is specific, version-scoped, and aligns with other nearby Qwen3/Qwen3.5 loading failures; the cluster otherwise lacks a single dominant bug. ", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained and the other is a from_pretrained loading error; different code paths and likely different fixes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated bugs: xLSTM training blockers vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both are warnings, but one is local path import warning and the other is a PyTorch precision warning; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different issues: a bfloat16 precision warning vs a compiled flex_attention failure on newer torch." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe a CLIP vision forward regression where optional outputs are not populated correctly (attentions/hidden_states), so they look like the same underlying bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/packages and likely unrelated version mismatches." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model/code paths: CLIP output regression vs GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen3-VL-MoE related, but one is a load bug in v5 and the other is FP8 inference support; not the same concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: missing configuration_utils import vs offline/local_files_only network requests." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat/API related, but one is request acceptance at /v1/chat/completions and the other is chat template tokenization with tool-call messages." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation questions." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are load-time problems, but one is Qwen3VL-MoE loading in v5 and the other is a sorted state_dict weight-shape mismatch; not clearly the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different request/model paths: chat/completions API rejection vs Qwen2.5-VL video vision_position_ids regression." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs inability to save Pipeline objects; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute errors, but on different configs/outputs and different models." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "One is a model-loading regression, the other is an infinite generation loop on a specific image; different symptoms and likely different causes." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model save failure and the other is Pipeline.save_pretrained behavior." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model concerns: Flash Attention support gating vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/save-load regressions, but the titles point to different mechanisms and different model families; too broad to treat as one bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different model families and different logic: PatchTSMixer post_init validation vs GPT-2 attention scaling backend behavior." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports from different modules." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both are v5 tokenizer-related, but one is a cleanup-space behavior change and the other is a wrong decoder type; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model bugs: Gemma3Config missing vocab_size vs patchtsmixer post_init policy." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Different domains: audio fbank extraction vs saving Pipeline objects." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/version compatibility problems, but one is Python 3.9+ vs 3.10+ and the other is Python 3.14 loading failure." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Different model bugs: Nemotron Flash Attention support vs D-FINE auxiliary loss handling." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config attribute errors, but for different configs and different missing fields; not enough to duplicate." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP vision output regression vs Qwen3.5 save_pretrained checkpoint regression are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE implementation issues, but they affect different models and different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention behavior under backend/compiler changes, but the concrete branches and affected models are different." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: Gemma3Config missing vocab_size vs MoE load-balancing loss gating." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training/optimizer-state corruption vs a cache-strategy typo; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and symptoms: Flash Attention support limitation vs Qwen3-VL-30B-A3B weight-shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft edge (43618\u201343761) is conservative and well supported by the CLIP output regression titles. The rest of the verdicts stay cautious and do not overstate duplication. The choice of issue 43299 as the anchor is also reasonably supported by the nearby Qwen3/Qwen3.5 MoE loading/save regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "5614ea0104816f9be2e2d11f015af874a095f0a025417427dfa3e5eaa1a29a9d", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36435, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated regressions and import/load bugs; only one soft pair looks like the same underlying issue (import-time slowdown).", + "confidence": 0.68, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the import-time slowdown subcluster; it explicitly identifies the likely cause, while issue:44246 only describes the symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best overall representative because it states the specific performance regression and not just the vague user-facing slowdown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: missing embed_tokens weights in UMT5Encoder vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a no_grad decorator change for cache updates; the other is a broad import-error regression after upgrade." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both concern import/runtime failures, but one is compiled Python-file errors and the other is a Python 3.13 JIT parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load failure vs a missing Qwen3_5MoeVisionConfig field are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying import-time performance regression: one names the import-* root cause, the other reports the slow import symptom." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated: Gemma3Config missing vocab_size vs a Trainer/FSDP2/PEFT optimizer-state mismatch." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different failures: missing set_seed in SAM HQ tests vs xdist race on captured_info.txt in testing utils." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure is not the same as PretrainedConfig type-checking breakage in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load-order/state_dict issue vs incorrect visual encoder keys during save_pretrained are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decorator request vs a vague complaint that v5 breaks many models." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes; these are not the same from_pretrained bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics are unrelated to Python-version compatibility." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "General Python 3.14 import failure vs Qwen2.5-VL video vision_position_ids bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init validation." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to optimizer argument handling." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen model with tp are different issues." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA ReLU discussion is unrelated to DeepSeekV3 MoE implementation divergence." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict loading error and save_pretrained shard-size question are not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to LwDetrImageLoss AMP crashes." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model paths: CLIPOutput attentions vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky SAM HQ test is unrelated to Phi-4 multimodal loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test seeding issue and GraniteSpeech CI device-override failure are different test problems." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SAM HQ test flakiness is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage is unrelated to AddedToken special-argument duplication." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload compatibility after v5 upgrade are not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload failure after upgrade." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad concern is unrelated to a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports and likely different fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:41669 vs issue:44246, is well supported by their titles as the same import-time slowdown class of bug. The other pair rejections are also cautious and do not overstate sameness from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45850" + ], + "soft_pairs": [ + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:42831|issue:43874", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:44315|issue:44360", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003" + ], + "prepared_review_unit_hash": "327c671c7a23daa21fb8a6ce3f7df251e13a46bc9933d28b2f07055ad9b2dc01", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38307, + "estimated_input_tokens": 9577, + "estimated_eval_tokens": 19410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated Transformers regressions, import/load failures, docs issues, and a few model-specific bugs around v5-era changes; none of the soft pairs look like true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "No concrete duplicate target stands out; issue:45850 is the broadest umbrella for the cluster, but it is too vague to be a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best captures the overall \"v5 breaks many models\" theme, but it is still too broad to serve as a precise dedupe anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network behavior vs GLM-5 RoPE implementation; unrelated bugs." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "compiled Python file errors vs a data-filtering slowdown regression; different code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is missing tensor-parallel plan metadata and the other is a from_pretrained load error." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "cache update no_grad bug vs generation kwargs/sync_gpus behavior; separate generation issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "loading hang vs documentation confusion; not the same problem." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting failure vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "missing _tp_plan vs missing deepstack_visual_indexes; different model/config metadata bugs." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue vs missing image-patch API; different failures." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "both are version-related loading regressions, but they affect different checkpoints and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "network requests despite local_files_only vs FP8 save_pretrained bug; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only bug vs a non-descriptive unrelated issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application bug vs DSA indexer ReLU bug; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "compiled-file errors vs PretrainedConfig type-checking breakage; different paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "docs still mention pipeline() vs unrelated issue title." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "compiled Python file errors vs Pipeline save_pretrained; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "both touch FP8/MoE, but one is save_pretrained behavior and the other is inference support; not one concrete fix." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "tokenizer loading regression vs Llama 3.2 vision model loading; similar theme, different concrete breakage." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "is_offline_mode import error vs env command broken in v5; different symptoms and fixes." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "tokenizer loading regression vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "env command breakage vs PretrainedConfig type-checking; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "env command breakage vs Qwen2.5 VL import error; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "docs confusion vs an import error; not the same underlying bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "unrelated issue title vs Gemma4AudioRelPositionalEncoding bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "different missing exports: AutoImageProcessor vs PreTrainedModel; same broad subsystem, not one duplicate." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "layer_type_validation import error vs env command bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "env command broken vs Python 3.14 load failure; different regression." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "chunked_prefill cache missing vs a typo in cache strategies; not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "scheduler kwarg handling vs unrelated issue title." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation vs unrelated issue title." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "tensor-parallel training bug vs docs mentioning return_all_scores; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "import error vs compiled-file errors; different failure classes." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "lazy loading bug vs undefined TensorFlow backend error; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "lazy loading bug vs unsafe sys.modules access; not clearly the same code path." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "specific Qwen3.5 chat crash vs a broad complaint that many models break; not a concrete duplicate." + } + ] + }, + "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": 17, + "review_unit_index": 47, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43502|issue:43519", + "issue:42371|issue:43704" + ], + "prepared_review_unit_hash": "73ffb117368329342bee682eefa32abc8e269eebd44a2def5a99593c12b6bd91", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40824, + "estimated_input_tokens": 10206, + "estimated_eval_tokens": 20668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regression reports and model-specific breakages, not true duplicates. I\u2019d use the broad v5 breakage umbrella as the cluster anchor, but reject all soft-edge merges.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report ('Since 5.0 version it breaks too many models') and best matches the cluster\u2019s overall theme of many v5 regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative triage target because it captures the widest shared symptom class across the cluster, even though it is very generic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different failures: 2D box hallucination/error vs infinite loop on a specific image." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3-VL MoE, but one is a loading/regression report and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "v5-related breakage, but 'transformers env' command failure is unrelated to checkpoint reload incompatibility." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Completely different code paths: Qwen3-VL output bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance from import * removal is unrelated to GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4 pad_token_id is a specific config API bug; 45850 is only a broad umbrella complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but they affect different model families and different initialization paths." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is a narrow fix, not the same underlying issue as generic v5 breakage." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a model-specific config regression, not the same as the generic umbrella." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and a cache-strategy typo are unrelated bugs." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different subsystems and failures." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is specifically about import errors while the other is a generic model-breakage complaint." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Related to import/lazy-loading, but one is intermittent import slowness and the other is lazy loading not working properly; not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 tracker config warning and Liger Kernel not applied with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating is a different problem from Qwen3-VL output correctness." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to the generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs forwarding and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time slowdown from wildcard imports is unrelated to missing HybridCache exports." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Slow imports from wildcard usage and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo does not match incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression is not the same as the broad 'many models break' complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific failures: Qwen3-VL bounding-box issue vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and tied-weights key handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs forwarding are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance and scheduler kwargs are unrelated issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are related only by v5 theme, not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation issue and Gemma-4 positional encoding bug are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key crashes are different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and Qwen3.5 Moe from_pretrained failure are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and scheduler kwargs handling are different problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import wildcard slowdown is unrelated to VRAM leakage across dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion is unrelated to Llama 3.2 90B Vision model loading breakage." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation wording issue is unrelated to the flash attention import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both mention model-init/remote-code style loading, but they are different concrete incompatibilities and not mergeable into one fix." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 positional encoding are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded dataloading and RoPE implementation are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still triggering requests is unrelated to timestamp calculation in Qwen3VL." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 control settings and VRAM leak in dataloader threads 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": 17, + "review_unit_index": 48, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:31795", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "b431e3e8549002d1823bf6fed3b33cf5a7dc6d5ed495db8bdea6986d908405eb", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784898, + "estimated_input_tokens": 196225, + "estimated_eval_tokens": 392706 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 22, + "serialized_chars": 22237, + "estimated_input_tokens": 5560, + "estimated_eval_tokens": 11376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous. A few issues loosely relate to Transformers v5 regressions, but most are clearly separate bugs in different components or models. No soft duplicate edges are strong enough to merge.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set and loosely matches the repeated v5-regression theme, but it is too vague to be a strong dedupe anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative of the overall cross-cutting complaint about many v5 breakages, though it is not specific enough to be a good standalone canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: timestamp calculation in Qwen3VL processor vs missing files from processor.save_pretrained." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different model/path and failure mode: Qwen3VL timestamp bug vs VRAM leak in Qwen3ForCausalLM with multiple dataloader threads." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated model internals: torch.split return values in GlmMoeDsaIndexer vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "Different runtime problem: CPU offload device mismatch in bark-small vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different issue scope: MLA q_a_layernorm config precision mismatch vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 complaints, but they describe different concrete failures and likely different fixes." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Inverse-sqrt scheduler kwargs bug is unrelated to the placeholder 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategy names is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weight key handling crash vs apply_chat_template crash on tool-call assistant messages." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "No actionable overlap; one is a nonsensical placeholder title, the other is a broad v5-breakage complaint." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Testing_utils bug is unrelated to the placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a config regression, not tied-weight key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a separate config/API regression from tied-weight key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Loading checkpoint slowly is a performance issue; missing layer_type_validation is an import regression." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to tensor-parallel training failure." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is fp8 inference support and the other is a from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance is unrelated to model.forward documentation confusion." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow from_pretrained loading is a different issue from tokenizer loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and fp8 inference support are different feature gaps." + } + ] + }, + "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": 17, + "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": "2830aeebddb2736e466ca63f07d9d617ecc506f0b062544f17244db428713d87", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues do not look like duplicates. #16618 is a broad model-loading failure, #15980 is specifically about a bad auth/error path when downloading a private model while logged out, and #13244 is about Tapas tokenization differences versus TensorFlow.", + "confidence": 0.92, + "canonical_issue_reason": "#16618 is the most general user-facing model-loading report in the set; the others are either narrower (#15980) or unrelated (#13244).", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it describes the broadest core failure mode, while the other issues do not match the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization parity vs. model loading failure. No evidence they describe the same bug or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model downloads, but #15980 is specifically about a private-model login/auth error message, while #16618 is a generic inability to load bert-base-uncased. Too different to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "8c5a9c2ee4cf16ac2bc594908c5b1772155e53a39cfd4e761aab24041eba7723", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature-request issues: one asks for Flash Attention 2 support across more architectures, the other asks for GGUF support across more architectures. They share only the broad \u201ccommunity contribution\u201d framing, not the underlying code change or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: the requested changes target different subsystems and different feature work (Flash Attention 2 vs GGUF). The overlap is only in wording about broader architecture support, 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": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "f242f00bb07ebeae3205b5e46324a00930cdd1de58a4c3367d71926d522ffa83", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6444, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6444, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly translation-request issues. The three generic placeholder issues are effectively duplicates of each other, but the Turkish and Spanish issues are distinct language requests and should not be merged into that subgroup.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic translation-template issues, so it is the best canonical for that duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest representative of the duplicate placeholder subgroup because it is earliest and most neutral; the other concrete language-specific issues are separate requests, not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different underlying requests: Turkish translation vs generic template. High textual overlap is likely due to shared boilerplate, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request is not the same as a generic placeholder translation issue; language target differs." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is a concrete Turkish translation request, the other is a generic template issue; not the same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "These are different language requests (Turkish vs Spanish), so they are not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request does not match the generic placeholder issue closely enough to be considered the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request is distinct from the generic template issue; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request and generic placeholder are not the same concrete issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "These two issues are nearly identical generic translation-template requests and appear to describe the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic placeholder translation issues; same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These are effectively the same generic translation-template issue and can be treated as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the Turkish and Spanish issues are explicitly language-specific, while 43834/44365/44370 share the same generic placeholder title and near-identical text, so treating those three as duplicates is conservative. The canonical choice of 43834 as the earliest in that subgroup is also supported. No PR pair is involved." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "06f704bae94f562a686222fa7e57f1c167c0e90deb712c8cbfb07663d329efe8", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of model-addition/support requests across unrelated architectures and modalities. The similarity is mostly from generic request phrasing, not the same underlying bug or change, so no soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43671 is the most central/connected item in this otherwise mixed set, so it is the best cluster anchor despite not being a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the strongest representative of the repeated 'add model support' pattern and has enough discussion/linkage to serve as the cluster's best issue representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models and likely different configuration/schema updates; only the request style is similar." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model request; different model families and code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model integrations, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different model targets and modalities; not a duplicate request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different requested models and likely different implementation paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests with no shared underlying bug." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and weight-sparse transformer support are different code changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated models and integrations." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and OpenAI weight-sparse transformer requests are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model-family additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support target different models and paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are separate model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS support are different requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly; they are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic BERT/RoPE request and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but target different modalities and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are not the same change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests with different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE support are unrelated model 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 families." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are different requested models." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + } + ] + }, + "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": 17, + "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-37934-7", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "770705eb5947573216f3bcaf1d1abc6f7e5471ba79e7ba2f078cfb2d95f383cc", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7185, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7185, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates; they cover unrelated topics across model architecture, config typing, tokenizer warnings, and miscellaneous bugs/typos. The soft-similarity signals look superficial rather than indicating the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problems: a model norm-design question vs an incorrect type hint in a config class. No shared code-path or fix." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both mention model loss behavior, but one is about an unused ignore_value in Mask2Former and the other about kwargs not reaching a loss function; these are distinct bugs." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model families and failure modes: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated: Mask2Former loss parameter usage versus tokenizer regex warnings after a version change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A loss-parameter bug and a typo in a quantization attribute are not the same underlying issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "One is a model training/loss bug; the other is a ModernBERT config type-hint issue. No common fix." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "kwargs propagation to loss calculation is unrelated to a config annotation mistake." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated subsystems and bugs." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint correction is not the same as a typo in an attribute name; no shared code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "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": "b4035abca77ee357b14881a45b90c6398aac03499759f7ac347ce239fbfa923d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is a request for DeepSeek v3.2 support. They describe different products of work and should not be clustered together as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "If one issue must represent the cluster, #41084 is the more concrete bug/behavior report; #43037 is a separate model-support request.", + "canonical_pr_reason": null, + "best_issue_reason": "#41084 is the better representative issue because it is narrower and more actionable, but it still does not match #43037.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying problems: block decoding semantics vs DeepSeek v3.2 support. No shared code-path or duplicate fix target." + } + ] + }, + "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": 17, + "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": "03870877b5b5f91f558f7d89e67cccdf7ab5f73c80ca8f93714d2d04ae71d5c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (both concern custom Trainer behavior), but they describe different problems: one is about `remove_unused_column` customizability, the other is about FLOPS estimation with custom trainers. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43598 is the better representative of the cluster\u2019s broader Trainer-customization theme; 43600 is a narrower, metric-specific follow-up concern.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the stronger canonical issue because it frames a general Trainer customization design question rather than a specific FLOPS-estimation edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "The overlap is thematic only. `remove_unused_column` behavior and FLOPS estimation for custom trainers are different code paths and different user-facing bugs, so they are 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": 9, + "component_count": 17, + "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": "ebdb2cfec0e452ceb812e656b3b33b57ec2852fda5e3a0f89c2e8e4ca3321317", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different Qwen model families and different auto-class registration gaps, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader registration request and is the better representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the cleaner canonical issue because it targets a concrete missing AutoModel registration path rather than a narrower downstream head-specific support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying problems: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support for AutoModelForSequenceClassification. Different model families, different auto classes, and not the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "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": "3a55ed92560565a280397459aa9df8b66269a185d1c96f2ac54395f2d53672d0", + "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": "Low-signal cluster of mostly empty issues. Three items share the same truncated title \"huggingface \" and look related at a superficial level, but there is not enough description or linked context to safely conclude they are the same underlying bug. The \"Fett\" issue is even less connected and should remain separate unless more body text exists outside this snapshot.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43845 is a reasonable canonical placeholder for the repeated \"huggingface \" reports because it is one of the exact-title duplicates and is the earliest of that subgroup. However, the evidence is weak due to missing descriptions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the best single issue to keep as the representative within this cluster because it has the only discussion activity and shares the same exact truncated title as the other repeated reports, which may capture the most context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles do not match and there is no body content or shared target evidence; soft similarity alone is not enough to treat these as the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Titles do not match and the snapshot provides no concrete shared context beyond generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No concrete evidence ties \"Fett\" to the repeated \"huggingface\" reports; reject as unrelated." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "These have the same truncated title, but the bodies are unavailable and the cluster lacks enough detail to confirm a true duplicate underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title is not sufficient by itself; no concrete bug description or shared target evidence is present." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title is not enough to merge them as duplicates without a concrete shared failure mode." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "2676162c133a41924a371bfa54ae1a6be9b9aa2551c9edd2925d0218fbfaa840", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by low-information/spam issues with no concrete bug or change details. There is no strong duplicate signal beyond generic similarity, so I would not merge any pair.", + "confidence": 0.97, + "canonical_issue_reason": "If a representative is needed, issue #44371 is the best placeholder because it is the earliest exact '' entry, but none of these look like a real canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "#44371 is the earliest and most representative of the repeated spam-like '' issues; the others are equally low-signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Reject: both are generic spam-like entries, and there is no evidence they describe the same concrete bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Reject: exact title similarity is not enough here; no substantive issue description or code-path evidence is present." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Reject: one is spam-like and the other is a generic documentation suggestion; they do not appear to be the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Reject: the titles are unrelated aside from being low-signal text, with no shared bug/change context." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Reject: a documentation suggestion and a spam-like issue are not the same underlying bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Reject: no concrete overlap beyond generic low-signal text; not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Reject: both are spam-like placeholders, but there is still no evidence of a shared underlying bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Reject: unrelated generic titles with no concrete code-path or feature overlap." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Reject: no evidence these refer to the same underlying problem; titles are unrelated and non-specific." + } + ] + }, + "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": 17, + "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": "766041f4c9c1d684862739cf038a4e61f937523ed8cb6585c70791ba659f8aa5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have identical titles and were opened a few hours apart, with no other evidence pointing to different fixes, so they are likely duplicate reports of the same proposal.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier issue and, given the identical title and close timing, is the best canonical representative for this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best global issue choice because it is the earliest matching report and there is no evidence here that it differs materially from #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles and close creation times make these likely duplicates; the packet provides no distinguishing targets, filenames, or other evidence of separate underlying requests." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is plausible from the identical titles and close timing, but the writeup overstates what the packet shows. We do not have issue body content here, so claims like \u201cvery similar content\u201d and \u201csame energy-reduction techniques\u201d are not directly grounded. Also, the soft-edge acceptance is based only on soft similarity, so it should be phrased more conservatively (e.g., \u2018likely duplicate\u2019 rather than asserted duplicate)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "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": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "816d34e89dda46d9d47545d289e23c2b730cfd8de38526a3c5c4e6c4934370e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different 4-bit inference failures: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that drops the default `lm_head` exclusion. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45674 is the better cluster representative because it describes a clearer configuration-level regression with a broader, directly actionable failure mode. However, it is still not a duplicate of #45672.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the strongest standalone issue: it names the implicated API, the regression mechanism, and the concrete 4-bit assertion failure. Issue #45672 is more model/module-specific and a different code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: #45672 is a Gemma4 audio-module `torch.finfo()` TypeError on uint8 weights, while #45674 is a BitsAndBytesConfig skip-module handling regression that causes an `lm_head` assertion failure in 4-bit inference." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "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": "8331bd79e471982de79dbbc14abea0b77074bea514511409c850486373119aba", + "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": "Two closed issues with unrelated personal-name titles and no shared code, topic, or references. They do not look like duplicates or the same underlying bug/change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named-person entries with different dates and no body, links, filenames, or discussion indicating a shared bug or request; 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": 16, + "component_count": 17, + "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": "49ae5bf6a823130be1bb14ff250f26fced641be5993b80d2a08c6dd0d03a8714", + "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": "The two issues are unrelated empty placeholders with different personal-name titles and dates; they do not describe the same bug, feature, or report.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: both entries are contentless and appear to be unrelated name/date placeholders rather than a real issue cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate; if forced, the older issue could be used as a placeholder, but there is no substantive issue to prefer.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different named entities and different dates; no shared problem statement or duplicate evidence beyond superficial title similarity." + } + ] + }, + "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": 17, + "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": "a0aa7e5b969a89c22a5c3f2a2f8e6673592c5d62806b39d0f4d4b1e222238bfb", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a single duplicate set: it contains two exact duplicate pairs (45870/45871 and 45872/45873) plus an unrelated dataset-promo issue (45869).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact type and topic: a dataset bundle promo versus a financial time-series example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifact type and topic: a dataset bundle promo versus a financial time-series example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparent same example request; these look like exact duplicates of the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparent same example/request; these look like exact duplicates of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: 45870/45871 share an identical title, 45872/45873 share an identical title, and 45869 is clearly a different finance dataset promo issue. The soft-edge calls are conservative and do not overclaim beyond the titles/body-level evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46065", + "pull_request:46067" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:46065", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46065", + "pull_request:43424|pull_request:46067", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46065", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:45170|pull_request:46065", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46065|pull_request:46067", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "22fd71a52f35e636d431609b0e0ffb3963f7f5acad30e8872b1677f98a8e02d1", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 27, + "serialized_chars": 42115, + "estimated_input_tokens": 10529, + "estimated_eval_tokens": 21314 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 27, + "serialized_chars": 42115, + "estimated_input_tokens": 10529, + "estimated_eval_tokens": 21314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs; the only genuine duplicate-like pair is the two `fixed_cross_entropy` patches. Everything else touches different models, utilities, or docs/tests and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest anchor for the `fixed_cross_entropy` bug: it directly addresses the kwargs passthrough issue, is explicitly tied to issue 43240, and covers the same code path as 43254 with a broader, cleaner fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best representative of the actual duplicate cluster because it fixes the concrete loss-function bug directly and is the more complete version of the same change as 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: VideoPrism docs/model addition vs ExecuTorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API cleanup vs adding MobileLLM; unrelated code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Missing tokenizer methods vs ExecuTorch export testing; no shared bug." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor/pretrained robustness changes vs new MobileLLM model support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Cross-entropy kwargs fix vs base_model_prefix conversion loading fix; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs bug vs MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46065", + "accept": false, + "reason": "Loss-function kwargs bug vs device-property test-utils fix; different subsystems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy loss fix vs Mistral4 test/model changes; not the same concrete bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46065", + "accept": false, + "reason": "ExecuTorch dynamic-shape test vs device capability detection fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "Export test vs conversion-loading prefix fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch exportability test vs Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs MobileLLM model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model support vs config-resolution fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-collection refactor." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "MobileLLM model addition vs conversion prefix-loading fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 test fix; different model families." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs model-creation skill; not a code fix duplicate." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46065", + "accept": false, + "reason": "Mistral4 test/model work vs test-utils device detection; no shared code path." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test/model work vs conversion-loading fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes vs layrnorm/layernorm typo fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model fixes vs TDT loss kernel integration; different areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model/test changes vs a model-creation skill draft; unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46065", + "accept": false, + "reason": "Typo/conversion mapping fix vs device-property test-utils fix." + }, + { + "left": "pull_request:46065", + "right": "pull_request:46067", + "accept": false, + "reason": "Test-utils device detection fix vs conversion-loading prefix fix; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying `fixed_cross_entropy` kwargs bug; both modify `loss_utils.py` to pass supported `cross_entropy` arguments and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The only clearly mergeable duplicate-like pair is 43251/43254, since both patch `fixed_cross_entropy` in `loss_utils.py` for the same issue target. The other pair rejections are reasonable: they concern different subsystems, models, or unrelated test/util changes, and the one deterministic-accept soft pair (44827/46065) is still not the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "1e9f454fb4cd8ae573f262e57d55b1413787934c75a2f19543071638c024c909", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: #40546 is the base VibeVoice implementation, while #42781 is a broader realtime follow-up that also adds the acoustic tokenizer and generation changes. They share files because the second PR builds on the same model family, not because they fix the same concrete change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the cleaner canonical PR: it is the earlier, foundational VibeVoice implementation and is narrower than the later realtime extension.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative of the cluster because it captures the primary VibeVoice model bring-up without the extra realtime/tokenizer scope in #42781.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files alone are not enough here: #42781 adds realtime support plus an acoustic tokenizer and generation updates, so it is a follow-up feature set rather than the same concrete code-path fix as #40546." + } + ] + }, + "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": 26, + "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": "962c0f79d9db72e902f201f9ff97197e20fb92ea3e4e54c01d05c28933ac2be6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not share the same underlying bug or change and should not be clustered as duplicates.", + "confidence": 0.99, + "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 models, different codepaths, and different user-facing features; this is not the same underlying change and would not be mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "2b01ad3d2f436eff3be646abab47b8ac04123b72fd1af742598771ff89407bb0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that share Transformers integration scaffolding but target different models and codepaths; they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45630 is the strongest single representative of the cluster only because it is the broadest/newest model-addition change, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the best representative artifact overall: it has the most complete model integration footprint and cleanly reflects one concrete new model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and implementations: DeepSeek OCR vs Isaac. Shared auto-registration/docs scaffolding is expected, but the underlying model/codepath is not the same." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families and codepaths: Isaac vs Kimi2-6. They both add new model support, but not the same fix 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": 6, + "component_count": 26, + "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": "9c062bd795abd5a03e5fbe76262a94dd71c3b0181fa3f4016ad6baadc9771899", + "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 broad workflow-maintenance PRs with overlapping files, but they address different action upgrades and different underlying concerns: Node 24 compatibility versus Docker build action version bumps.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "42975 is the broader and more central workflow compatibility sweep: it updates multiple GitHub Actions families for Node 24 compatibility across many workflows, making it the best representative of the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "42975 is the best representative because its scope is wider and its title matches the main maintenance theme, while 42976 is a narrower docker/build-push-action upgrade.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They overlap on workflow maintenance, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action to v6. Different action families and different concrete fixes, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "f6ca323f57cd3ddd062036c56d24b99900e49ec4e751e3bea65528879dab8f25", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23523, + "estimated_input_tokens": 5881, + "estimated_eval_tokens": 12018 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23523, + "estimated_input_tokens": 5881, + "estimated_eval_tokens": 12018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a mix of unrelated pull requests: several distinct model additions (ViT NEPA, Molmo, Molmo2, Lfm2Audio, CTSM, PP-OCRv6) plus a distributed pipeline-parallel runtime change. The overlaps are mostly incidental docs/auto-registry edits, not the same underlying fix or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are not duplicates of one another; they target different models or a different runtime subsystem, so there is no single PR that represents the whole cluster.", + "best_issue_reason": null, + "best_pr_reason": "45838 is the closest thing to a representative PR only by breadth and activity, but it still covers a different model family than the others and should not be treated as a duplicate umbrella.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo are different model additions; shared docs/auto files are incidental." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are separate model families with different codepaths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different models entirely; only generic docs/registry overlap." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related names but still distinct model additions with separate implementations." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; no shared underlying bug or change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model families and changes." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2Audio is an audio model PR; PP-OCRv6 is a vision/OCR model PR." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel runtime support is a framework feature, not the same change as PP-OCRv6 model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are distinct model additions with different affected codepaths." + } + ] + }, + "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": 26, + "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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "d72652a928b35c69500d9cc3dd1e026288eea429d53839259ccbf7c10c166659", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No true duplicate PR cluster here: one PR is a focused Whisper tokenizer/test fix, one is clearly a bogus test-only placeholder, and one is a substantive FP8/dequantization change. The broad similarity signals are not enough to merge any pair.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most substantive and self-contained real change in the set, with concrete code-path fixes across model loading and FP8 quantization; the others are either unrelated or obviously not production fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative PR because it addresses a concrete functional dequantization issue with real implementation changes, whereas 43291 is narrow to Whisper and 43665 is clearly not a legitimate fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different subsystems and different kinds of changes: Whisper tokenizer/test fix versus CLIP/ViT test edits with no shared bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tests and FP8 dequant/model-loading logic are unrelated; they do not appear to fix the same underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "43665 is just test assertions in CLIP/ViT, while 44815 is a concrete FP8/dequantization fix; no common bug or mergeable 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": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "fc41922a590cc921f4acd4decb37b419cc8e33f3437d57fe2b747feae5ec5627", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated open PRs that both mention the repo-bot test space, but they touch different code paths and are not mergeable as one change. The shared Vit test filename is too weak to treat them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR duplicate exists; if one representative is needed, #43532 is the broader, more self-contained repo-bot workflow/test change.", + "best_issue_reason": null, + "best_pr_reason": "#43532 is the better cluster representative because it centralizes the workflow/testing changes and has a more coherent scope than the setup.py/version tweak in #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They are different PRs with different scopes: #43488 changes setup/version/dependencies, while #43532 rewires workflows and testing utilities. Shared test file usage is not enough to indicate 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": 10, + "component_count": 26, + "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": "fce71d686817fa8373839a7933a41ec770a48eca4ba619e92a0a622f49a1b22d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct pipeline PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share doc/registry plumbing, but target different features and model paths, so they should not be deduplicated.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the better representative of the cluster because it is the broader and more complete pipeline addition, with wider model coverage and implementation detail.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the strongest standalone PR in this cluster for representing the promptable-segmentation work overall, but it is not the same change as 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They share scaffolding and docs updates, but the underlying changes are different: concept segmentation vs visual segmentation. The code paths, supported models, and task semantics are not the same, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 26, + "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": "8762d4ef0f763a2c05d27c13c80495afe7cd169a640013ff7d83e351f81eb912", + "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 pull requests modify `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other adds a hook for signature column filtering. They are related in subsystem, not duplicate in intent or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR 43651 introduces `_loss_is_scaled_for_ga` for loss scaling, while PR 43663 adds `_get_signature_columns` for column filtering; these are separate features.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplicate triage, since the two PRs solve different problems and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file and similar trainer customization theme, but the changes target different code paths and behaviors: gradient accumulation loss scaling vs. dataset column filtering. Not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "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": "801e1abaaf07331a905b527a84915b7f762139223766b9d19e0f35c0e17c8703", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they appear to address different concrete failure modes rather than the same exact bug.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more precise fix: it directly prevents the TypeAdapter NameError when pydantic is absent by moving the import under TYPE_CHECKING and quoting the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because it targets the specific runtime failure most explicitly and with the narrowest change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both are in src/transformers/cli/serve.py and involve TypeAdapter typing, but 43656 looks like a broader annotations cleanup/future-annotations change while 43842 specifically fixes the pydantic-not-installed NameError. They are related but not clearly the same concrete code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "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:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "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:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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": "3b43141ae6d63a2d9dba6ca041e671e53bba7302ff29a8c2c61c3d7b8fae0cf7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76940, + "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 independent model-by-model output-tracing refactors under #43979. I only treat the GPT-J/CodeGen subgroup as a tight duplicate-like family; the GPT-Neo overlap is similar but not accepted as a duplicate, and the rest are just same-theme changes across different model code paths.", + "confidence": 0.84, + "canonical_issue_reason": "#43979 is the umbrella tracker referenced throughout the cluster and best captures the shared output-tracing migration theme.", + "canonical_pr_reason": "#44722 is the strongest PR anchor because it is the most central GPT-J/CodeGen instance, explicitly tied to #43979 and overlapping the tightest same-code-path subgroup.", + "best_issue_reason": "#43979 is the best global issue anchor because it is the common tracker for this refactor family.", + "best_pr_reason": "#44722 is the best global PR representative because it is the most complete and central GPT-J/CodeGen output-tracing refactor in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same tracking issue/theme is not enough to merge." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet output tracing vs DeBERTa output tracing are separate model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family, with the same underlying modeling_gptj.py code path." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet-style tracing refactor vs EfficientNet refactor; same pattern but different code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor is not the same concrete code-path change as EfficientNet." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are separate model implementations; only the migration theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR target different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate decoder model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "Very similar GPT-Neo refactors, but I am not treating them as the same underlying change given the packet signal." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different model families and not one mergeable code-path fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct implementations despite the shared output-tracing theme." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model-specific refactors." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are separate model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT output tracing are distinct concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are related only by migration theme, not the same code path." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate decoder implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert is only the same broad refactor theme, not a duplicate change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR target unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate model-specific output-tracing changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different concrete model changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor is not the same code path as MGP-STR." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families; only the refactor theme matches." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate model-specific tracing changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate concrete refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated models despite the shared output-tracing theme." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are separate model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are unrelated model refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are separate decoder implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family, with overlapping files and change intent." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing changes for the same underlying refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J/CodeGen and SpeechT5 are separate model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RegNet are different model-specific output-tracing changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet refactor is unrelated to SpeechT5's code path." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model-specific refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different concrete model changes, even though both standardize outputs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because one soft-edge verdict overstates the packet: you marked pull_request:44018 \u2194 pull_request:44068 as accept=True, but the packet\u2019s pair data has deterministic_accept=false for that pair. The summary also overstates the GPT-Neo subgroup as a clear duplicate-like overlap; the packet only supports conservative similarity there, not a mergeable single-PR conclusion. The rest of the verdicts are mostly conservative, and #43979 / #44722 are plausible anchors, but this inconsistency is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "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": "f0747fdf3394a6edbd5b9e3b626b712f0937d61cdd406aa145ff13f74542bd49", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all variations of the same broad maintenance effort: migrating model forwards to the standardized output-capturing/tracing helpers. However, they touch different model implementations and do not appear to fix the same concrete bug or be mergeable into a single PR.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the strongest representative: it has an explicit issue target, a clear refactor to the standardized output capture path, and a more complete model-specific implementation than the others.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best standalone PR candidate because it is explicitly tied to an issue and is a concrete, self-contained example of the output-tracing migration pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they apply to different models (VisualBert vs TextNet) and different code paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same general migration theme, but MPNet and VisualBert are separate model implementations with different tracing hooks; this is not one concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are parallel refactors for different models, not duplicate fixes to the same bug or code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model files; they share the refactor pattern but not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both update output-capture behavior, but they target different architectures and implementation details, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "96a1bb66e27fef0a535e0d40bfd76185ef85911fcc8223da184c0e7788c61404", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40165, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40165, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of independent model-specific PRs that all follow the same high-level \u2018refactor output tracing\u2019 pattern, but they target different architectures and code paths. 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They are not the same underlying change, so the soft edge should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more foundational change: it introduces the core Module Fusion API and test coverage, while #45363 builds on that idea for a narrower kernel-fusion integration path.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative PR for this cluster because it defines the reusable fusion abstraction rather than a downstream consumer example or integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Not a duplicate: #44979 adds the generic Module Fusion API, while #45363 implements a separate n-to-1 kernel-fusion integration via `KernelConfig` and related model-loading plumbing. They share a theme but not the same concrete code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "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": "30ca43e90d53e9d3bfdc50c75524e4ee68a6f63945b32431599cf0ac20285622", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex patch bug in `src/transformers/tokenization_utils_tokenizers.py`; 45317 is the more complete version because it includes the same code change plus a regression test.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it contains the same fix as 45086 and also adds a test, making it the more complete and representative change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster because it fixes the same concrete code path and includes verification coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in `_patch_mistral_regex` on the same file and target issue; 45317 is essentially a superset with added tests, so these are duplicate PRs for 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": 19, + "component_count": 26, + "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": "09f147ec48d4854e45b34b6a5f5f4d2e62a7b87b3256dafc601b3b8a90b23504", + "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 only by NemotronH naming/model files, but they address different changes: PR 45115 adds checkpoint conversion mappings for NemotronH/NemotronH Dense, while PR 45569 refactors the public model architecture into NemotronH Dense/Sparse plus docs and auto-mapping updates. They should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader representative of the NemotronH model split/refactor effort, with model, auto-mapping, tests, and docs changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the stronger standalone PR because it covers the full architecture split and user-facing documentation, not just conversion mapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different underlying work: 45115 is checkpoint conversion mapping renames, while 45569 is a model architecture split/refactor with docs and tests. Shared NemotronH filenames are not enough to merge them 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": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "3d073ea3ca460824e095412b5fff20ca0729ca9f2db597071223704a68cc47a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-feature PRs, but they are not duplicates: one adds per-layer config plumbing, the other adds broader modeling/runtime support on top of that. They share files and subsystem, but not the same concrete change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the broader end-to-end implementation for heterogeneous model support, covering both config and modeling/runtime changes, so it is the best representative PR in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: PR 45333 is config-only per-layer configuration support, while PR 45332 adds the wider heterogeneous model/runtime implementation. They are closely related but not the same fix/change and would not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "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": "7b4f69aef6388783012dba9c10f6fb219ca9ad6b9425cff85f323e9638db4998", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same typing/refactor area, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, the other adds typing helper protocols/aliases and adjusts a smaller set of typing integration points.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader umbrella change: it sets up type-checking across many modules and introduces repo-wide typing policy updates, making it the better canonical representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the best standalone representative because it covers the larger, more general typing cleanup effort and is more likely to subsume related follow-up typing work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they are not the same concrete change. #45415 is a broad type-checking sweep with many file edits and config changes; #45425 adds specific typing protocols/aliases and targeted model integration fixes. They could not be cleanly merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "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": "23e337649c667f3c4588159c45e208291c274bbfe872443196c5d9d5f623e9ef", + "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": "Both PRs are about expert-parallelism loading behavior, but they address different failure modes: one fixes EP/ZeRO-3 loading metadata and config handling, the other fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the more concrete expert-loading fix: it patches the parameter-setting path and distributed tensor handling to prevent expert weights from being overwritten during load.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone representative of the cluster because it targets a specific loading-path bug with a clear code-path fix, whereas 45548 is a different EP/DeepSpeed launch issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and fix paths: 45548 adds EP-related config/property support for accelerate/ZeRO-3 loading, while 45662 fixes expert parameters being overwritten via rank-0 broadcast/FSDP2 DTensor wrapping. They share EP context but are not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "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": "3690dea68ac918377a9ea35f14cb6b8cf4f145ac9d5f44e3a5201dc4fdad49f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-safe captured_info logging problem around patched testing debug artifacts; 45645 appears to be the broader, more complete version because it also updates CI log aggregation.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45645 is the better canonical PR because it covers the core fix plus the follow-up CI workflow change needed to read multiple worker-specific captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45645 is the strongest standalone PR: it fixes the xdist collision and preserves debug log collection in CI, making it the most complete representation of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639 (Make patched testing debug logs xdist-safe)", + "right": "pull_request:45645 (Fix xdist collisions for captured_info artifacts and preserve CI debug logs)", + "accept": true, + "reason": "Same underlying bug: xdist collisions in captured_info artifact writing/consumption for patched testing logs. The second PR extends the same fix with CI handling, so they could plausibly be merged as one 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": 24, + "component_count": 26, + "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-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eb709b85fdf0aaa42b264faf678be0edc1127137b5c90af86da076f2b207e68b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4466, + "estimated_input_tokens": 1117, + "estimated_eval_tokens": 2490 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4466, + "estimated_input_tokens": 1117, + "estimated_eval_tokens": 2490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: one excludes audio submodules from quantization, while the other makes auto-detected skip keys additive when users pass skip_modules. They touch the same quantizer path and share an issue target, but they fix different underlying bugs.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the two PRs address separate behaviors in the same helper, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the better representative of the cluster because it fixes the more general control-flow bug in get_modules_to_not_convert and affects any user-supplied skip_modules case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Shared files and issue target are not enough here: 45683 skips audio tower/embed_audio modules to avoid uint8 crashes, while 45734 changes skip_modules handling so default skips remain additive. Different bugs, different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "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-46069-2", + "nodes": [ + "pull_request:46069", + "pull_request:46073" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073" + ], + "prepared_review_unit_hash": "7076b65e7b142b59d005c6436fa5abf71e311481ca15db533070d598f86dde0e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4282, + "estimated_input_tokens": 1071, + "estimated_eval_tokens": 2398 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4282, + "estimated_input_tokens": 1071, + "estimated_eval_tokens": 2398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both mention attention-implementation dispatch, but they target different model families and different code paths, so they do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: ShieldGemma2 and CTRL are separate model implementations with distinct attention-dispatch changes and no shared files or concrete bug fix.", + "best_issue_reason": null, + "best_pr_reason": "No clear global best PR for deduping this cluster; if a representative is needed, 46069 is slightly more self-contained, but the pair is not a duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Different model families and code paths (ShieldGemma2 image classification vs CTRL attention core); same high-level theme 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 + } + ] +} diff --git a/snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/manifest.json b/snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c74b58354b04758cf24931dd576547c82bcee76f --- /dev/null +++ b/snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260519t120033z", + "artifacts": { + "hybrid": "snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-19T12:09:05Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260519T120033Z", + "variant": "hybrid" +} diff --git a/snapshots/20260519T120033Z/manifest.json b/snapshots/20260519T120033Z/manifest.json index 36ed420846595f90731b665b2513d38bf855d5c2..0e69bb296da549bfccfafc4dbaff78fe7a013f0f 100644 --- a/snapshots/20260519T120033Z/manifest.json +++ b/snapshots/20260519T120033Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1600 }, "extracted_at": "2026-05-19T12:00:33Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260519t120033z", + "runs": { + "hybrid-model-20260519t120033z": { + "analysis_id": "hybrid-model-20260519t120033z", + "artifacts": { + "hybrid": "snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260519T120033Z/analysis-runs/hybrid-model-20260519t120033z/manifest.json", + "model": null, + "published_at": "2026-05-19T12:09:05Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260519T120033Z", "watermark": {