diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index a54113f0466c976667909e9017216e1e1e7141ca..b53f25144f9741a071e8549f550598a16de0345e 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": "20260531T180028Z", - "generated_at": "2026-05-31T18:04:37Z", + "snapshot_id": "20260601T000028Z", + "generated_at": "2026-06-01T00:04:43Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1426,7 +1426,7 @@ "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 45561, "canonical_pr_number": 45645, "issue_numbers": [ @@ -1437,9 +1437,7 @@ 45645 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -1614,6 +1612,153 @@ } ] }, + { + "cluster_id": "cluster-46023-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46023, + "issue_numbers": [], + "pr_numbers": [ + 46023, + 46259 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46023, + "right_pr_number": 46259, + "code_similarity": 0.383, + "size_similarity": 0.247, + "file_overlap": 0.031, + "area_overlap": 0.679, + "patch_similarity": 0.58, + "shared_filenames": [ + "docs/source/en/modeling_rules.md", + "setup.py", + "src/transformers/dependency_versions_table.py", + "src/transformers/models/gemma4/modular_gemma4.py", + "src/transformers/models/kosmos2_5/modeling_kosmos2_5.py", + "utils/rules.toml" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/modeling_rules.md", + "left_ranges": [ + [ + 228, + 288 + ] + ], + "right_ranges": [ + [ + 228, + 288 + ] + ] + }, + { + "filename": "setup.py", + "left_ranges": [ + [ + 126, + 132 + ] + ], + "right_ranges": [ + [ + 126, + 132 + ] + ] + }, + { + "filename": "src/transformers/dependency_versions_table.py", + "left_ranges": [ + [ + 56, + 62 + ] + ], + "right_ranges": [ + [ + 56, + 62 + ] + ] + }, + { + "filename": "src/transformers/models/gemma4/modular_gemma4.py", + "left_ranges": [ + [ + 558, + 581 + ] + ], + "right_ranges": [ + [ + 1214, + 1220 + ] + ] + }, + { + "filename": "src/transformers/models/kosmos2_5/modeling_kosmos2_5.py", + "left_ranges": [ + [ + 636, + 642 + ], + [ + 970, + 980 + ], + [ + 1402, + 1407 + ], + [ + 1413, + 1422 + ] + ], + "right_ranges": [ + [ + 77, + 83 + ] + ] + }, + { + "filename": "utils/rules.toml", + "left_ranges": [ + [ + 221, + 227 + ], + [ + 249, + 318 + ] + ], + "right_ranges": [ + [ + 221, + 227 + ], + [ + 249, + 318 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -1970,7 +2115,7 @@ 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." + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." }, { "cluster_id": "cluster-45647-3", @@ -1980,6 +2125,15 @@ ], "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-46023-2", + "canonical_pr_number": 46023, + "duplicate_pr_numbers": [ + 46259 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46023-2 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 f962a2f5ba41d8417fe380a252d072b2f887f7c8..4c9c034525e37802361da5fa3895d37b92daf8ad 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": "20260531T180028Z", - "generated_at": "2026-05-31T18:04:37Z", + "snapshot_id": "20260601T000028Z", + "generated_at": "2026-06-01T00:04:43Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -12304,8 +12304,8 @@ "review_unit_count": 51, "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-10000-439", "nodes": [ @@ -12637,8 +12637,8 @@ "review_unit_count": 51, "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-10000-439", "nodes": [ @@ -13557,8 +13557,8 @@ "review_unit_count": 51, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-439", "nodes": [ @@ -13641,7 +13641,7 @@ "issue:43066|issue:43122", "issue:44483|issue:45464" ], - "prepared_review_unit_hash": "244ca988404866e3980c46494b9f40167bf662ef513d9f9be2153b5c4eb9749d", + "prepared_review_unit_hash": "ec5e0fe8dac8e08679233342a9d2422a5ff3aab6f935a0c51b72d8b4f615da61", "component_budget": { "node_count": 439, "item_count": 439, @@ -13663,180 +13663,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regressions (imports, tokenization, loading, training, and API behavior), but the individual reports are mostly distinct rather than true duplicates. The best anchor issue is the broad v5 upgrade regression report.", - "confidence": 0.36, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import failures after upgrading to v5.5.0, which makes it the closest representative of the cluster.", + "summary": "This cluster is heterogeneous, but the strongest shared theme is v5 upgrade regressions around imports/tokenization. No soft pair looks like a true duplicate or the same concrete fix, so all are rejected.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest representative of the v5 upgrade breakage theme, covering multiple import failures after moving from 4.57.x to 5.5.0.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general and cluster-like issue; it can summarize a subset of the v5 regression/import breakage reports better than the highly specific model- or feature-level bugs.", + "best_issue_reason": "issue:45278 is the most suitable anchor because it is the widest umbrella problem in the set and best matches the likely cross-cutting regression cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Different symptoms and code paths: Qwen3.5 config propagation vs NaNs in classification heads after checkout/init." + "reason": "Qwen3.5 config propagation vs classification-head NaNs are different symptoms and different code paths." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade-regression report; not clearly the same underlying bug." + "reason": "Both involve imports, but one is a specific missing symbol and the other is a broad post-upgrade import-breakage report." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both involve attention behavior, but the model, backend, and failure mode differ: scaling ignored vs causal masks still built." + "reason": "Different attention bugs: GPT-2 scaling under SDPA/FlashAttention vs Gemma4 bidirectional mask construction." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different observable failures (offset mapping vs tokenization output)." + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (offset mapping vs incorrect tokenization output)." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Unrelated environment/dependency problems: missing TensorFlow in an install extra vs Python 3.14 load failure." + "reason": "Backend installation/package extras issue is unrelated to Python 3.14 load failure." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Different subsystems and failures: tokenizer mapping lookup vs flash_attention crash on missing s_aux." + "reason": "Tokenizer mapping None and flash-attention s_aux handling are unrelated subsystems." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Training/FSDP optimizer-state bug vs generation cache missing during chunked prefill; no shared concrete code-path." + "reason": "FSDP/PEFT optimizer-state corruption is unrelated to chunked-prefill cache handling." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient checkpointing eval-mode issue is unrelated to pipeline-parallel incorrect output." + "reason": "Gradient checkpointing in eval mode is unrelated to pipeline-parallel output correctness." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs cleanup vs a PyTorch version-check bug in flex_attention; not the same change or bug." + "reason": "Documentation leftovers after pipeline removal are unrelated to a flex_attention version check bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both are video-related, but one is a batched-shape bug and the other is a crash due to missing torchvision." + "reason": "Batched video-shape bug and missing-torchvision crash are different issues." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different model-specific generation failures: invalid GenerationConfig vs flash-attention generation breakage." + "reason": "GenerationConfig validation failure and flash-attention generation failure are not the same bug." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights depending on device is unrelated to NaNs in classification heads." + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version bump/release issue is unrelated to the flex_attention import-version check." + "reason": "Released-version dependency bump and PyTorch version gating are unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both touch tokenizer loading, but the actual defects differ: mapping names None vs backend_tokenizer attribute access in Mistral regex patching." + "reason": "Generic tokenizer mapping failure is not the same as Mistral regex patch crashing on backend_tokenizer access." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenization regression vs noisy logging message; clearly unrelated." + "reason": "Tokenization regression and noisy logging message do not describe the same underlying problem." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded dataloader use is unrelated to dtype mismatches in inference." + "reason": "VRAM leak in multithreaded loading and dtype mismatch in bfloat16 inference are unrelated." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen variants and different failures: missing projections vs from_pretrained loading error." + "reason": "Missing Qwen3Next projections is a model-architecture bug, not the Qwen3.5 MoE from_pretrained loading error." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is a different problem from PretrainedConfig type-checking breakage." + "reason": "Unexpected init argument handling and PreTrainedConfig type checking are different failures." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Training degenerate loss with flash_attention_3 is unrelated to checkpoint serialization regression." + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different bugs." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset-mapping bug and runtime special-token/post-processor update bug are related to tokenizers generally but not the same underlying defect." + "reason": "Wrong offset mapping and runtime post-processor updates are both tokenizer-related but not the same defect." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols and likely different fixes." + "reason": "Different missing-import symbols with no evidence of the same fix path." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "vitpose model breakage and tensorflow_text backend mapping failure are unrelated." + "reason": "Vitpose model breakage and tensorflow_text backend mapping error are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type mismatch warning for sam3_tracker is unrelated to a MobileLLM key error." + "reason": "Model-type warning for sam3_tracker is unrelated to loading MobileLLM-125M with a key error." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and a docs parameter-name mismatch are not the same bug." + "reason": "Strict config loading and documentation parameter mismatch are unrelated." }, { "left": "issue:44484", - "right": "issue:45310", + "right": "issue:45464", "accept": false, - "reason": "Save_pretrained shard-size question is unrelated to Qwen3.5 from_pretrained loading failures." + "reason": "Both mention chat/completions, but one is a general API regression while the other is a specific Qwen3.5 streaming failure." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Both are load/generation-related, but one is a GenerationConfig validity error and the other is an unrecognized-model/config.json problem." + "reason": "GenerationConfig validation and unrecognized model/config loading are different problems." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is decoder type selection and the other is changed tokenization output; not the same concrete bug." + "reason": "Wrong decoder type and changed tokenization output are related only at a broad version-regression level, not the same concrete bug." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a general request rejection and the other is a model-specific streaming inference failure." + "reason": "Chat/completions request rejection and Qwen3.5 streaming failure are not the same underlying bug." } ] }, @@ -14187,8 +14187,8 @@ "review_unit_count": 51, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-439", "nodes": [ @@ -14277,7 +14277,7 @@ "issue:44162|issue:46172", "issue:43792|issue:46123" ], - "prepared_review_unit_hash": "75b1e382fdd06905e6fe6659335b624cf31206a63cca7da6c5c2fcaad2a40758", + "prepared_review_unit_hash": "1b05eb4b1c664d447527d9646f02fec84ccc8692f1cbb5eb33c7cb929450235c", "component_budget": { "node_count": 439, "item_count": 439, @@ -14299,42 +14299,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft links are mostly superficial matches across unrelated issues; they span different models, APIs, warnings, tests, and dependency/import failures rather than one underlying bug.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical duplicate stands out: the items are heterogeneous and do not collapse to one shared code-path failure.", + "summary": "These items span many unrelated Transformers bugs, warnings, and model-specific regressions. The soft edges are only superficial text overlap (imports, warnings, save/load, model names), so none look like the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate cluster is evident; if one issue must anchor the set, issue:43873 is the most broadly discussed active bug report and the least arbitrary representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43986 is the clearest self-contained, actionable bug report in the set, but it is only a representative issue\u2014not a duplicate target for the others.", + "best_issue_reason": "issue:43873 is the best representative issue by activity and breadth, but it should be treated as a standalone bug report rather than a duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different failures: FSDP2/PEFT optimizer-state corruption vs Liger kernel not applied under model_init." + "reason": "Different bugs: FSDP2/PEFT optimizer-state corruption vs model_init not applying Liger Kernel." }, { "left": "issue:42673", "right": "issue:45200", "accept": false, - "reason": "VRAM leak across dataloader threads is unrelated to Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." + "reason": "VRAM leak in multithreaded dataloaders is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages and code paths." + "reason": "Both are import errors, but for different missing symbols and different dependency paths." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword conflict is a constructor bug; TOKENIZER_MAPPING_NAMES returning None is a separate lookup/dispatch bug." + "reason": "Tokenizer AddedToken constructor error and TOKENIZER_MAPPING_NAMES None are distinct failure modes." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "One is missing Qwen3Next attention projections; the other is a missing vision config field silently dropped by strict config handling." + "reason": "Different model issues: missing Qwen3Next projections vs a Qwen3_5MoeVisionConfig field being dropped." }, { "left": "issue:42890", @@ -14346,157 +14346,169 @@ "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe loading failure and Qwen3Next missing projections are different model-specific defects." + "reason": "Qwen3-VL-Moe bug and qwen3next missing projections affect different models/code paths." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Shape-mismatch loading for Qwen3-VL-30B is not the same bug as missing attn_qkv/attn_gate projections." + "reason": "Weight-shape mismatch on model load is not the same as missing attention projections." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only still triggering API requests is unrelated to UMT5Encoder missing embed_tokens.weight." + "reason": "local_files_only network access bug is unrelated to missing embed_tokens.weight during load." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "testing_utils bug and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." + "reason": "Testing utility bug vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder in v5 is a breaking API change, not the same as offloading/quantization behavior." + "reason": "Removed config attribute warning and quantization/offloading behavior are different regressions." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different namespaces; no shared underlying code-path." + "reason": "Different missing imports: layer_type_validation vs HybridCache." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision and GLM-5 RoPE implementation are separate model math issues." + "reason": "RMS norm epsilon precision issue and GLM-5 RoPE implementation are separate model internals bugs." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the testing_utils bug." + "reason": "Phi-4 multimodal loading failure has nothing in common with a testing_utils bug." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding to cached_file is a different failure from auto_docstring crashing on postponed annotations." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are different utilities." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Missing torchvision during AutoProcessor load is unrelated to TOKENIZER_MAPPING_NAMES sometimes returning None." + "reason": "AutoProcessor/torchvision crash and tokenizer mapping None are unrelated." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Cannot run 3d_parallel.py and a testing_utils bug do not describe the same defect." + "reason": "3d_parallel.py execution failure is not the same as a testing_utils issue." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type is a concrete tokenizer regression; the other item is only an isolated reproduction of a different issue." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are processor-loading errors, but one is missing torchvision and the other is a mistral_common import failure; different dependencies and paths." + "reason": "Missing torchvision crash is unrelated to the mistral_common ReasoningEffort import error." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Processor loading without torchvision and chat-template tool-call crashes are separate bugs." + "reason": "AutoProcessor video-model crash and chat-template tool-call crash use different code paths." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "A testing utility bug is not the same as flash_attention crashing on sink-less models." + "reason": "Testing utilities bug and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Testing utility bug vs pytest-xdist race on captured_info.txt are different concurrency paths." + "reason": "Testing utilities bug and pytest-xdist file race are different concurrency problems." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile+SDPA failure are different model/runtime problems." + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are model-specific and distinct." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to the testing_utils issue." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing checkpoint weight on load is unrelated to the max_shard_size default question in save_pretrained()." + "reason": "Missing embed_tokens.weight during load is unrelated to max_shard_size save behavior." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 warning during compile is not the same as a model-specific torch.compile SDPA failure." + "reason": "A PyTorch precision warning during compile is not the same as a SDPA runtime failure." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "pipeline() translation support messaging and saving Pipeline objects are different pipeline API issues." + "reason": "pipeline() translation messaging and saving Pipeline objects are different pipeline bugs." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they concern different config fields and different model paths." + "reason": "Both mention warnings, but they come from different code paths and underlying issues." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is leftover dummy classes/check_repo leakage; right is just a noisy logging message." + "reason": "Leftover dummy classes and noisy logging are unrelated cleanup vs logging problems." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Failing to save dequantized Ministrals/Devstrals is unrelated to saving generic Pipeline objects." + "reason": "Dequantized model save failure is not the same as Pipeline.save_pretrained serialization." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save failure and an infinite-loop image input bug are unrelated." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed API warning is not the same as a noisy logging message." + "reason": "Removed tie_embeddings_and_encoder_decoder and a noisy logging message are not the same issue." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and deepseek-v4 tensor-transpose bug are unrelated model-specific failures." + "reason": "ESM2 breakage and deepseek-v4 comb transpose bug are separate model-specific failures." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Whisper load failure and MaskGenerationPipeline dropping the final partial batch are different bugs in different components." + "reason": "Whisper loading failure and MaskGenerationPipeline partial-batch drop are unrelated." } ] }, @@ -14515,8 +14527,8 @@ "review_unit_count": 51, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-439", "nodes": [ @@ -14601,7 +14613,7 @@ "issue:36683|issue:43525", "issue:43618|issue:45216" ], - "prepared_review_unit_hash": "ccacc19be3c17fcf089101d1f4982c3e3f9ef3b87f7c07eb6ed256cb8fd3705c", + "prepared_review_unit_hash": "54c995427b89620d8f53e33d6aae32a9d796a773760871b304d026c85e399138", "component_budget": { "node_count": 439, "item_count": 439, @@ -14623,186 +14635,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: nearly all soft pairs describe different bugs, models, or code paths. I would not merge any of the suggested issue pairs as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45698 is the strongest anchor in this set: it is open, has the most discussion/inbound references, and describes a broad save/load regression with clear user impact.", + "summary": "The items are a loose collection of distinct Transformers bugs and regressions rather than a single duplicate cluster; the soft pairs are mostly superficial matches on broad terms like import, save, or model loading.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45698 is the strongest representative only by signal strength: it is open, has the most discussion/inbound attention, and describes a concrete, user-visible regression around from_pretrained/save_pretrained behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 looks like the best overall issue to keep as the representative item because it is active, broadly impactful, and directly about core from_pretrained/save_pretrained behavior.", + "best_issue_reason": "Issue 45698 is the best single issue to anchor the cluster if one must be chosen, because it is active and centrally phrased as a reproducible regression with broader impact than the mostly narrow model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Both are import-related, but one is a Python 3.14 load failure and the other is a backend mapping error for tensorflow_text; different failure modes and code paths." + "reason": "Different failures: Python 3.14 import/load issue vs an invalid backend name in backend mapping." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "One is an API request/acceptance problem on /v1/chat/completions, the other is a chat templating crash on batched input with padding=False; not the same bug." + "reason": "Different surfaces and bugs: chat/completions request validation vs chat template batching crash." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/MoE and FP8/save/load, but one is about saving quantized models and the other about loading from_pretrained on v5.4.0; related area, not the same concrete defect." + "reason": "Both are Qwen3.5 MoE-related, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same concrete bug." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Completely different subsystems: xLSTM training bugs versus BeitImageProcessorFast label reduction behavior." + "reason": "Completely unrelated: xLSTM training bugs vs BeitImageProcessorFast label reduction behavior." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A PyTorch precision warning from bfloat16 compilation is unrelated to compiled flex_attention failures on torch>=2.9." + "reason": "Different code paths: a PyTorch precision warning during compile vs a flex_attention failure on newer torch." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path import warnings are unrelated to bfloat16/float32 precision warnings." + "reason": "Local-path import warning is unrelated to bf16 compile warnings." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different packages and different breakages." + "reason": "Both are import errors, but for different symbols and different dependency surfaces." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "CI breakage from removed Sam3LiteText references is unrelated to a noisy logging message." + "reason": "CI break from removed config references is unrelated to noisy logging." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "One is an import error from configuration_utils; the other is network requests occurring despite local_files_only=True. Different bugs." + "reason": "Missing import symbol vs local_files_only network requests are different bugs." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Save/load custom-module mismatch is unrelated to a DeepSeek tensor transpose/dtype issue." + "reason": "save_pretrained/from_pretrained regression is unrelated to the DeepSeek tensor transpose error." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both are Qwen3-VL/MoE-related, but one is a general v5 bug and the other is specifically FP8 inference support; not clearly the same underlying fix." + "reason": "Same model family, but one is a loading bug and the other is FP8 inference support; not one fixable change." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill and MaskGenerationPipeline dropping the final partial batch are different functional bugs." + "reason": "GenerationMixin cache handling during chunked prefill is unrelated to pipeline final-batch bookkeeping." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "One is a chat-completions API compatibility failure; the other is a template/tokenization crash with tool calls and no content." + "reason": "Both involve chat APIs, but one is request acceptance and the other is assistant tool-call template tokenization." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + "reason": "Distributed optimizer-state corruption is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP v5 regressions, but one is missing attentions and the other is missing hidden_states; they look like separate output-path issues." + "reason": "Both are CLIP v5 regressions, but they concern different missing output fields and are not clearly the same concrete defect." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading failures and sorted-state_dict load errors are different loading problems." + "reason": "Qwen3VL MoE loading breakage and sorted-state_dict load failure are not the same underlying problem." }, { "left": "issue:43066", "right": "issue:46209", "accept": false, - "reason": "Tokenizer decoder type mismatch and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer decoder type regression is unrelated to FP8 inference on B200." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are different attribute errors in different models." + "reason": "Gemma3Config vocab_size missing is unrelated to SAM3 vision encoder output attributes." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 embedding-resize propagation and Gemma4 bidirectional-attention masking are distinct model bugs." + "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is bidirectional attention masking." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure and pipeline save_pretrained failure are different save paths with different symptoms." + "reason": "Quantized model serialization failure and pipeline save_pretrained failure are different save paths." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline serialization failing." - }, - { - "left": "issue:44625", - "right": "issue:46077", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Different missing imports from different modules; no shared underlying bug." + "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline serialization." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." + "reason": "FlashAttention support limitation for Nemotron is unrelated to GLM-5 GenerationConfig validation." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base_model_prefix loading issue and pipeline save_pretrained failure are different code paths." + "reason": "base_model_prefix loading regression is unrelated to saving Pipeline objects." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "A sorted state_dict load error is not the same as Qwen3.5 checkpoint corruption introduced by save_pretrained in 5.4.0." + "reason": "Both touch loading/saving, but one is a state_dict ordering load error and the other is incorrect Qwen3.5 checkpoint saving." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 causal-mask regression and LlamaConfig head_dim validation are unrelated." + "reason": "Gemma4 attention mask bug and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline-mode network access is unrelated to GLM-5 RoPE implementation issues." + "reason": "Offline/local-files behavior is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing APIs from different packages." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different configs and different missing attributes: vocab_size versus pad_token_id." + "reason": "Different config attributes on different models, no shared bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint regression are unrelated." } ] }, @@ -16646,8 +16658,8 @@ "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-27088-8", "nodes": [ @@ -16879,8 +16891,8 @@ "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-36817-16", "nodes": [ @@ -18148,154 +18160,160 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "779df2de989355948d50ae9616fc0f88f421d8816c986dea0bfb96614cc212ca", + "prepared_review_unit_hash": "ce29ba6f70d1119876e0c5a140047f2bf57bd0ed7f83daee0b6f4c28cc9abe66", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40301, - "estimated_input_tokens": 10076, - "estimated_eval_tokens": 20408 + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40301, - "estimated_input_tokens": 10076, - "estimated_eval_tokens": 20408 + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs are grouped here; the only clear duplicate pair is the two `fixed_cross_entropy` kwarg fixes. I would treat PR #43251 as the canonical representative for that duplicate change.", - "confidence": 0.86, + "summary": "Most items are unrelated PRs spanning distinct models, docs, kernel routing, and loss utilities. The only true duplicate-like pair is the two fixed_cross_entropy PRs (43251/43254), which address the same loss helper and same issue target.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the cleaner representative of the duplicate loss fix: it directly updates `fixed_cross_entropy` to forward `weight` and `label_smoothing` into `nn.functional.cross_entropy` and has the explicit issue link.", + "canonical_pr_reason": "PR 43251 is the stronger representative for the loss-helper fix: it directly targets issue 43240, changes the same code path in loss_utils.py, and has substantially more review/discussion activity than 43254.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best overall cluster representative because it matches a concrete bug fix with an explicit issue target and is the only pair in this set that clearly overlaps another PR on the same code path.", + "best_pr_reason": "PR 43251 is the best single representative of the cluster because it is the clearest concrete bug fix with an explicit issue target and the only pair with strong duplicate evidence.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: adding VideoPrism model support vs adding an Executorch dynamic-shape export test. Same broad ecosystem, but not the same underlying bug or change." + "reason": "Different features in different areas: VideoPrism model addition vs. an Executorch dynamic-shape test. No shared code path or concrete duplicate bug." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated tokenizer API addition vs export test coverage; no shared concrete code-path problem." + "reason": "Unrelated tokenizer method addition vs. Executorch export testing. Same broad repo, but not the same underlying change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer helper methods and MobileLLM model addition are separate feature work." + "reason": "Mistral tokenizer methods and a new MobileLLM model are unrelated changes with no shared failing path." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding MobileLLM; different components and problems." + "reason": "Processor robustness fixes vs. adding MobileLLM; different models and different problems." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs fix vs adding a new model implementation; not the same bug or change." + "reason": "Loss-helper kwargs fix and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss function fix and Mistral4 test/model maintenance are unrelated." + "reason": "The loss utility fix is unrelated to Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export test vs Mistral4 test fixes; only both touch tests, not the same issue." + "reason": "Executorch dynamic-shape export test and Mistral4 fixes do not address the same code path." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export testing and MobileLLM model addition are different changes." + "reason": "Executorch export testing and MobileLLM model implementation are different features." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs config-resolution ordering fix; no overlap in underlying bug." + "reason": "New MobileLLM model and config-resolution ordering fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are separate model implementations/refactors." + "reason": "MobileLLM model addition vs. Falcon output-collection refactor; no common bug or mergeable overlap." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and a model-creation skill are not the same concrete change." + "reason": "Falcon refactor and a model-creation skill are unrelated; one is code, the other is tooling/docs." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor vs Mistral4 test fixes; different code paths." + "reason": "Falcon output-interface refactor does not overlap with Mistral4 test fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` renaming across CLIP-like models are unrelated." + "reason": "Mistral4 test fixes and layrnorm->layernorm renaming are different changes in different subsystems." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests and a model-creation skill are unrelated." + "reason": "Mistral4 fixes and chat-response parsing update are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model updates do not match the class config-resolution fix." + "reason": "Mistral4 tests/fixes and TDT loss kernel integration are different concrete changes." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs TDT loss kernel integration are unrelated." + "reason": "Mistral4 test fixes and cls.config resolution ordering fix are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests and chat response parsing overhaul are distinct changes." + "reason": "Mistral4 fixes and the model-creation skill are not the same underlying bug or feature." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the model-creation skill are unrelated." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "Both touch hub-kernel plumbing, but one adds TDT loss kernel support while the other adds ROCm AITER routing; these are different kernels and different code paths." + "reason": "Different hub-kernel additions: TDT loss kernel vs. ROCm AITER rope routing. Same integration area, but not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change the same `fixed_cross_entropy` function to pass supported kwargs into `nn.functional.cross_entropy`, and both target the same issue #43240." + "reason": "Both PRs modify fixed_cross_entropy in loss_utils.py for the same issue 43240 and the same concrete cross-entropy kwargs support, making them true duplicates/overlapping fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly mergeable duplicate pair is PR #43251 and PR #43254: both touch `src/transformers/loss/loss_utils.py`, both target issue 43240, and both update `fixed_cross_entropy` to forward `weight` / `label_smoothing` into `nn.functional.cross_entropy`. The other soft-edge rejections are appropriately cautious and do not overstate overlap." + "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s evidence: most pairs are clearly unrelated by title/files, and the only mergeable same-bugfix overlap is 43251/43254, which share the loss_utils.py path and issue target 43240. No soft-edge verdicts seem overstated." }, "evaluator_used": true, "retried": false, @@ -18322,7 +18340,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "3785d8b68040ef449688d72809d592a7c9a8a727dad3b04dd2b73e51998a5608", + "prepared_review_unit_hash": "2a57226dae04814bf16dc85f32d2e22d993ca88ec95b447c1c2484e5968dd116", "component_budget": { "node_count": 2, "item_count": 2, @@ -18344,18 +18362,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice integration, but they target different scopes: the first is the base VibeVoice implementation, while the second is a draft for VibeVoice Realtime with additional acoustic-tokenizer and generation changes. They are related, but not duplicates.", - "confidence": 0.84, + "summary": "Both PRs are about VibeVoice, but they are not duplicates: #40546 is the base VibeVoice integration, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer/feature-extraction changes. They share model scaffolding, but the concrete changes and code paths differ.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the more canonical base implementation: it introduces the core VibeVoice model, docs, auto-map registrations, and pipeline support without the additional realtime-specific scope.", + "canonical_pr_reason": "#40546 is the broader, foundational VibeVoice implementation and the best anchor for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the strongest standalone candidate for the cluster because it covers the main VibeVoice codepath and is broader/more complete than the draft realtime follow-up.", + "best_pr_reason": "#40546 is the most representative PR for the overall VibeVoice integration; #42781 is a later, more specialized realtime extension.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related but not the same underlying change: #40546 adds core VibeVoice support, while #42781 is a separate realtime variant with extra acoustic-tokenizer and generation work. They would not plausibly be merged as one duplicate PR." + "reason": "Related but not the same underlying change: #40546 implements initial VibeVoice support, whereas #42781 adds realtime-specific functionality and acoustic-tokenizer/feature-extraction work. They touch overlapping files, but the code-path changes are distinct and would not plausibly be merged as one PR." } ] }, @@ -18385,7 +18403,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "1c71519aa703aa313071272747e4a5e9df20f01d268e7ab5ef4ee68e40da0f4f", + "prepared_review_unit_hash": "bfd5f8bbc27ff260f016c80722903b8ef8eb1857881a4c9ebe239b82c8ae8324", "component_budget": { "node_count": 2, "item_count": 2, @@ -18407,18 +18425,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. No duplicate relationship is supported.", - "confidence": 0.99, + "summary": "These are two unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The similarity is only superficial (both are model feature additions), so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:41224 is the stronger standalone representative: it has broader code/test changes and higher review activity, while still being a distinct feature PR rather than a duplicate of the TimesFM work.", + "canonical_pr_reason": "No canonical PR: the changes target different model families and different code paths, so there is no duplicate relationship to collapse into one representative PR.", "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the most substantial and review-backed PR in the cluster, but it is not a duplicate of pull_request:40755.", + "best_pr_reason": "If a single representative is needed, PR 40755 is the broader standalone feature addition (docs, model code, utils, tests) and is easier to treat as the cluster\u2019s exemplar; PR 41224 is a separate model-specific classification support change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different features; one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not look mergeable into one PR." + "reason": "Different features for different models (TimesFM covariates vs DINOv3 image classification). They do not fix the same code-path problem and would not plausibly be merged into one PR." } ] }, @@ -18513,7 +18531,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "5c0f84d3e10be8e69c842b8b0ad9325e1a54cf2c00636766e8544b95d29bd28f", + "prepared_review_unit_hash": "68838b396e01cdc739de733c52570f8f5406fae3f1894940c1a468455e5cd16b", "component_budget": { "node_count": 3, "item_count": 3, @@ -18535,24 +18553,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). They share boilerplate setup paths, but they implement different models with different files and code paths, so they are not duplicates.", + "summary": "These are three separate model-addition pull requests for different model families (DeepSeek OCR, Isaac, Kimi2-6). They overlap in Transformers boilerplate and docs registration, but they do not address the same underlying change or bug.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model implementation and related registration/docs, so they are not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If one PR must be used as the representative of the cluster, #45630 is the strongest candidate by maturity and discussion activity, but it is still not a duplicate-equivalent of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and implementations: DeepSeek OCR vs Isaac. The overlap is mostly generic scaffolding (docs/toctree, auto-mapping, registry files), not the same underlying bug or change." + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto-registration/docs boilerplate is not enough to make them the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions: Isaac vs Kimi2-6. Shared filenames reflect standard model onboarding, but the PRs touch different model packages and code paths." + "reason": "Different model additions (Isaac vs Kimi2-6) with different model directories and code paths. They share framework plumbing, not a single fix or feature." } ] }, @@ -18582,7 +18600,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "2a7639e13e8534a5e2a3b069a2ae21f00b92fa498d4d7f387cc2d832ebcb715b", + "prepared_review_unit_hash": "ea34e46b433dab20cb9c2586351e1409e352cbf5c06cd82372fbe14dab2a6354", "component_budget": { "node_count": 2, "item_count": 2, @@ -18604,18 +18622,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are GitHub Actions dependency bumps in workflow files, but they target different action families and different concrete changes: PR 42975 is a broad Node 24 compatibility refresh across checkout/cache/upload-artifact and related workflows, while PR 42976 specifically upgrades docker/build-push-action. They are similar in theme, not the same underlying change.", - "confidence": 0.89, + "summary": "Two unrelated workflow-maintenance PRs: one broad GitHub Actions runner/version compatibility upgrade, the other a narrower docker/build-push-action bump. They overlap in a few workflows but do not fix the same underlying problem.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the broader, more explicit maintenance goal (\u201cUpgrade GitHub Actions for Node 24 compatibility\u201d) and spans more workflow updates in a coherent way.", + "canonical_pr_reason": "PR 42975 is the broader and more central maintenance change, explicitly targeting Node 24 compatibility across many workflows; it better represents the cluster theme than the narrower docker-action version bump.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest standalone PR for this cluster because its scope is clearer and more comprehensive; PR 42976 is narrower and focused on a separate action upgrade path.", + "best_pr_reason": "PR 42975 is the best representative because it covers the larger, explicit compatibility upgrade across the workflow set.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow action version bumps, but they change different actions and different code paths. One is a Node 24 compatibility sweep, the other is a docker/build-push-action upgrade; they would not naturally be merged as one PR." + "reason": "Reject: these are different upgrades to different GitHub Actions dependencies. PR 42975 focuses on Node 24 compatibility for checkout/cache/upload-artifact and related workflow actions, while PR 42976 updates docker/build-push-action to v6. Shared workflow files are not enough to make them the same change." } ] }, @@ -18652,70 +18670,70 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "330e990310aa6c7b9ed08ba10de8f423227edc5d4ff086808917b26ea040475a", + "prepared_review_unit_hash": "e314897c3566c8ad0ddda52aef5968200273df440df2b723d3721b47128e97f6", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14179, - "estimated_input_tokens": 3545, - "estimated_eval_tokens": 7346 + "serialized_chars": 14182, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14179, - "estimated_input_tokens": 3545, - "estimated_eval_tokens": 7346 + "serialized_chars": 14182, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM) with different model codepaths, files, and docs; the shared files are just common integration points like the auto mappings and toctree, so this is not a duplicate cluster.", - "confidence": 0.97, + "summary": "These are four distinct model-addition pull requests with overlapping boilerplate (docs, auto mappings, tests) but different underlying models and code paths. They are not duplicates of one another.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: each request adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM) with separate configs, model files, processors, and tests.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43451 (Molmo2) is the broadest and most substantial of the set, but it is still not a good duplicate canonical because it targets a different model and implementation than the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and codebases: ViT NEPA vs Molmo. Overlap is limited to shared framework plumbing (docs/toctree and auto mapping), not the same bug or change." + "reason": "Different models and code paths: ViT NEPA vs Molmo. Shared docs/auto-registry changes are generic model-addition boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different additions: ViT NEPA vs Molmo2. Same shared integration files, but no same underlying code-path fix or mergeable single PR." + "reason": "Different model additions: ViT NEPA vs Molmo2. Similar framework files are touched, but the underlying implementation, configs, and tests are unrelated." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model integrations; common files are generic registration/docs only." + "reason": "CTSM time-series model addition is unrelated to ViT NEPA. Shared auto/docs updates do not indicate the same bug or feature." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families/releases with separate implementations and tests; not the same concrete change." + "reason": "Molmo and Molmo2 are separate model versions with different architecture/processor files and tests; they are not one mergeable PR for the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM target different model implementations and distinct filenames beyond shared auto-registration scaffolding." + "reason": "Molmo vs CTSM are different model families. The overlap is only in registry/docs plumbing, which is too broad to treat as a duplicate." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model-addition PRs; similarity is only at the repository integration layer, which is insufficient for duplicate triage." + "reason": "Molmo2 and CTSM address different models and code paths; shared auto-mapping and docs updates are incidental, not evidence of the same underlying change." } ] }, @@ -18748,7 +18766,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "b21098ef7264001875884662f7a9be1d533e49bcda08f98c2ec1c4c4db5195b5", + "prepared_review_unit_hash": "e89c62311ebb1685ed4a24d207c3609aa9de9f0c2e8835acbf527e13525d0e68", "component_budget": { "node_count": 3, "item_count": 3, @@ -18770,30 +18788,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only loosely similar by generic titles and test-heavy diffs; they do not look like duplicates of the same underlying change. The only substantive code fixes are in unrelated areas (Whisper decoding vs FP8 dequant/loading).", - "confidence": 0.92, + "summary": "These PRs are not true duplicates. PR #44815 is a substantive FP8 dequant/loading fix, PR #43291 is a Whisper tokenizer/test fix, and PR #43665 appears to be a test-only change with intentional failing asserts and no shared code path. The only apparent similarity is superficial.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the strongest representative because it contains a concrete code-path fix across model loading and FP8 integration, with a coherent functional change rather than mostly test noise.", + "canonical_pr_reason": "PR #44815 is the most substantive and concrete fix in the set, with actual implementation changes in model loading and FP8 integration rather than test-only edits.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 is the best standalone PR in the group: it has the clearest functional purpose, touches the relevant implementation files, and appears to address a real bug in dequant/loading behavior.", + "best_pr_reason": "PR #44815 is the best representative of a real underlying change because it fixes a concrete code path and has the clearest production impact; the other PRs are either unrelated or mostly test scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode changes are unrelated to the CLIP/ViT test edits; 43665 looks like test-only noise and not the same bug or fix." + "reason": "Whisper tokenization/test cleanup and CLIP/ViT test edits are unrelated; no shared bug or code path, only generic test-focused similarity." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "These target different subsystems and code paths: Whisper timestamp decoding vs FP8 dequant/model-loading logic. They are not mergeable as one fix." + "reason": "One is Whisper decode behavior, the other is FP8/model-loading dequant logic; different subsystems and different failure modes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "A test-only PR with trivial assertions does not match the concrete FP8 dequant/loading fix in 44815; no shared underlying bug." + "reason": "The similarity is only superficial. #43665 is test-only and does not fix the same concrete problem as the FP8 dequant/loading changes in #44815." } ] }, @@ -18830,64 +18848,64 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "5366b25dfacb97c92b1ac30109697b0e3529dc839dcf09d2cb2b3110c8ab30d9", + "prepared_review_unit_hash": "9295b82d381f86618d1c69d3516a7bdd86765fc7e7996f7b85e146d6851b848f", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12263, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12263, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated dummy/test PRs that only share a broad \u201cdon\u2019t merge / test migration\u201d theme or a reused test file. Only one pair is even superficially close, but it still does not look like the same concrete change.", - "confidence": 0.86, + "summary": "These are mostly unrelated \"don't merge\" test/fake-change PRs; they share superficial CI/test-file overlap but not the same concrete bug or code change. No soft edge should be accepted.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46114 is the broadest representative of the test-migration-style PRs; it touches multiple test/CI files and is the closest cluster exemplar, though the set is not a true duplicate group.", + "canonical_pr_reason": "No exact duplicate PR exists here; if one PR must anchor the cluster, #46114 is the broadest CI/test-migration style change and overlaps most with the other noisy test-focused PRs.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46114 is the best cluster representative because it is the most central and wide-ranging of the fake/test-migration PRs, but it should not be treated as a duplicate of the others.", + "best_pr_reason": "#46114 is the best representative only in a loose sense because it touches several CI/test files and sits near the center of the superficial similarity graph, but it is not a true duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both mention test/vit files, but 43488 is a setup/version/dependency tweak while 46114 is a broad test-migration fork touching CI and multiple tests; not the same underlying change." + "reason": "Both are test/bot-style PRs, but #43488 is a setup/version/dependency tweak while #46114 is a wider CI/test-migration change; different underlying changes." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared vit test file is too broad; 43488 changes packaging/versioning, while 43532 rewires workflow and testing utilities. Different code paths and intent." + "reason": "#43488 changes packaging/version and pytest deps, while #43532 rewires CI workflows and test utilities; they do not fix the same code-path problem." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Both are infrastructure-heavy test PRs, but they modify different subsystems and files with different purposes; not plausibly one merged PR fixing the same bug." + "reason": "Shared test/CI themes and one overlapping test file are too broad; the actual edits are different workflow/utilities changes versus unrelated test migration and model/CI tweaks." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Despite both being test-related, 45932 changes model code plus CI secrets, while 46100 only injects failing assertions in ViT tests. They are not the same concrete change." + "reason": "#45932 is a broad model/CI instrumentation change, while #46100 only injects failing assertions into ViT tests; not the same concrete bug or fix." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "46100 is a tiny ViT test assertion change; 46114 is a broader migration/debugging PR across CI and multiple tests. Similar theme, but not the same underlying fix." + "reason": "Both touch test code, but #46100 is just a small ViT test mutation and #46114 is a larger CI/test-migration PR with unrelated model/config changes." } ] }, @@ -18917,12 +18935,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "dd44a2712e0bcbbc1d65ab3cb20aa496c0575719a3b275a01474c7396cf71074", + "prepared_review_unit_hash": "355ef9e5e48f8886effdbb47f5846b976686cd38ed3345515ea3ef77ad6ea54c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18930,7 +18948,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18939,18 +18957,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related pipeline-addition PRs in the same multimodal segmentation area, but they implement different features: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding/docs changes, yet the concrete code paths, model integrations, and tests are distinct, so they should not be deduplicated.", - "confidence": 0.95, + "summary": "These are two separate pipeline-addition PRs in the same segmentation area, but they implement different tasks and integrate different model families. They are similar in structure, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for a duplicate cluster here: the two PRs add different pipelines with different model support and test coverage. If one must be chosen as the representative, PR 43613 is slightly broader and more central to the surrounding multimodal segmentation work.", + "canonical_pr_reason": "No true canonical duplicate here; if forced to pick one standalone reference, #43613 is the broader/more complete PR because it wires in more model integrations and tests, but it is not a substitute for #43612.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the stronger representative of the cluster because it has the wider implementation surface and more supporting model/test changes, but it is still not a duplicate of PR 43612.", + "best_pr_reason": "#43613 is the stronger standalone PR example: it adds promptable visual segmentation across multiple model files and has a wider test surface. #43612 is a separate feature for promptable concept segmentation.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying changes: concept segmentation vs visual segmentation. The shared docs/registry scaffolding is not enough to treat them as the same fix or merge into one PR." + "reason": "Different features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding/docs, but the changed model files and pipeline code target different tasks and code paths, so they should not be merged as duplicates." } ] }, @@ -18980,7 +18998,7 @@ "soft_pairs": [ "pull_request:43649|pull_request:46301" ], - "prepared_review_unit_hash": "01aadf7215c7ab78e1cb6d05e582f299ca41e4330f27287ba7995da39ec29853", + "prepared_review_unit_hash": "c82b7cc6ba93c9e67f03cebd882bb7a33d782205ee67ddd3e1d89a3890164e2a", "component_budget": { "node_count": 2, "item_count": 2, @@ -19002,18 +19020,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are both CI/test-adjacent, but they address different problems and touch different code paths: one is workflow/comment handling and test-reporting plumbing, the other is CircleCI test selection plus tensor-parallel mixin test behavior. They should not be clustered as duplicates.", - "confidence": 0.95, + "summary": "The two PRs are unrelated: one revises self-comment CI / failure-reporting workflows, while the other changes CircleCI job markers and tensor-parallel test handling. There is no sign they address the same underlying bug or could be merged into one PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46301 is the clearer, narrower change: it updates CircleCI job filtering and tensor-parallel test handling in a single technical area. PR 43649 is a broader workflow-related PR with several unrelated file changes, so it is less suitable as a canonical representative.", + "canonical_pr_reason": "No canonical PR: the PRs target different subsystems and different changesets, so neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "PR 46301 is the more concrete, self-contained change and is easier to reason about as a standalone CI/test fix. PR 43649 spans multiple workflows and test utilities without the same specific failure mode.", + "best_pr_reason": "No best PR for deduplication purposes; each PR is specific to a different code-path problem and neither serves as a representative duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:43649", "right": "pull_request:46301", "accept": false, - "reason": "Different underlying changes: 43649 edits self-comment/scheduled workflows and test-reporting utilities, while 46301 changes CircleCI marker logic and tensor-parallel test behavior. They do not appear to fix the same concrete bug or be mergeable into one PR." + "reason": "Different changes: 43649 touches self-comment CI, notification, and model-test reporting; 46301 changes CircleCI selection and tensor-parallel test infrastructure. They do not fix the same bug/change." } ] }, @@ -19043,7 +19061,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "475080f36f0c8729f846c4c20d728da24f15152fbfae3b9d7603c826d5a92245", + "prepared_review_unit_hash": "7d57f1ea86c7bede16a922717759a2882f4e638bc8b973e019c8b25d2e30c9a1", "component_budget": { "node_count": 2, "item_count": 2, @@ -19065,18 +19083,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs both touch `trainer.py` and custom trainer extensibility, but they fix different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates and should not be merged as the same change.", - "confidence": 0.92, + "summary": "Both PRs modify `trainer.py` to add extensibility hooks, but they address different code paths: #43651 changes gradient-accumulation loss scaling, while #43663 refactors signature-column filtering. They are not duplicates and should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better canonical representative only because it makes a more concrete behavior change in the training step path; #43663 is a separate refactor around dataset column filtering.", + "canonical_pr_reason": "No issue is present. As a cluster representative, #43663 is the cleaner API refactor because it extracts a reusable override point for column filtering.", "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, #43651 is slightly stronger as the main training-behavior change, but the cluster overall does not contain a true duplicate pair.", + "best_pr_reason": "#43663 is the better representative PR for this cluster because it is a self-contained Trainer extensibility change with a clear override hook and broader utility.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying problems: #43651 updates loss scaling during gradient accumulation, while #43663 adds an override point for signature-column filtering. Shared file/subsystem is not enough to treat them as the same fix." + "reason": "They change different behavior in `Trainer`: one alters loss normalization for gradient accumulation, the other changes how signature columns are computed for data filtering. Same file and similar extensibility intent, but not the same underlying bug or mergeable PR." } ] }, @@ -19106,7 +19124,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "b225513781d56a38af4f0cfe42515ff722cf3b127498fb9d9131955dbd2ddcb1", + "prepared_review_unit_hash": "9552c440d910cc5926882d779891b9520e4298a97300971354ffce2b9deda804", "component_budget": { "node_count": 2, "item_count": 2, @@ -19128,18 +19146,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter/NameError, but they appear to fix different typing-import problems rather than the same underlying bug.", - "confidence": 0.9, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they target different failure modes: one is a broader type-annotation/runtime typing cleanup, the other specifically fixes `TypeAdapter` being unavailable when pydantic is not installed. They should not be merged as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most concrete and narrowly scoped fix: it directly addresses the TypeAdapter NameError when pydantic is absent by moving the import under TYPE_CHECKING and quoting the annotation.", + "canonical_pr_reason": "PR #43842 is the better canonical PR: it directly addresses the concrete `TypeAdapter`/pydantic availability NameError with a minimal, targeted fix and an explicit bug description.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it targets a specific runtime failure mode with a minimal change, whereas PR 43656 looks like a broader annotations/future-import cleanup and is not clearly the same bug.", + "best_pr_reason": "PR #43842 is the strongest representative because its change is narrowly scoped to the runtime `TypeAdapter` import/annotation problem and is clearly tied to a specific user-facing failure.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: same file and overlapping NameError wording, but the diffs indicate different fixes. 43656 is a broader __future__ annotations / type-hint cleanup, while 43842 specifically guards TypeAdapter behind TYPE_CHECKING for the no-pydantic case." + "reason": "They overlap in file and type-annotation concerns, but the fixes are not the same underlying bug. #43842 guards `TypeAdapter` when pydantic is absent; #43656 appears to be a broader annotation/runtime typing adjustment and could be merged independently." } ] }, @@ -19331,100 +19349,100 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "47137698c0dcffd5bb1d8af23c25a9805680d7b9293d5f37f886ed5ce04bb17a", + "prepared_review_unit_hash": "36f8038c6e6fd28681e2b324c7f3dd51bfcfe187c2895f42024a819f740edd9b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84891, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75088, - "estimated_input_tokens": 18772, - "estimated_eval_tokens": 37800 + "serialized_chars": 75096, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of separate model-specific output-tracing migrations. The only clear duplicate pocket is in the GPT-J/CodeGen subtree, plus one GPT-Neo variant pair; cross-family overlaps like GPT-J vs GPT-Neo are not duplicates.", - "confidence": 0.84, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44722 is the strongest representative of the duplicate GPT-J/CodeGen subset: it is the latest and most complete refactor over the same concrete code paths.", + "summary": "Mostly a heterogeneous cluster of output-tracing refactors across unrelated model families. The only clear duplicate subclusters are GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44085/44722), with 44722 looking like the broadest later GPT-J/CodeGen representative.", + "confidence": 0.76, + "canonical_issue_reason": "No standalone issue artifact is present in the cluster; #43979 is only a shared tracker for 10/27 PRs, so it is the closest cluster-level issue reference but not a majority signal.", + "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the broadest and cleanest GPT-J/CodeGen standardized-output refactor, and it subsumes the narrower GPT-J-only changes seen in 44066 and 44085.", "best_issue_reason": null, - "best_pr_reason": "PR #44722 best captures the shared GPT-J/CodeGen output-tracing change and most plausibly subsumes the earlier GPT-J variants.", + "best_pr_reason": "44722 is the strongest representative PR for the GPT-J/CodeGen duplicate subcluster: same output-tracing refactor, same core code path, and later/broader than the narrower GPT-J-only PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "CVT/FNet and GPT-J are different model families; shared tracking theme is not enough." + "reason": "Different model families and code paths; same tracking issue is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet and DeBERTa are unrelated concrete code paths." + "reason": "Unrelated models; both are output-tracing refactors, but not the same bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch the GPT-J output-tracing code path; these look like overlapping variants of the same refactor." + "reason": "Both are GPT-J output-tracing refactors in modeling_gptj.py, so they look like the same change split across PRs." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet/RT-DETR and EfficientNet are different model implementations." + "reason": "ResNet and EfficientNet are different model implementations; same refactor pattern only." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are unrelated refactors." + "reason": "GPT-J/CodeGen vs EfficientNet; only the broad refactor theme overlaps." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are different concrete model paths." + "reason": "MobileNetV2 and DeBERTa are unrelated model paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different code paths." + "reason": "GPT-J/CodeGen and MGP-STR are different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model migrations." + "reason": "GPT-J/CodeGen and MPT are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing migrations over the same file/test area; this looks like the same underlying change." + "reason": "Both are GPT-Neo output-tracing refactors on the same model file/test surface and appear to be the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "GPT-Neo is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44066", @@ -19436,43 +19454,43 @@ "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model refactors." + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different concrete implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different models and different fixes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different code paths." + "reason": "ResNet and GPT-J are unrelated; only the general refactor style is shared." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model refactors." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model code paths." + "reason": "ResNet and MPT are unrelated model paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model families." + "reason": "GPT-Neo and Flaubert/XLM are unrelated." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated migrations." + "reason": "GPT-Neo and Flaubert/XLM are unrelated." }, { "left": "pull_request:44068", @@ -19484,247 +19502,193 @@ "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate refactors." + "reason": "MPT and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations." + "reason": "GPT-Neo and GPT-J are different model code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-2 are different code paths." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model migrations." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are different model code paths." + "reason": "MPT and GPT-J are unrelated model families." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated models." + "reason": "GPT2 and MGP-STR are unrelated." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different concrete implementations." + "reason": "Different model families; same high-level refactor theme only." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model families." + "reason": "ViLT and Flaubert/XLM are unrelated model paths." }, { "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are different code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44722", "accept": false, - "reason": "MPNet and LongT5 are unrelated model migrations." + "reason": "GPT2 and GPT-J/CodeGen are separate implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are different model implementations." + "reason": "Segformer and GPT-J/CodeGen are unrelated." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated code paths." + "reason": "Segformer and LongT5 are different model families." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and ViLT are different model refactors." + "reason": "Segformer and VisualBert are unrelated." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model code paths." + "reason": "RegNet and VisualBert are unrelated." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-2 and GPT-Neo are different models." + "reason": "RegNet and MPNet are unrelated." }, { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model migrations." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are different concrete changes." + "reason": "MPNet and LongT5 are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are unrelated refactors." + "reason": "RegNet and GPT-Neo are unrelated." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different models and code paths." + "reason": "SqueezeBERT and MPT are unrelated." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and ViLT are unrelated changes." + "reason": "TextNet and Flaubert/XLM are unrelated." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different model implementations." + "reason": "RegNet and LongT5 are unrelated." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet and SegFormer are different model families." + "reason": "TextNet and LongT5 are unrelated." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", - "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated concrete changes." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa and Flaubert/XLM are different model code paths." + "reason": "GPT-Neo and LongT5 are unrelated." }, { - "left": "pull_request:44068", + "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model migrations." + "reason": "RegNet and MPT are unrelated." }, { "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated model code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are different model families." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44073", + "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet and ViLT are unrelated refactors." + "reason": "SqueezeBERT and DeBERTa are unrelated." }, { - "left": "pull_request:44019", - "right": "pull_request:44086", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "ResNet and MGP-STR are different model implementations." + "reason": "DeBERTa and TextNet are unrelated." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated model changes." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J/CodeGen standardized output-tracing refactor; 44722 looks like the later broader version." }, { - "left": "pull_request:44059", - "right": "pull_request:44074", - "accept": false, - "reason": "GPT-2 and TextNet are different code paths." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in modeling_gptj.py, and 44722 is a plausible superset that also folds in CodeGen." }, { - "left": "pull_request:44010", - "right": "pull_request:44154", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and VITS are unrelated model refactors." + "reason": "GPT-J and SpeechT5 are unrelated model code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "SegFormer and GPT-Neo are different model implementations." + "reason": "FNet/CVT and ResNet are unrelated model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44044", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and DeBERTa are unrelated code paths." + "reason": "FNet/CVT and SpeechT5 are unrelated." }, { - "left": "pull_request:44066", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-J/CodeGen and LongT5 are different model migrations." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; #44722 looks like the broader duplicate/follow-up." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change family, with overlapping concrete file edits that could be merged into one PR." + "reason": "DeBERTa and SpeechT5 are unrelated." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "GPT-J and SpeechT5 are different model code paths." + "reason": "DeBERTa and VITS are different model families." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pairwise judgments look mostly conservative, but the summary is not fully grounded: GPT-J and GPT-Neo are different model families, so saying \"same-model GPT-J/GPT-Neo repeats\" is inaccurate. A safer summary would say that most PRs are separate model-specific migrations, with only a few same-family overlaps/duplicates such as GPT-J/CodeGen and GPT-Neo variants." + "feedback": "Rejecting because the cluster summary overstates the evidence for the issue link: #43979 is not referenced by 'most' PRs in the packet, only a minority of them (10/27). The rest of the reasoning is mostly conservative and the 44066\u219444722 duplicate call is grounded, but the canonical_issue_reason is not precise enough as written." }, "evaluator_used": true, "retried": true, @@ -19762,70 +19726,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "9ca5259384b6764772120f3baf78bec56313524fe6a7009bf5c8dc9c755c3db0", + "prepared_review_unit_hash": "8a8f6ea5a677e6a15cbb4d04c7a1bfe435d2ebf5c3411cd7583bf9a3c45a1025", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84891, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific PRs all doing the same broad modernization pattern: migrating different transformer models to standardized output tracing/capture helpers. They are thematically related, but each PR touches a different model and code path, so they are not duplicates of one another.", - "confidence": 0.94, + "summary": "These are not duplicate PRs; they are a cluster of similar standardized-output-tracing refactors applied to different model implementations. They share a common pattern and tooling, but each PR touches a separate code path and model-specific output logic.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44073 is the best representative of the cluster\u2019s shared theme because it clearly shows the new standardized output-tracing plumbing (`capture_outputs` plus `can_return_tuple`) in a concrete model implementation.", + "canonical_pr_reason": "PR 44129 is the strongest canonical anchor because it is the only one with an explicit issue target and a concrete, model-specific refactor scope.", "best_issue_reason": null, - "best_pr_reason": "#44073 is the most suitable single representative PR for this cluster because it is clear, self-contained, and broadly illustrative of the output-tracing migration pattern without being tied to a special-case change.", + "best_pr_reason": "PR 44129 is the most clearly scoped and traceable change in the set, with an explicit issue link and a substantial output-tracing refactor in one model.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Same modernization theme, but FocalNet and ImageGPT are different models with different implementation paths; not the same concrete bug/change and not something that would plausibly be merged into one PR." + "reason": "Both are output-tracing refactors, but they target different models (FocalNet vs ImageGPT) and different forward paths; not the same underlying bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both refactor output tracing, but they affect different model families (VisualBert vs TextNet) and different files/code paths; this is a shared pattern, not a duplicate change." + "reason": "VisualBert and TextNet are separate model implementations; this is the same refactor pattern, not the same concrete code-path issue." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert each get their own output-tracing refactor; they are related in style but not the same underlying fix or mergeable code change." + "reason": "MPNet and VisualBert have distinct encoder/attention code paths; shared standardized-output refactoring alone is not enough to merge them as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they modify different model implementations and helper wiring; too broad to treat as the same change." + "reason": "These affect different models and different output-capture wiring; they are related maintenance changes, not the same fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific migrations to the new output helpers; similar refactor category, but not the same code-path problem." + "reason": "RegNet and SqueezeBert are unrelated model paths; the PRs share a decorator migration theme but not a single underlying defect." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "These are distinct model-specific refactors in SqueezeBert vs SpeechT5; sharing the output-capture theme is not enough to call them duplicates." + "reason": "SqueezeBert and SpeechT5 have different attention/output implementations; these are separate model-specific refactors, not one mergeable PR." } ] }, @@ -19904,268 +19868,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "1233710d85a748bb1d193cf998743122616f5fa1b3892fefbf2b927172d9fb10", + "prepared_review_unit_hash": "80335fcee18827dbc5eacc6eb767c70883534bfb00de57dc3195c295df9928ce", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39789, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39767, + "estimated_input_tokens": 9942, + "estimated_eval_tokens": 20140 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39789, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39767, + "estimated_input_tokens": 9942, + "estimated_eval_tokens": 20140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are model-specific output-tracing refactors, but they affect different code paths and should not be treated as duplicates. The Mamba/FalconMamba PR is the strongest representative of the cluster, but none of the soft edges are safe to merge.", - "confidence": 0.83, + "summary": "These PRs share a broad \"refactor output tracing\" theme, but they are model-specific changes across different code paths, so none of the soft edges are true duplicates. I\u2019d treat them as a family of related refactors, not one mergeable change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative anchor: it spans two closely related model files and changes the core output-capturing plumbing, making it broader and more central than the single-model refactors.", + "canonical_pr_reason": "No single PR is a true duplicate target; 44025 is the closest representative because it makes a coherent can_return_tuple refactor across two closely related depth-anything files.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 best captures the shared theme of the cluster while still being concrete and infrastructure-oriented; it is the clearest anchor for triage, even though the other PRs are not duplicates.", + "best_pr_reason": "44025 is the strongest standalone PR in the set: it has a focused, internally consistent model-family refactor spanning related files rather than a wrapper-only or unrelated architecture change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths (timm_backbone vs upernet); same refactor theme, not the same change." + "reason": "Different model families and forward paths; same refactor style only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Separate models with unrelated call paths; both refactor output handling but in different code paths." + "reason": "Timm backbone vs vision-text dual encoder are unrelated code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Timm backbone vs UnivNet are unrelated implementations; this is a shared pattern, not a duplicate fix." + "reason": "Different architectures; not the same concrete output-handling bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems (timm_backbone vs mamba/falcon_mamba); not the same underlying bug or mergeable PR." + "reason": "Timm backbone and Falcon/Mamba are separate implementations with no shared fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Timm backbone and RWKV touch different model stacks; too broad to be one duplicate PR." + "reason": "Backbone refactor vs RWKV refactor; only the theme matches." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; only the refactor style matches." + "reason": "MobileNetV1 and UnivNet are unrelated model code paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different concrete code paths and outputs; same infrastructure idea, not the same fix." + "reason": "Different model families; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are different model families with different output wrappers." + "reason": "MobileNetV1 vs depth-anything; similar decorator refactor, different code path." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder do not share a concrete bug/change target." + "reason": "Different wrapper/model families; no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are separate code paths; too generic to duplicate." + "reason": "MobileNetV1 and speech encoder-decoder are separate refactors." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated models; same refactor theme only." + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model domains and forward signatures; not one underlying defect." + "reason": "Different model families; same general tracing cleanup only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs Mamba/FalconMamba are distinct implementations and PRs." + "reason": "Vision-text dual encoder and Falcon/Mamba fix different code paths." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These touch different model families and output objects; not mergeable as one fix." + "reason": "Different models; no single shared bug or mergeable fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are different code paths with only a shared refactor pattern." + "reason": "UnivNet and UperNet are distinct model families." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs Mamba/FalconMamba is not the same concrete bug or change." + "reason": "UnivNet vs Falcon/Mamba; same meta-pattern, not same change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and output semantics; no evidence of one shared underlying issue." + "reason": "Different architectures and output types; not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated model stacks; same helper usage is not enough." + "reason": "UperNet and RWKV touch unrelated forward paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet vs Mamba/FalconMamba affect different forward paths and outputs." + "reason": "UperNet and Falcon/Mamba are separate model changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba and CodeGen are separate model implementations; these are not the same fix." + "reason": "Falcon/Mamba and CodeGen are different language-model implementations." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated code paths; only the refactor motif overlaps." + "reason": "Timm backbone and CodeGen do not share the same code path." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different models with different output contracts." + "reason": "UnivNet and CodeGen are unrelated changes." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen do not share a concrete bug or mergeable code change." + "reason": "UperNet and CodeGen are not the same underlying fix." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are separate subsystems; not a duplicate PR." + "reason": "Vision-text dual encoder and CodeGen are separate implementations." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder-decoder wrappers; same refactor style, but not the same underlying change." + "reason": "DepthAnything and vision-encoder-decoder are different model families." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are different code paths and model families." + "reason": "DepthAnything and speech-encoder-decoder are analogous refactors, not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything vs SuperPoint are unrelated models; no shared concrete fix." + "reason": "DepthAnything vs SuperPoint: different model internals and outputs." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are separate implementations; too broad to merge." + "reason": "DepthAnything and RWKV are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR touch different forward logic and output types." + "reason": "DepthAnything and DPR fix different model families." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated model families." + "reason": "Vision-encoder-decoder wrapper vs RWKV core model; not the same change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrappers with different call paths." + "reason": "Vision and speech encoder-decoder wrappers are similar, but separate code paths." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are separate models; not the same fix." + "reason": "Different architectures and tracing implementations." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR change different output tracing paths." + "reason": "Vision-encoder-decoder and DPR are distinct models." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." + "reason": "Speech encoder-decoder and SuperPoint are unrelated subsystems." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV do not share a concrete code-path bug." + "reason": "Speech encoder-decoder and RWKV do not share a concrete fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder vs DPR is only similar at the refactor level." + "reason": "Different model families and output contracts." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different models with different forward/output behavior." + "reason": "SuperPoint and RWKV are unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are separate subsystems; not one duplicate change." + "reason": "SuperPoint and DPR are different model implementations." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model families and should remain separate PRs." + "reason": "RWKV and DPR are distinct changes with no shared underlying bug." } ] }, @@ -20198,12 +20162,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "597aba10ad0793497cc6ad45ed8b29b60cb1fa4dc14995872c70c6c874f42612", + "prepared_review_unit_hash": "c78d0470c027ec722e8a0fe3acd3dd948dcda0ef5e2d2c64899640fb4c218f87", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -20211,7 +20175,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -20220,30 +20184,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs add different model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral-TTS). They share common Transformers scaffold files, but they are not the same underlying change and should not be deduplicated.", - "confidence": 0.97, + "summary": "All three pull requests are separate model-integration additions for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common Transformers scaffolding files because each registers a new model, but they do not target the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45075 is the most mature and self-contained of the three model-addition PRs, with substantial implementation and test coverage; it is the best representative if one PR must be chosen as a cluster anchor.", + "canonical_pr_reason": "No single PR is a duplicate canonical representative; these are distinct feature additions for different models, so none should be collapsed into one cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest standalone PR for this cluster because it appears most complete and reviewed, whereas 45401 is draft and issue-linked, and 44662 is another unrelated model integration.", + "best_pr_reason": "No best PR for duplication purposes: each PR is a separate model implementation and should remain independent.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model features and codepaths: PenguinVL vs Voxtral-TTS. Shared auto-registration/docs files are expected for new model additions and do not indicate the same bug or change." + "reason": "Both are new model additions and share auto-registration/docs plumbing, but they implement different models with different code paths, tests, and model-specific files. Not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "These are separate model implementation PRs for PenguinVL and DeepSeek-OCR-2. Overlap is limited to framework boilerplate, not a mergeable single fix." + "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model integrations. Overlap is limited to common framework registration files, which is expected for separate PRs." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral-TTS are unrelated model additions with different architecture and processing changes. They should not be merged as duplicates." + "reason": "DeepSeek-OCR-2 and Voxtral TTS add different model families with distinct modeling/processing implementations. They are not plausibly mergeable into one PR as the same fix/change." } ] }, @@ -20273,7 +20237,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "89ef3f59a0e85a0db798f91df14c397e84251b530e21274b1c6e282839fe04e4", + "prepared_review_unit_hash": "80f7636eafb95ab658a30929b350983f3e426b20cbf666405d241f87aeb6f98e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20295,18 +20259,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds a generic Module Fusion API, the other adds n-to-1 kernel fusion via KernelConfig and integration changes. They overlap conceptually on fusion, but they are not the same concrete change.", - "confidence": 0.89, + "summary": "The two PRs are related to module/kernel fusion, but they are not duplicates: one adds a standalone Module Fusion API, while the other wires n-to-1 fusion through KernelConfig and model loading.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the cleaner canonical representative because it introduces the core Module Fusion API and dedicated tests, while PR #45363 is a separate, broader KernelConfig-based integration built on top of fusion concepts.", + "canonical_pr_reason": "PR 44979 is the broader foundational change: it introduces a generic Module Fusion API in a new module and tests it, whereas PR 45363 is a separate KernelConfig-based integration on top of a different code path.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best overall representative of the cluster since it defines the foundational API surface; #45363 is more of an implementation/integration follow-up than the same patch.", + "best_pr_reason": "PR 44979 is the best cluster representative because it defines the underlying fusion abstraction; PR 45363 is a narrower, implementation-specific feature/example and not as central to the shared theme.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same underlying change: #44979 adds a general module-fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integration files. They target different code paths and would not be merged as one PR." + "reason": "Related topic, but not the same underlying change. 44979 adds a general Module Fusion API; 45363 implements n-to-1 kernel fusion via KernelConfig and touches integration/model-loading paths. They are not the same fix and would not plausibly merge into one PR." } ] }, @@ -20336,7 +20300,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "3a211e0e05583d72590ce86b4fa99115312170690085d3225d6346750f4ce34b", + "prepared_review_unit_hash": "f5965cbf9cf73456e52ae7a8e260c38d145533df9986e9e53622b4d68af56767", "component_budget": { "node_count": 2, "item_count": 2, @@ -20358,18 +20322,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds test coverage.", + "summary": "Two open PRs address the same Mistral regex AttributeError fix in the same code path; PR 45317 is the more complete version with test coverage, while 45086 is an earlier narrower variant.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus a test file, making it the more complete and merge-ready change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but adds tests and appears to be the more complete, discussion-backed variant.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall PR for this cluster since it addresses the same concrete bug and includes validation via tests.", + "best_pr_reason": "PR 45317 is the best representative of the cluster: same underlying bug, same target issue, same file, and it includes the broader fix plus tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix in the same code path, same target issue, and the second PR is essentially the same patch with added tests; they could plausibly be merged into one PR." + "reason": "Same concrete AttributeError fix in _patch_mistral_regex, same target issue, and identical code-path change in tokenization_utils_tokenizers.py; 45317 is just the expanded version with tests." } ] }, @@ -20399,7 +20363,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "75d83617f53e321e6ae0901c98a5fe0e3871ebab46e7366699fcd9ba9f1fdef4", + "prepared_review_unit_hash": "565cea04c5d9161e5103e4ae3d09cf8485919457f380e8af0181a5c3eb05b82b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20421,18 +20385,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to NemotronH but address different changes: one refactors/conversion-maps NemotronH to GraniteMoeHybrid-style naming, while the other introduces a broader NemotronH/NemotronHDense/NemotronHSparse model split with docs and tests. They should not be deduplicated.", + "summary": "These are related NemotronH PRs, but they address different changes: one refactors conversion/mapping/inheritance, while the other introduces the dense/sparse model split plus docs and tests. They are not duplicates and should not be merged as one PR.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete NemotronH architecture change and includes the new dense/sparse model split, docs, auto-mapping, and tests.", + "canonical_pr_reason": "PR #45569 is the broader, user-facing model split and likely the best representative of the NemotronH family work in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best single PR to track this cluster because it covers the main model-structure work rather than only conversion-mapping renames.", + "best_pr_reason": "PR #45569 is the clearest standalone change set: it introduces the new dense/sparse model variants, updates auto-mapping/docs, and adds tests.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH files, but the underlying changes differ: #45115 is a conversion/mapping refactor toward GraniteMoeHybrid-compatible keys, while #45569 introduces a larger model split and documentation/test updates. They are not the same concrete code-path fix and would not plausibly merge into one PR." + "reason": "They share NemotronH files, but the concrete changes differ: #45115 focuses on conversion key renaming and inheritance refactoring, while #45569 adds new dense/sparse model classes, docs, auto-mappings, and tests. Same subsystem, different underlying change." } ] }, @@ -20462,7 +20426,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "3f98cb0aa5628622608208ce2016111add6b8bd51c412b4f81315ae9ec2b0f17", + "prepared_review_unit_hash": "fa4f802391298b55760d4121403b6ff0066cd8f610193b05cb0f2dad25412d24", "component_budget": { "node_count": 2, "item_count": 2, @@ -20484,18 +20448,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one PR adds heterogeneous per-layer config support, and the other adds broader heterogeneous model/runtime support built on top of it.", - "confidence": 0.88, + "summary": "The two PRs are related pieces of a heterogeneous-model feature, but they are not the same change: one introduces per-layer config support, while the other adds modeling/runtime support that consumes that config. The overlap in shared files is infrastructure, not a duplicate code-path fix.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45333 is the more focused foundational change: it introduces per-layer heterogeneous config primitives and helpers. It is narrower and easier to treat as the representative config-layer change.", + "canonical_pr_reason": "PR #45332 is the broader, more central change set: it covers heterogeneous model support in modeling/runtime code and also touches the config plumbing it needs, so it best represents the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the broader end-user feature PR: it extends heterogeneous support into cache/modeling code and includes the downstream runtime behavior, so it is the strongest single representative of the overall feature work.", + "best_pr_reason": "PR #45332 is the best representative because it spans the main feature area rather than only the config layer, making it the most informative cluster anchor.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete change. #45333 adds heterogeneous config support; #45332 adds model/cache/runtime support and depends on that groundwork. They could not plausibly be merged into one PR without conflating distinct layers of the feature." + "reason": "These are complementary but distinct PRs: #45333 adds per-layer configuration plumbing, while #45332 adds heterogeneous model/cache/masking behavior that uses it. They do not fix the same concrete bug or change the same code path, so they should not be merged as duplicates." } ] }, @@ -20525,7 +20489,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "01083ca28f7ff385b0b7dcb0404e6f9a9255b2016219c692b06b8a0282af819c", + "prepared_review_unit_hash": "9edda8aa431c5c4d648931ca9b21796008bcc8833da7a0df15c8f26ed5bcf1f5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20547,18 +20511,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both typing-related and share a few files, but they target different changes: one is a broad type-checking cleanup across many modules, while the other adds specific typing protocols and support around `modeling_utils`/PEFT. They do not look like the same underlying fix.", - "confidence": 0.88, + "summary": "Two open PRs both relate to typing, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 is a focused typing-infra update around `modeling_utils` and related protocols/utilities.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, concrete typing change and better represents the shared typing theme of the cluster without being an umbrella cleanup.", + "canonical_pr_reason": "#45415 is the broader, more representative typing sweep across many `src/transformers/*.py` files, so it better serves as the cluster\u2019s canonical PR.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best single representative because it makes a specific code-level typing addition, whereas PR 45415 is a broad repository-wide type-checking sweep.", + "best_pr_reason": "#45425 is the better focused candidate if you want a concrete typing-infra change centered on `modeling_utils` and shared protocols, rather than a large, diffuse type-checking cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both concern typing, but 45415 is a wide type-checking pass across many files, while 45425 adds specific protocols and support in `_typing.py`/`modeling_utils`/PEFT. Shared files alone do not make them the same concrete change." + "reason": "Reject: both are typing-related, but #45415 is a broad type-checking pass while #45425 adds specific protocols and typing support for `modeling_utils`-adjacent code. They do not look like the same underlying fix and would not plausibly merge into one PR." } ] }, @@ -20588,12 +20552,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "854d35c217b18220a5cd2393ac0fdc508bf35bbe9cafdfd4cc6983f122177cb1", + "prepared_review_unit_hash": "8ce6a51e36d3b2e40cfc8fcddb0196ea43b4bc43e7db1c707ec786ec091077d6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20601,7 +20565,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20610,18 +20574,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are superficially similar because both fix cache-aware forward passes, but they target different model families and different underlying bugs, so they are not duplicates.", - "confidence": 0.96, + "summary": "These two PRs are not duplicates: #45513 fixes multi-token cached forward behavior in Qwen3.5/Qwen3-next/Olmo-hybrid linear attention, while #46084 fixes use_cache behavior for Mamba2 when seq_len > 1. They target different model families and different code paths.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46084 is the better representative if one must be chosen: it is a narrow, issue-linked fix for seq_len > 1 cache handling in Mamba2, whereas PR 45513 spans multiple Qwen/Olmo model files and a different cached-forward bug.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the strongest standalone PR: it has a direct issue target, a focused code-path change, and a smaller, more concrete fix scope.", + "best_pr_reason": "PR #46084 is the cleaner standalone representative: it is narrowly scoped, explicitly tied to issue #46032, and fixes one concrete cache/sequence-length bug in Mamba2.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Same broad theme (cached forward), but different architectures and different concrete bugs/code paths; not mergeable as one duplicate PR." + "reason": "Different bugs in different architectures: Qwen3.5/Qwen3-next/Olmo-hybrid cached linear attention vs. Mamba2 cache handling for seq_len > 1. They would not plausibly be merged into one PR." } ] }, @@ -20651,12 +20615,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "a4ac24fe8ee37dc8cc55d57e3d1bf7e298d21c51a7c2f4bcf1bc9a0362103e1d", + "prepared_review_unit_hash": "5d4fbdab8acbe90a5bd4e3621f32e4069e1774b890fd2d11c80a79af20dd8d5b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20664,7 +20628,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20673,18 +20637,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch expert parallelism, but they address different loading-time bugs: one is about preserving distributed_config/EP state for Accelerate + ZeRO-3 loading, the other about preventing experts from being overwritten during FSDP2 rank-0 broadcast.", - "confidence": 0.89, + "summary": "Both PRs are about expert-parallel loading, but they target different failure modes and backends: #45548 fixes EP + DeepSpeed ZeRO-3/accelerate config serialization, while #45662 fixes EP + FSDP2 rank-0 broadcast overwriting experts. They are related, but not the same underlying bug/change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative because it fixes a concrete, user-visible corruption path in model loading and spans the main code paths involved in the bug (core loading, MoE, tensor parallel, trainer).", + "canonical_pr_reason": "No issue artifacts are present; if one PR must represent the cluster, #45662 is the better canonical PR because it addresses a concrete EP parameter-loading corruption path with explicit code changes in the sharding/broadcast flow.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR to keep: it targets a specific failure mode for EP with FSDP2 and contains the more complete fix across the affected loading pipeline.", + "best_pr_reason": "#45662 is the strongest representative of the cluster because it fixes a specific expert-parallel loading bug in the actual parameter assignment path, with a clearer symptom and broader implementation impact than #45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Not the same underlying bug. #45548 focuses on exposing/persisting distributed_config and a has_ep flag for EP/DeepSpeed ZeRO-3 loading via accelerate launch, while #45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2 via post-shard wrapping. Shared EP terminology and one common file are not enough to merge these as duplicates." + "reason": "Related EP loading area, but different concrete bugs: ZeRO-3/accelerate config handling vs FSDP2 experts being overwritten by rank-0 broadcast. They would not plausibly merge into one PR." } ] }, @@ -20714,12 +20678,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "6e36311c98fa503c7ef7aa2f0af9e42958abe3cb3953040757aeb66dcb7b794b", + "prepared_review_unit_hash": "904d176f204fe3ba4c2769524c282005497eec710007ad04b506793106b28534", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20727,7 +20691,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20736,18 +20700,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info logging problem in transformers testing utilities; PR 45645 is the broader, more complete fix with CI workflow handling, while 45639 is a narrower subset.", - "confidence": 0.96, + "summary": "Both PRs target xdist-safe handling of captured_info artifacts, but one is a narrow testing_utils fix while the other is a broader end-to-end CI/artifact handling change.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe captured_info change plus the CI workflow update to collect multiple captured_info files, making it the more complete end-to-end fix.", + "canonical_pr_reason": "PR 45645 is the more complete candidate: it includes the underlying xdist-safe output-file fix plus the CI/workflow changes needed to consume multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it addresses the underlying xdist collision in the logging path and also preserves CI debug log visibility across multiple workers.", + "best_pr_reason": "PR 45645 best represents the cluster because it addresses the full artifact-collision problem and the downstream CI/debug-log handling, not just the local code-path fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", - "accept": true, - "reason": "Both PRs fix the same concrete bug in captured_info artifact handling under pytest-xdist; 45645 appears to extend the same fix rather than address a different problem, so they are mergeable into one PR." + "accept": false, + "reason": "They overlap on the same testing_utils bug, but 45645 is a broader superset that also changes workflow and notification-service behavior; that scope difference makes them not a clean duplicate PR pair." } ] }, @@ -20779,12 +20743,12 @@ "pull_request:45720|pull_request:46259", "pull_request:46023|pull_request:46259" ], - "prepared_review_unit_hash": "f117de60e77307c00e882494eaeddcc6e54f0c5f22fcb442c021f20ca4602cac", + "prepared_review_unit_hash": "33cb8c246ab97db81cbc5787608b996d47ae8d6519123225bac855a42a9de491", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10912, + "serialized_chars": 10911, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -20792,7 +20756,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10912, + "serialized_chars": 10911, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -20801,24 +20765,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate linter/modeling-rule PRs, not duplicates: one implements TRF003 return_dict handling, one fixes TRF016 dead do_* flags in image/video processors, and one adds TRF018 modeling-rule coverage. The two rule-addition PRs overlap in docs and shared rule infrastructure, but they target different concrete checks.", - "confidence": 0.95, + "summary": "This cluster is centered on linter/modeling-rule work, with one PR for a different rule (TRF003) and two PRs that appear to target the same TRF016-style dead-flag checks in image/video processors.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 45720 is a TRF003 code-path fix, while 46023 and 46259 are distinct linter-rule changes (TRF016 vs TRF018) and should not be collapsed as duplicates.", + "canonical_pr_reason": "PR 46259 is the broadest and most complete of the matching linter-rule fixes, with overlapping modeling-rule docs and many of the same processor/model files as 46023, making it the best representative of the duplicate change set.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, 46023 is the closest fit because it is a concrete implementation of an existing modeling rule with clear, model-specific code changes; however, it is still distinct from the other two PRs.", + "best_pr_reason": "PR 46259 is the best global PR candidate because it covers the same concrete linter rule area as 46023 and appears to subsume it with additional affected models/files.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different changes: 45720 implements TRF003 return_dict/can_return_tuple behavior across model forwards, while 46259 adds TRF018 modeling-rule checks for image/video processors. Similar linter context, but not the same bug or mergeable fix." + "reason": "These are about different concrete rules and code paths: 45720 implements part of TRF003 in Bloom/sequence-model forward signatures, while 46259 is about TRF016/TRF018-style processor flag-consumption checks. Shared subsystem is not enough to treat them as the same change." }, { "left": "pull_request:46023", "right": "pull_request:46259", - "accept": false, - "reason": "Both touch modeling-rules docs and shared linter plumbing, but they enforce different rules on different code paths (TRF016 dead do_* flags vs TRF018). Shared files do not make this a duplicate PR." + "accept": true, + "reason": "Both PRs target the same underlying dead-flag modeling-rule fix for image/video processors, share the modeling-rules docs change, and touch overlapping model processor files. They look mergeable into one broader linter-rule PR." } ] }, @@ -20917,7 +20881,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "6c21abf32a87c5841c3f95f91fbf6e938a6976693f6fd9345404d2d9ed3ac19a", + "prepared_review_unit_hash": "ecb3bbc299776ba01fe6624bc7cab7c52bf7c1bc6b695128a6927d78076f9c37", "component_budget": { "node_count": 3, "item_count": 3, @@ -20939,30 +20903,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs all add SDPA dispatch support, but for different model implementations and test/docs surfaces. They are thematically similar, not duplicates of the same concrete change, so none of the PR pairs should be merged as one triage item.", + "summary": "All three PRs are about adding `attn_implementation=\"sdpa\"` support, but they target different model families and code paths. They are thematically similar rather than true duplicates, so none of the soft edges should be accepted.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the broadest and most representative of the cluster because it covers multiple related model families and the same SDPA-dispatch theme, whereas #46073 and #46154 are narrower single-model changes.", + "canonical_pr_reason": "PR #46196 is the broadest and most representative of the shared SDPA-dispatch theme, spanning multiple model families and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 best represents the cluster as the widest-scoped SDPA dispatch effort across several model families and associated tests/docs.", + "best_pr_reason": "PR #46196 has the widest scope and strongest evidence of the common change pattern, covering several related model implementations in one place.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are SDPA-dispatch PRs, but they target different model code paths (CTRL vs T5) and would not be the same mergeable fix." + "reason": "Both add SDPA support, but for different models (CTRL vs T5) with distinct attention code paths; they are not the same concrete bug/change and would not be merged as one PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "They share the general SDPA theme, but one is CTRL-only while the other covers wav2vec2/seamless M4T families; these are separate model-specific changes." + "reason": "CTRL-specific SDPA dispatch is separate from the wav2vec2/seamless M4T family changes in #46196; shared theme only, not the same underlying fix." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch is a distinct implementation from the wav2vec2/seamless M4T dispatch work, so this is not a single underlying change." + "reason": "T5 SDPA dispatch and the multi-model audio/seq2seq SDPA changes in #46196 touch different implementations and test sets, so they are not duplicates." } ] }, @@ -20992,7 +20956,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "0df9ba7e676e4f65be214cd5c428dbb66a67881bc6d698919ef2a4cf5a5bcd4b", + "prepared_review_unit_hash": "3bdeb5f1a054a56cecc887b38d2fd16f453b71198a1672539d7bf7c09dbbbb85", "component_budget": { "node_count": 2, "item_count": 2, @@ -21014,18 +20978,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by shared distributed-model files, but they are not the same underlying change. PR #46126 is a focused EP + Trainer integration, while PR #46269 is a much broader distributed branch-base PR spanning many subsystems.", - "confidence": 0.91, + "summary": "The two pull requests overlap on distributed tensor-parallel files, but they are not the same underlying change: one is a focused EP/trainer integration feature, while the other is a broad distributed branch base spanning many unrelated distributed updates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the better canonical representative because it is a narrowly-scoped feature PR centered on EP routing and trainer integration, with a clear, concrete code path. PR #46269 is a broad umbrella/base branch touching many distributed areas and is not a good duplicate anchor.", + "canonical_pr_reason": "PR 46126 is the more canonical change because it is narrowly scoped to EP/Trainer integration and a specific tensor-parallel routing implementation, making it a coherent fix/feature rather than a broad branch aggregation.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best PR for the cluster since it is the most specific and self-contained change. PR #46269 is too wide-ranging and reads like an integration base rather than a single fix or feature.", + "best_pr_reason": "PR 46126 is the best representative because it targets a concrete code path and has a clear, self-contained purpose. PR 46269 is too broad and mixed to serve as a duplicate-triage anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the overlap is only at a broad distributed-subsystem level. #46126 implements EP routing/trainer integration, while #46269 is a sweeping distributed branch base across many files and code paths, so they are not mergeable as one PR for the same concrete change." + "reason": "Shared filenames are not enough here. 46126 implements EP routing/trainer integration, while 46269 is a large distributed branch base touching many subsystems; they do not look like the same mergeable fix or the same underlying bug/change." } ] }, @@ -21055,7 +21019,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "4d07428f3ebd4e7ea4fb855008b62d49e622eb021d941eaaf2126d977fde035e", + "prepared_review_unit_hash": "f98eac615fd89dfa9be0e7e6ac7e0dd5c08b70f05bdf1ae60202dcd4205ab69e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21077,18 +21041,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about avoiding fragile file-based source reading, but they fix different code paths: one in `import_utils.py` for resolving package source as a traversable resource, the other in `modeling_utils.py` for inspecting class source when deciding whether attention implementation can be set dynamically. Similar theme, not the same underlying change.", - "confidence": 0.91, + "summary": "Two open PRs that both remove direct file-open source inspection, but they target different code paths and likely separate bugs. One changes `import_utils.py` to avoid opening Transformers' own source file; the other changes `modeling_utils.py` to use `inspect.getsource` in attention-implementation detection.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the more concrete and self-contained fix: it replaces `open()`-based source inspection in `_can_set_attn_implementation` and includes tests for that specific behavior.", + "canonical_pr_reason": "PR #46207 is the more specific and directly motivated fix: it replaces `open()` with `inspect.getsource()` in the attention-implementation heuristic and includes a test. PR #46152 is broader and addresses a different source-resolution path in import utilities.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best representative of the cluster because it addresses a specific bug in one source-reading code path, whereas PR 46152 is a broader utility change with different mechanics and purpose.", + "best_pr_reason": "PR #46207 is the best representative change because it fixes a concrete, self-contained code path with a clear behavior change and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid reading source via raw file access, but they target different functionality and code paths (`import_utils` resource resolution vs. `modeling_utils` attention-implementation detection), so they are not the same fix." + "reason": "Both avoid opening source files, but they modify different modules and different behaviors: one resolves package resources in `import_utils`, the other changes `inspect.getsource` usage in `modeling_utils`. They do not look like the same underlying bug or mergeable change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index cb79ea655f835072195c3ea5b57af28f49efe7d3..b6cca7f546a1ba13f2a0633e394b4ba5aa519bff 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260531t180028z", + "analysis_id": "hybrid-model-20260601t000028z", "archived_artifacts": { - "hybrid": "snapshots/20260531T180028Z/analysis-runs/hybrid-model-20260531t180028z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260531T180028Z/analysis-runs/hybrid-model-20260531t180028z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-31T18:04:39Z", + "published_at": "2026-06-01T00:04:45Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260531T180028Z", + "snapshot_id": "20260601T000028Z", "variant": "hybrid" } diff --git a/snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/analysis-report-hybrid.json b/snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..b53f25144f9741a071e8549f550598a16de0345e --- /dev/null +++ b/snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/analysis-report-hybrid.json @@ -0,0 +1,2151 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260601T000028Z", + "generated_at": "2026-06-01T00:04:43Z", + "evidence_quality": "full", + 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Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and error paths; image preprocessor dtype mismatch is unrelated to AMD GPU execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch on Phi MoE is a different bug than GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms; AMD GPU issue vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is a different code path from AMD GPU incompatibility." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure and FineGrainedFP8Config failure are different model/backend issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-to-ONNX problem is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs outdated RAG docs; same general area, not the same bug or change." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items, but they target different removed features and would not be one merged fix." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export and GenerationMixin import regression are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking vs resume-training with trust_remote_code are different training failures." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch during indexing is unrelated to Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve indexing errors, but the reported symptoms and contexts differ too much to be confidently the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BERT crash is unrelated to resuming training with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Similar generic indexing symptom, but different trigger and message; not enough to treat as one bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Indexing/mask mismatch is unrelated to GPT-OSS tensor-parallel-only failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template StopIteration is unrelated to training resume behavior." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 initialization crash is unrelated to local model resume/trust_remote_code." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Missing pad_token_idx after v5 update is unrelated to training resume failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug and ModernBERT export bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both touch DeepSpeed, but one is collective mismatch in Jamba-v01 and the other is BERT index-out-of-bounds; different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-identical ZeRO-3 BERT index-out-of-bounds reports; same underlying initialization/training bug and plausible single fix." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different model-specific tokenizer/ detokenization issue vs LoRA merge/save/reload mismatch." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy invocation is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to LoRA merge/save behavior." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed-related failures: 2-D weight error vs collective mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recomputation bug is unrelated to mask shape mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding vs uninitialized memory after materialization are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index crash is unrelated to GPT-OSS only-TP failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/activation checkpointing shape issue is unrelated to trainer custom compute_loss signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT init crash is unrelated to GPT-OSS tensor-parallel-only failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different Gemma4 input/embed behavior vs Qwen3.5 video template mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM config attribute error is unrelated to tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 compatibility report is unrelated to Qwen-3 NVFP4 runtime failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to Qwen3 auto device mapping assertion failure." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel-only failure." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding issue is unrelated to GPT-OSS tensor-parallel-only failure." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms: Mistral image dtype mismatch vs Qwen NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to MPS histogram kernel limitation." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 load/init failures, but the models and reported symptoms differ enough that they don't look like the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed features and likely separate cleanup edits." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral image dtype mismatch is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to MPS histogram kernel support." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRl SFT embedding unpacking is unrelated to MPS histogram kernel support." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy invocation is unrelated to Phi autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing issue is unrelated to GenerationMixin import regression." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure is unrelated to outdated RAG docs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call is unrelated to mask shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Version incompatibility report and USE_DISTRIBUTED=0 support regression are different compatibility problems." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to pytorch distributed-disabled support breakage." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM config attribute error is unrelated to Qwen3 auto device mapping assertion failure." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index-out-of-bounds reports, but they involve different models and likely separate load paths." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs wording and run-command docs removal are separate documentation issues." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to distributed-disabled support breakage." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-map mismatch and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU failure is unrelated to table-question-answering crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: this is mostly a broad thematic cluster with no single global canonical, and the only clearly duplicate subgroup is the ZeRO-3 BERT index-out-of-bounds pair (issue:43596 / issue:43638). The soft-edge verdicts are generally conservative and avoid overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "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:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43716|issue:46294", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43541|issue:44589", + "issue:41093|issue:43596" + ], + "prepared_review_unit_hash": "1db38b5924f5634c69bf9409335b40fb936f1b76f9e8015d8514ce9b90f0dd90", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39559, + "estimated_input_tokens": 9890, + "estimated_eval_tokens": 20036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model-specific regressions or docs/config issues. I only found two clear duplicate pairs: the v5 AutoTokenizer wrong-token-ID regression and the Qwen3.5 video/chat-template regression.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the best representative of the duplicate tokenizer-regression subgroup: it is broader than the Granite-specific report, remains open, and describes the same v5 wrong-token-ID failure across multiple model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest global issue anchor among the accepted duplicates because it captures the widest version-wide tokenizer regression with multiple affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failures: processor loading vs device mismatch during forward." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated subsystems: Liger kernel cross-entropy path vs Qwen video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different problems: detokenization bug vs RAG example documentation freshness." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same v5 AutoTokenizer regression producing wrong token IDs across model families; 45920 is the broader tracker." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading bug vs outdated RAG examples; not the same underlying issue." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad remote_code breakage vs a specific USE_DISTRIBUTED=0/pytorch compatibility regression." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are load failures, but for different models and different root causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading error vs documentation issue; no shared code-path bug." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor change is unrelated to distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute in vLLM and the other is a model-specific sliding_window issue." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Gemma3 sliding_window_pattern problem." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different load failures; no evidence of the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes and contexts differ; not enough to treat as the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model failure vs table-question-answering crash; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility is not the same as the PretrainedConfig pydantic-field regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different failures: ZeRO-3/Bert index error vs torch 2.4.1 and transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated features and error paths." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Different model/runtime bug vs config-model schema break." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but the reported failures are different enough that they do not look like one concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 loading error is unrelated to table QA crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern issue and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat/completions streaming failure vs MPS histogram_mps limitation; different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to the MPS histogram issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/dtype-adjacent, but the concrete failures differ and do not look like one bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure and template-node compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Same as above: import error vs config attribute regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "General version incompatibility vs a specific device-map forward mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 zero-size index failure." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are separate issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and PretrainedConfig pydantic break are distinct config regressions." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing error vs TP-only GPT-OSS MoE support issue; not the same problem." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Memory/OOM regression under int4 quantization vs tied-weights translation model bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError vs SFT trainer embedding-unpacking failure; different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and pydantic PretrainedConfig break are different load/config issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss support and Qwen3.5 chat streaming failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal regressions: image-preprocessor dtype mismatch vs video token/feature mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window issue in Qwen3-MoE is not the same as the PretrainedConfig schema break." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch 2.4.1 compatibility problems are different versions of different failures." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5 video-input regression where apply_chat_template/video tokens and features no longer align in v5.3.x." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different IndexError signatures and contexts; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted soft pairs are well supported by the packet: 45812/45920 are the same v5 AutoTokenizer wrong-token-ID regression, and 44479/46294 are the same Qwen3.5 video/apply_chat_template mismatch. The negative verdicts also stay cautious and do not overclaim shared root causes from superficial similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "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:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387" + ], + "prepared_review_unit_hash": "293895915564a67f82a9e16aff9bf79c5e8cb58299cc160a124c3c358e99e5a8", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37144, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues with only one clear duplicate thread: non-persistent buffers being corrupted/junk-filled during `from_pretrained` in v5.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the clearest canonical issue: it states the regression precisely (`from_pretrained()` corrupts non-persistent buffers) and matches the closest duplicate reports about the same junk-filled buffer behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue because it is specific, regression-focused, and central to the only confirmed duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are about SigLIP2, but one is about worse text embeddings and the other about nonsensical pipeline/AutoModel results; the root cause is not clearly the same." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen 3.6 internals, but one is about `text_config` unwrapping in `from_config` and the other about uninitialized rotary frequencies after materialization; different bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different problems: TensorBoard/TensorFlow backend detection versus a torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and failure modes: image preprocessor dtype mismatch versus Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP `'weight' must be 2-D` and TRL embedding unpacking are unrelated failures." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern loading custom code, but one is a trust_remote_code cache-path collision and the other is loading the wrong custom module after save/load; too different to merge." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated code paths." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug while the other is a broader translation-model v5 issue; not the same concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and a GLM5 issue are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 crash is a separate cache-kernel issue, not the tied-weights regression." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantized offloading behavior and tied-weights issues are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied weights on translation models are different issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a docs command removal note are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and Qwen-3-8B-NVFP4 runtime errors are different failures." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: v5 `from_pretrained` corrupts/fills non-persistent buffers with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors versus general poor SigLIP2 text embeddings; not the same concrete issue." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Direct duplicate of the non-persistent buffer corruption/junk-filled buffer regression." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype/BF16 behavior, but the actual failures are different model/training paths." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer keyword-argument mismatch and DeepSpeed ZeRO-3 load-time index error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch buffer/materialization behavior, but one is buffer corruption in `from_pretrained` and the other is uninitialized rotary frequency memory after `to_empty`; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities: bitsandbytes `Int8Params` vs missing Float8 storage." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading noise are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but the reported symptoms differ and no shared concrete bug is evident." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing `all_tied_weights_keys` are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes across transformers versions are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 rotary buffer materialization bug are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Qwen3.5 flash-attention position_ids crash and CPU-offload incompatibility in rotary embedding are different code paths." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and int4 quantization memory growth are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The accepted duplicate thread around non-persistent buffer corruption in `from_pretrained` is supported by the issue titles and the soft-pair evidence, and the other soft-edge rejections read conservative rather than overstated. Minor note: the duplicate cluster is really a three-issue thread (`43644`, `43950`, `44534`), not just a pair, but the overall conclusion is still correct." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43257|issue:43866", + "issue:42915|issue:43872", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "0431bc28b08722a79abfa998fa381e1722cc01cfba4a64123ec7efd8414d380f", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37434, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous closed issues with only a few clear duplicate subclusters. The strongest matches are the v5 docs/pipeline wording issue, the bitsandbytes `_is_hf_initialized` incompatibility, and a likely SigLIP2 implementation discrepancy; the rest are too model- or symptom-specific to merge safely.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the clearest anchor because it names a concrete, reproducible `_is_hf_initialized` / Int8Params incompatibility and has a very strong duplicate counterpart in 44291.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failure modes; one is Voxtral tokenizer error messaging, the other is a GLM-4v load failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific ScandiBERT load failure; not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs Python 3.13 flash_attn import-key error; unrelated code paths." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point at the same SigLIP2 text-embedding discrepancy/implementation mismatch relative to expected behavior." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading, but the concrete issues differ; this is too broad to treat as a duplicate." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing behavior is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "One is missing fields in AutoConfig with trust_remote_code, the other is a broader remote_code regression; same area but not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different loading backends; no concrete shared failure path." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel limitation is unrelated to a Gemma4 device-mismatch forward bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve LoRA/training, but one is a hf4.x\u2192hf5.x Qwen3 MoE incompatibility and the other is a tie_word_embeddings warning." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different errors; Molmo tie-weights attribute issue does not match a GLM-4v load failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for est-roberta is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2.5-VL is unrelated to the bitsandbytes `_is_hf_initialized` constructor issue." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code breakage does not match a specific Gemma4 PLE device placement bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like / tokenizer mapping logic is a different path from remote_code loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated model-specific failures." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility during model init/loading with bitsandbytes/init_empty_weights." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FineGrainedFP8Config failure and bitsandbytes `_is_hf_initialized` incompatibility are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing behavior is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but the model variants and missing-weight patterns are not specific enough to assert the same root cause." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg error and tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading issues with no shared concrete failure path." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex problems are different issues." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to non-persistent buffer corruption in from_pretrained." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same v5 docs regression: stale references to removed pipeline tasks." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper cannot run is too broad to safely equate with a specific _torch_extract_fbank_features issue." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` incompatibility manifesting through different loading entry points." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different failure classes; no shared root cause." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 training failure is not the same as the bitsandbytes/init_empty_weights constructor regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about weaker links. The accepted soft-edge pairs are well supported by the issue titles/body themes, and the rejected pairs are cautious rather than overstated. No mergeability or same-bugfix claim appears inflated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "a0420541163aee96969bd7ccb5e627e301c2e99e713f13480fb45f92ca8648f7", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37486, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs span different models, symptoms, and code paths. Only the two Transformers 5.0 custom model initialization issues look like the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broader, cleaner description of the same Transformers 5.0 custom-model initialization regression; 43645 is the notebook-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative because it captures the core regression without the extra Jupyter-specific framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both mention Qwen3.5/3D position_ids, but one is a flash-attention illegal-access crash and the other is SDPA/BF16 training instability; different concrete bugs and likely different fixes." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same generic IndexError wording, but no evidence they share the same failing code path or model; too little to treat as a duplicate." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen regressions, but one is a broad v5.3.0 input regression and the other is a StopIteration in Qwen3-vl-embedding; not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading/tokenizer errors, but they involve different models and different failure modes; not the same underlying issue." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loader/cache failures; no shared concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight shape error vs void segmentation map image-processor failure." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are low-level model internals, but one is Qwen2.5-VL rope scaling and the other is Qwen3.5-MoE uninitialized memory after meta materialization; unrelated fixes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but one is an FSDP2 shared_kv_states KeyError and the other is a device_map forward mismatch; different code paths." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "No overlap beyond broad Qwen/GGUF context; unrelated issues." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer loading regression vs Kosmos2.5 OCR index error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different attention paths; one is Bamba SDPA/compile, the other is Qwen3.5 Flash Attention with 3D position_ids." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same Transformers 5.0 regression breaking custom model initialization; the notebook mention in 43645 is just a usage context, not a distinct bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video inference StopIteration and an MPS histogram op-not-implemented error are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF model support and a Float8 storage lookup error are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs meta-device loading issues; different failure modes and likely different fixes." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5/video-ish workflows, but one is a video StopIteration and the other is embedding unpacking with TRL SFT; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing class import and meta-device loading regression are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error vs Qwen3Moe FP8 failure; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping metadata bug and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a model/pipeline nonsense-results report; not enough evidence of the same root cause." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched embedding/token leak vs Whisper empty-transcription generation failure; different models and mechanisms." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "StopIteration in Qwen3-vl-embedding video input vs a generic mask/tensor shape mismatch; not the same failure." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config loading for granite_speech and tiny-random glm4v config validation are separate config issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed zero3/BertModel indexing error and tokenizer-mapping-related model addition failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both touch initialization/loading, but one is a zero3 Bert index error and the other is add-new-model-like metadata handling; different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping metadata bug vs generic index-mask mismatch; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different memory-management issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both involve SigLIP2, but 39692 is a docs/example problem with model-processor mismatch and quantization failure, not the same as zero probabilities." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility across versions and BitNet packed-weight loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted pair, issue:43645 / issue:43646, is well supported by the titles and descriptions as the same Transformers 5.0 custom-model initialization regression, with 43645 appearing as a notebook-specific variant. The other pairwise rejections are cautious and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:44960|issue:44977", + "issue:41720|issue:42915", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:44402|issue:44488", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43873|issue:44387" + ], + "prepared_review_unit_hash": "5127f3558a92c098a6e315a39557e1ee247013631ce56d92d1bc8ce4fbf89f46", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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": "This cluster is mostly heterogeneous. The only strong duplicate pair is 43644/44534 about non-persistent buffers being filled with junk. The Gemma/T5Gemma resize_token_embeddings reports are similar in theme but are not a true duplicate pair here because they affect different model families and different submodules.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43644 is the best canonical issue because it is the clearest, broader regression report and it has the strongest confirmed duplicate match in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best representative issue for the cluster: it captures the only clearly duplicated bug and is more general than the other model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Same broad area (generation) but different models and different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "CUDA auto-device-map assert and LoRA version-compatibility are unrelated bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 reports, but one is ZeRO-3 loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they concern different models and no shared concrete code path is evident." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bug classes: qwen3_moe hf4.x/hf5.x incompatibility vs Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD argument handling are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of the same non-persistent-buffer junk regression in Transformers 5." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE loading/version issue is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization, but they hit different tokenizer logic and different model families." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 docs/example errors are not the same as a checkpoint-specific AutoModel/pipeline output regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: unit-test load correctness vs weight-shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to GLM-4.7-Flash loading tests." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is training memory usage and the other is quantization/offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA hf-version incompatibility is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: buffer initialization junk vs custom model initialization in notebooks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related to memory pressure, but not the same concrete bug or fix." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/model-version compatibility is unrelated to the resize_token_embeddings output_embeddings bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different causes and affected paths." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer/load failures for different models; no shared root cause is clear enough." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor _tokenizer error are separate code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Extra_state save/load handling is distinct from init_empty_weights argument incompatibility." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they affect different model families and different submodules, so this is not a true duplicate." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but the model classes and concrete failure paths differ." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different symptom types; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility is unrelated to meta-device loading regressions." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is different from a model-loading failure for sleng-bert." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state rebuild and Qwen3.5/3.6 config unwrapping are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different failures in different models: Gemma4 attention state vs Qwen3_5Moe CPU offload." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading and int4 reserved-memory OOM are related only broadly, not as one duplicate bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, and the 43644/44534 duplicate call is well supported by the titles. However, the analyst overstates the Gemma/T5Gemma pair: 45276 and 45335 are similar resize_token_embeddings regressions, but they affect different model families and different submodules, so the packet does not justify treating them as a true duplicate with high confidence. The soft-edge verdicts should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:41720|issue:44155", + "issue:44479|issue:44877", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805" + ], + "prepared_review_unit_hash": "e88e86c42f1168a91e3dc0df819d6c6715b48096eb644fc5cfff203398e1045c", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37909, + "estimated_input_tokens": 9478, + "estimated_eval_tokens": 19212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated regressions across different subsystems. The only clear duplicate here is the Gemma4/resize_token_embeddings reports, where one issue is a broader version of the other.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45276 is the most complete description of the resize_token_embeddings regression and subsumes the narrower 45292 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best representative issue: it is specific, reproducible, and covers the broader symptom set in the only clear duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: audio batched inference token leakage vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated code paths: init_empty_weights argument handling vs mmap-related OOM behavior." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve 4-bit quantization, but they are different models and failures (NVFP4 load error vs MXFP4 fallback to bf16)." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 model-loading issue vs sinq save/load corruption; same broad area, different bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config creation bug and Gemma4 FSDP2 attention-state bug are distinct." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes: int4 quantization reserved-memory growth vs mmap on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA effectiveness in training and the other is an eval-mode restriction." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug; 45292 is the narrower output_embeddings symptom of the broader failure reported in 45276." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: GLM-4.7-Flash loading failure vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient-checkpointing eval-mode issue and RLHF NaN/SDPA-fallback issue are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs Gemma4 shared_kv_states/FSDP2 KeyError are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model save permission propagation and wrong-module loading are different serialization bugs." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 batch leakage are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen models vs strict config preventing granite_speech loading." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are distinct issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer max_steps resume miscalculation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Similar API area, but different manifestations across different model classes; not enough evidence for the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook/custom-model init regression is unrelated to extra_state save/load handling." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch for special tokens and a ScandiBERT load failure are not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failure are different problems." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are separate failure modes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE conversion/loading issue and NemotronH checkpoint loading failure are different model-specific bugs." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention breakage on torch>=2.9 is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenizer-version drift are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading breakage is distinct from the notebook custom-model initialization regression." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 dtype mismatch do not share the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an old issue and Qwen3.5 PagedAttentionCache group-type crash are not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver resizing/interpolation behavior." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization loading behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge calls are conservative. The only accepted pair, issue:45276 vs issue:45292, is plausibly the same resize_token_embeddings regression with one report being a narrower symptom of the broader Gemma4 issue. No other pair is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46304" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:44530|issue:46304", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "0d966ea9026f716fdcd339c6b642fecfdbc6c7496d3cbcc535686041fe7b8a86", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36034, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically similar but not duplicate: it mixes many unrelated Transformers v5 regressions across tokenizers, model loading, training, multimodal paths, docs, and internal runtime behavior.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative; the nearest broad regression issue is still too specific to model initialization and does not cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about stale return_all_scores wording and the other about removed pipeline task docs; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation failure are unrelated runtime errors with different code paths." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking are different failures, not one underlying issue." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token name collision and gguf_file loading breakage are distinct tokenizer/loading bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and from_config text_config unwrapping affect different serialization paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a dev-version regression and the other is a weight-shape mismatch; not the same concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3 BertModel init and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "These are different tokenizer/model-loading failures for different models and different internal causes." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 bad outputs and ModelOutput key assignment with prior None are unrelated behaviors." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading failure for a different model are not the same issue." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different memory problems with different fixes." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline regression and CamemBERT masked-LM regression are unrelated model-specific bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU device placement bug in XLNet relative positions and Qwen3.5 MoE CPU offload incompatibility are not the same code-path problem." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state save/load failure and v5.3 video-input regression are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Two different tokenizer-loading failures for different models; no shared underlying defect." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag break are separate runtime regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-like addition failing inside TOKENIZER_MAPPING_NAMES and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not a duplicate." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and runtime post-processor updates in TokenizersBackend are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are different subsystems and bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "These are distinct model-loading regressions on different models and code paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache invalid group type are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and FineGrainedFP8Config Qwen3Moe failure are different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter not updating and Qwen2.5-VL iterable dataset multi-image finetuning failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper issues, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache linear_attention crash and USE_DISTRIBUTED=0 support break are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and template compilation error are different runtime problems." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast are separate model-loading failures." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5-related regressions, but one concerns non-persistent buffers and the other custom model initialization; too broad to merge 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": 1, + "component_count": 18, + "review_unit_index": 9, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:43322|issue:43540", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:42915|issue:44589", + "issue:44062|issue:44987", + "issue:43404|issue:45127", + "issue:43611|issue:44534" + ], + "prepared_review_unit_hash": "83919fdb0df6aa307b336be5586a9c78a712e6a1bb100f07f083baf58649cfee", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37081, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "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 v5 regressions. Only two soft edges look like true duplicates: the GGUF loading failures and the Qwen3.5 save_pretrained regressions.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43646 is the clearest broad representative: it captures the common v5 regression theme around broken custom-model initialization without being overly model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best standalone issue in the set because it is concise, broad, and directly describes a core Transformers v5 breakage affecting model initialization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature-extraction bugs, but the titles point to different failure surfaces; not enough evidence they are the same concrete code-path defect." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward is a different problem from StaticCache.get_seq_length returning a tensor." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe GGUF/model loading breakage in Transformers v5 and plausibly stem from the same loading-path regression." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "One is a missing all_tied_weights_keys attribute in Molmo; the other is a specific model-load failure. Different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "gpu/cpu offload with dequantized models is unrelated to GGUF loading failures." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-states output vs rope-index scaling." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different subsystems and failures; no shared concrete code path." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend resolution, but one is an install-extra omission and the other is an unsupported backend mapping entry." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask batching are different bugs." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer load regressions, but they affect different models and likely different loader paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer serialization are unrelated v5 regressions." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to cache sequence-length typing." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie and the other is device-dependent serialization; not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault on Llava Next loading and video-input processing in Qwen3OmniMoe are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical model outputs and wrong processor image size are different problems." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise during loading and Mistral regex patch crashes are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model initialization and buffer serialization are different regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch and DAC from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo processor sizing." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model-load failure for ScandiBERT is unrelated to Mistral regex patching." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failure modes and different model families." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are Qwen3.5 save_pretrained regressions about incorrect checkpoint serialization, likely the same underlying bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer load conflict and MobileLLM key error are different loader issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized TypeError are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Broken _is_hf_initialized flag and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and Float8 storage deserialization failure are different issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to model loading regressions." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is a missing tie and the other is LoRA merge collapse with extended vocab; not clearly the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to non-persistent buffer junk filling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The two accepted soft edges are reasonably supported by their shared GGUF-loading and Qwen3.5 save_pretrained themes, and the remaining rejections do not overclaim sameness based on the available titles. The cluster summary is also appropriately cautious about the set being mostly unrelated regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43632", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:43296|issue:43531", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:43421|issue:44568", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:44683|issue:45020", + "issue:43381|issue:45923", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43482|issue:45538", + "issue:44291|issue:44589", + "issue:43317|issue:43856", + "issue:41553|issue:43582", + "issue:43482|issue:43525", + "issue:43818|issue:45357", + "issue:42175|issue:45542", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072" + ], + "prepared_review_unit_hash": "ea582e59583f99458a07f163d3a12f7b33b3d4a8c4237beb80491ae1aa546a6f", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35723, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers/model-specific bug reports. The only common thread is broad regression-style loading/training failures, but the soft pairs mostly differ in model family, failure mode, and code path. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest regression-style issue here: it frames a recent-version breakage affecting remote_code models, which is the closest umbrella theme among otherwise disparate model/tokenizer bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster anchor because it is the most generally phrased and most representative of the shared \u2018recent Transformers version regression\u2019 pattern, whereas the others are narrower, model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Both are model-loading/config issues, but one is a Qwen3-MoE sliding_window bug and the other is a Granite Speech config strictness problem; different models and code paths." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window failure are unrelated model-specific bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer special-token attribute conflict is unrelated to Qwen3 device-mapping cuda assertions." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug; not the same failure." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy transformer loading are different issues." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "GPT-OSS perplexity on WikiText and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and missing Float8 storage object are different errors with no shared code path." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special tokens, but one is a backend post-processor update bug and the other is a tokenizer-specific BOS/EOS regression; too different to merge." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen VL training, but multi-GPU training and iterable-dataset multi-image prompt failures are distinct problems." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General loading noise vs a specific tokenizer load failure for EMBEDDIA/est-roberta are different symptoms and fixes." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about non-persistent buffers; different underlying bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma-4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code breakage in recent Transformers are different compatibility issues." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing supports_gradient_checkpointing flag are related only thematically; they are not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json being ignored and Granite token IDs being wrong are both tokenizer issues, but they point to different loading/processing failures." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both involve degenerate classification behavior, but one is tied to flash_attention_3 and the other to problem_type/num_labels=1 loss logic." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Qwen2.5-VL multi-image iterable-dataset training failure and Qwen2.5-VL temporal position-id scaling are different bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure in Transformers v5 and CLIPTokenizer model_max_length handling are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and missing Float8 storage object are distinct runtime issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload/load failure and Qwen3 MoE memory inefficiency are different training/inference problems." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are unrelated model/config issues." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower/temporal-attention issue and Qwen3.5 save_pretrained key regression are different model families and code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "One is missing TensorFlow in a torch extra install, the other is tensorboard-only causing a TF backend error; related packaging area but not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related model bugs, but they affect different models and mechanisms (padding mask support vs sliding-window all-padding NaNs)." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding_window Qwen3-MoE failure and init_empty_weights/_is_hf_initialized TypeError are different regressions." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatches are unrelated torch compatibility 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": 18, + "review_unit_index": 11, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43792", + "issue:43819", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:44079|issue:44534", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:35707|issue:40444", + "issue:43761|issue:44079", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43296|issue:45800", + "issue:44568|issue:45920", + "issue:43701|issue:45325", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:40990|issue:45584", + "issue:43257|issue:45923" + ], + "prepared_review_unit_hash": "c8e479840f8692cdbb194eba7ae24aa9aac02b19e2e87c03f7b1ae485e8a8452", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37139, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers issues, with a few broad v5 regression themes around model loading, initialization, and tied weights. None of the soft pairs look close enough to merge as true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43611 is the broadest and most representative issue in the set: it describes a concrete v5 model-loading regression and overlaps conceptually with several nearby initialization/loading complaints more than the others do.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single representative issue because it is concrete, well-scoped, and captures one of the recurring regression themes in the cluster without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5-related loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; they are related theme-wise, not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes: _is_hf_initialized/model init regression versus bf16 dtype mismatches in inference." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model correctness issues, but the symptoms and code paths differ: SigLIP2 AutoModel/pipeline output corruption vs Perceiver resolution handling." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Completely unrelated: missing TensorFlow backend in an extra install versus PaddleOCR-VL load failure in vLLM." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and bugs: Qwen2.5-VL rope/position-id scaling versus Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper inference failure and meta-device loading regressions are not the same underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a broken weight tie causing bad generation while the other is inconsistent serialization depending on device." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated issues: ModelOutput key assignment versus non-persistent buffer initialization." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different areas: FineGrainedFP8Config support for Qwen3Moe versus GGUF loading failure for Qwen2.5." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is video vision_position_ids regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, different bug: still-image temporal position scaling versus video-position-id computation." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk initialization is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL finetuning with multiple images." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different concrete failures: Qwen VL video-input regression versus Gemma4 PLE device mismatch under device_map auto." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export export failures through torch_compilable_check are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument error is distinct from strict config validation for granite_speech." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to torch/Transformers version incompatibility." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Tokenizer special-token regression for mdeberta-v3-base is not the same as broader AutoTokenizer wrong-token-ID regressions across multiple models." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention inference mismatches, but CPU offload device placement and DAC.from_latents vs forward STE mismatch are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device map CUDA assertion and Gemma4 PLE device mismatch are separate model-specific device-placement bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash and torch.export with torch_compilable_check are unrelated code paths." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying/generation failure is unrelated to Bamba-9B-v2 torch.compile SDPA failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same bug as Qwen2.5-VL finetuning with multiple images." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency and OmDet-Turbo processor/model resolution mismatch are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied lm_head weights causing bad generation is unrelated to bf16 dtype mismatch issues." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and missing supports_gradient_checkpointing on a trust_remote_code model 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": 18, + "review_unit_index": 12, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "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:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:44008|issue:45823", + "issue:43450|issue:45701", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:44423|issue:45406", + "issue:42175|issue:46291", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:43749|issue:44534", + "issue:44186|issue:44610", + "issue:45632|issue:45684" + ], + "prepared_review_unit_hash": "33054856126c2f2a82126e9db8c4e3596ca79469e4ef759093c0a01a4a44c0a9", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformer bugs with a few broad thematic overlaps (offloading/loading, tokenization, multimodal processors). I would not merge them as duplicates; only a couple look superficially similar, but the underlying failures differ.", + "confidence": 0.79, + "canonical_issue_reason": "If forced to pick one representative, issue 43873 is the broadest and most connected item in the offloading/quantization area, with multiple soft links and inbound references. It is still only a theme hub, not a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single issue to anchor the cluster because it has the strongest cross-links and the most general failure description among the offloading-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/loading, but one is a dequantized-model load failure with device_map=auto and the other is a broader quantization offloading issue; not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model is not the same bug as gradient checkpointing not being effective with PEFT LoRA." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-vs-single output mismatch due to padding masks is unrelated to Perceiver image resolution failures." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenization changes across transformer versions." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying in a multimodal model is a different code path from packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device mapping cuda asserts and Qwen3.5 flash-attention generation failures are different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch model save/serialization, but one is about tied lm_head weight serialization and the other about visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to kernels v0.15 requiring version/revision metadata." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model loading failure is not the same as a tokenizer-loading regression for another model." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Running 3d_parallel.py and Qwen3Moe FineGrainedFP8Config failures are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a different generation-path bug from Qwen3 device-mapping cuda asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset not working is unrelated to generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype handling and Trainer resume_from_checkpoint max_steps calculation are unrelated training/loading bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in forward and the other is a device mismatch in PLE; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bugs do not match tokenization behavior changes across versions." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weight serialization and incorrect visual encoder keys are different model-specific save_pretrained issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching issues are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech loading is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile SDPA failures and BitNet packed-weight unpacking failures are different code paths and root causes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss argument incompatibility is unrelated to Qwen3Moe FineGrainedFP8Config failures." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected num_items_in_batch in compute_loss has nothing to do with 3d_parallel.py not running." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal serve crash due to string handling is different from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow backend packaging and kernels version/revision metadata are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory growth/OOM and an apex RMSNorm memory leak are different memory issues with different causes." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/offloading and memory pressure, but Strix Halo mmap OOM is a platform-specific fix, not the same as quantization offloading behavior." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch and Perceiver non-default-resolution failure are both vision preprocessing issues, but they affect different models and mechanisms." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile SDPA and Bark-small CPU offload device mismatch are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading broken is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/batch handling and OmDet processor image-size mismatch are different subsystems." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "trust_remote_code cache-path collisions and save_pretrained permission propagation are both custom-model save/load topics, but they are distinct 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": 18, + "review_unit_index": 13, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44530", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:43322|issue:46050", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:45081|issue:45812", + "issue:43525|issue:46291", + "issue:43316|issue:44913", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43540|issue:43782", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:43421|issue:45701", + "issue:44530|issue:46291", + "issue:42915|issue:43322", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059" + ], + "prepared_review_unit_hash": "f446bc5262eb4bf413769d9181efc340b6bce67efbaf8d8971284cfa71c0c19e", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36309, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of mostly unrelated issues across tokenizers, processors, model loading, distributed inference, and docs. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45812 is the strongest single issue candidate: it is concrete, clearly scoped, and describes a broad v4\u2192v5 regression with multiple references and an obvious failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most actionable and representative issue here because it names the affected component, the regression nature, and the concrete symptom very clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Different failure classes: model loading segfault for Llava Next vs quantization/save-load breakage for sinq models." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization, but one is a processor/tokenizer API regression and the other is a broad version-dependent tokenization change; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3MoE FP8 failure vs device-map/offload loading failure for a dequantized model." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated model-specific failures: auto device mapping assert on Qwen3 vs segfault while loading Llava Next." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity is a model/eval quality issue; the other is a tokenizer regression report. No shared concrete code path." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "One is a Qwen3 device-mapping assert, the other is a generic script execution problem; no overlap in bug cause." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are distributed-model issues, but they involve different models and different breakpoints (auto device map vs tensor-parallel-only on GPT-OSS MoE)." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a failure running 3d_parallel.py." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "A torch version incompatibility and a kernels import requirement are different dependency problems." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a Mistral regex patch crash and the other is wrong token IDs for Granite; different code paths and fixes." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in a config is unrelated to the kernels version/revision import error." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config issues: Gemma3 text-config API discrepancy vs GPTNeoX rotary_pct persistence bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and StableLm missing pad_token_idx are unrelated config/model bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen modular recurrent-state reset are different model behavior issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is weight_only loading." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token/post-processor synchronization is a different tokenizer bug than Granite token-ID regression." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer implementations and failure modes: LayoutLMv2 NER/padding crash vs MLuke task AttributeError." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT image-processor label reduction and glm-4v loading failure do not share an underlying cause." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General fast/slow tokenizer inconsistency is not the same as T5Tokenizer\u2019s add_special_tokens conflict on import/load." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference crash are distinct API paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map handling and Bark voice_preset processing are different processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/loading issues, but they affect different models and mechanisms: CPU offload mismatch vs packed-weight unpacking." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Special-token runtime updates and version-driven tokenization changes are not the same concrete bug." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 has no overlap with the kernels import requirement issue." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different failures on different architectures/models; no shared code-path evidence." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and token registration/decode failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoModel config unwrapping are different issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs/code and outdated pipeline-task docs are separate documentation problems." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric-gathering label truncation and SAM3 text/bounding-box behavior are different bugs in different components." + } + ] + }, + "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": 18, + "review_unit_index": 14, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "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:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46294" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43873|issue:45704", + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:33666|issue:35707", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43421|issue:43653", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:45663|issue:45923", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:43421|issue:44186", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43540|issue:46294", + "issue:44625|issue:45479", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "281cc107725bfb8c50ba977d6a57c9ec0769a4d16a89179a640fa6555bcfe63d", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37486, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues; only one soft pair is a true duplicate. The Qwen2_5_VLProcessor batched apply_chat_template crash appears twice, while the other candidate pairs share only broad subsystem/topic similarity rather than the same bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44545 is the clearest representative of the duplicated Qwen2_5_VLProcessor.apply_chat_template crash, with the same failure mode and slightly better linkage/wording.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue representative because it is the exact bug report for the only confirmed duplicate pair and is the cleaner, more central report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same bug and same API path: Qwen2_5_VLProcessor.apply_chat_template crashing on batched input when padding=False." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Unrelated bugs: trailing-slash local path import warning vs a multimodal token counting video-branch NameError." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different tokenizer/config issues: runtime special-token post-processor updates vs DiaConfig custom token IDs after save/load." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: Perceiver image resolution handling vs dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated training/generation issues for different models and mechanisms." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen 3.5 multimodal configs, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding compatibility; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs missing Float8 storage type." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: flash_attention sink handling vs composite config unwrapping in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Same broad Qwen family, but one is a warning about tie_word_embeddings while the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer issues: AddedToken keyword conflict vs loading a specific pretrained model." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: loading a specific model vs PIL backend image processor torchvision dependency regression." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer bugs: runtime post-processor update vs BigBirdTokenizer mask token registration/empty decode." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different documentation/model mismatch issue vs processor/model input-size mismatch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: apex RMSNorm leak vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different failures: Gemma4 FSDP2 shared_kv_states bug vs missing gradient-checkpointing support flag." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training-mode behaviors: checkpointing disallowed in eval vs abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both hit HF_HUB_OFFLINE, but one is a cache-load failure and the other is a specific Mistral regex/model_info offline regression." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer-related issues: Qwen3.5 embedding unpacking vs trainer.evaluate() after trainer.train()." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and failure modes." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: T5 memory leak vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and unrelated failures." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config/model issues: missing pad_token_id on Llama4Config vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related tokenizer area, but different concrete failures: backend_tokenizer attribute crash vs codec handling/incorrect warning regression." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: SigLIP2 docs/model mismatch vs quantization offloading behavior." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both concern Qwen3.5 video, but one is a ValueError in Qwen3OmniMoe video processing and the other is chat-template/video-token mismatch in Qwen3.5-9B." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different classification/config bugs: num_labels propagation vs degenerate zero loss for single-label classification." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal model bugs: weight_only loading failure vs incorrect video vision_position_ids." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly duplicated pair is issue:44514/issue:44545, whose titles describe the same Qwen2_5_VLProcessor.apply_chat_template batched-padding crash. The remaining pair judgments stay conservative and do not overclaim duplicates. No pull-request mergeability concerns apply here because these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:45356|issue:45907", + "issue:43994|issue:44671", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43746|issue:46050", + "issue:43596|issue:44220", + "issue:44077|issue:44625", + "issue:43653|issue:43720", + "issue:42915|issue:43746", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:44186|issue:44898", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43950|issue:45987", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:44448|issue:44671", + "issue:43540|issue:45381" + ], + "prepared_review_unit_hash": "2d46f29d098b03386e2fb72ecc58f5e86cf4202efac3f675d7bcc9a9e81ed331", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37161, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers bug reports with only shallow keyword overlap around tokenizers, loading, and model regressions. I do not see any strong duplicate pairs; the soft matches are mostly same-subsysteem but different root causes.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44843 is the clearest, most concrete regression report with a single identifiable failing code path (`_patch_mistral_regex` / offline hub access), so it\u2019s the best anchor for this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the most actionable representative issue: specific symptom, clear repro surface, and it sits in a broader tokenizer-regression theme that appears multiple times in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Both involve tokenizer-related behavior, but 45356 is a Mistral-regex/codec regression while 45907 is about forwarding `revision` in `list_repo_files`; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output quality regressions, but they affect different models and different code paths (`SigLIP2` vs `CamemBERT`)." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "One is a BitNet loading/unpacking failure, the other is a DAC latent/STE mismatch; unrelated functionality and failure modes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to the `GenerationMixin` import error." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both mention loading/serialization, but one is PEFT adapter loading for GraniteSpeech and the other is quantized-model save/load corruption; different underlying problems." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures in different paths: DeepSpeed ZeRO-3 init on BertModel vs `_torch_extract_fbank_features()` audio preprocessing." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "`patchtsmixer` post-init policy and Qwen3.5 `num_labels` propagation are unrelated config/model issues." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode bug and BitNet packed-weight unpacking bug do not share the same root cause." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is not the same as GraniteSpeech local checkpoint loading with PEFT adapters." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs tokenizer-mapping-name failure when adding a model-like entry; different subsystems." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma 3n variable-name collision are distinct model-specific bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions field regression and RTDetrV2 output differences are separate model API/behavior issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention SDPA/dtype/compile issues, but one is a Bamba compile failure and the other is a dtype mismatch in two different models." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint/PEFT loading vs offloading-with-quantization are related only at a broad loading level, not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 OCR index error are different symptoms and code paths." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Both are model/runtime bugs, but SDPA compile failure and DAC STE mismatch are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging across models is not the same as the single-label-classification loss degeneracy bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering last-batch behavior and Mamba2 cache correctness are different training/runtime issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash and Perceiver non-default-resolution failure are separate model-specific bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated architecture/config regressions." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor dtype mismatch in Mistral-3 is not the same as Gemma 3n audio tensor name collision." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "`AddedToken()` keyword collision and failure to load `cjvt/sleng-bert` are distinct tokenizer/load issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration bug and DAC latent mismatch do not share a code path or symptom." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and strict `trust_remote_code` config loading are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral-regex handling, but 44843 is offline hub access from unconditional `model_info()` while 45081 is an AttributeError on tokenizer internals; close but not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to `StaticCache.get_seq_length()` returning the wrong type." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "`trust_remote_code` missing fields and strict config rejection for granite_speech are different config-loading failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update and Whisper `batch_decode()` ignoring `skip_special_tokens` are related to tokenization but not the same defect." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and different regression surfaces: Pegasus generation output vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-processing error and Qwen2.5-VL video `vision_position_ids` issue are both multimodal, but the failing paths are distinct." + } + ] + }, + "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": 18, + "review_unit_index": 16, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:43906|issue:46209", + "issue:44671|issue:45701", + "issue:42175|issue:45081" + ], + "prepared_review_unit_hash": "406fb5e0e8454fed6a9c649241042ac7580872901fa1fe3f9d671b48af9a4054", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35532, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. The only recurring theme is tokenizer/version-regression reports, but none of the soft pairs clearly describe the same concrete bug or change, so I rejected all candidate merges.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45701 is the broadest live tokenizer-regression report and has the strongest cross-references; it is the best anchor for the small tokenizer-related theme, even though the overall item set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most generally representative issue in this collection because it captures the broad tokenizer-version regression theme and is open with multiple inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processing void-segmentation handling and a custom trainer signature error are unrelated code paths." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation are different failures." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype casting and Video-LLaVA missing temporal attention are distinct model bugs." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are different problems." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and template compilation errors do not share a concrete failure mode." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfaults and an MPS histogram integer error are separate backend/model issues." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video regression and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A pipeline v5 error-message wording issue and a SigLIP2 model/pipeline result issue are different changes." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset handling and GenerationMixin import removal affect different subsystems." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and v5 pipeline-task doc cleanup are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is a specific added-token spacing bug and the other is a broader slow/fast inconsistency report." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removal of is_torch_fx_available and remote_code model breakage are different API breakages." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length return type and return_tensors being ignored are unrelated behavior changes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and dtype mismatch issues are different model/precision problems." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer evaluate-after-train failure are distinct error scenarios." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking and dtype mismatch inference bugs do not share the same code path." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and a model-specific tokenizer load failure in v5 are not the same underlying bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention removed pipeline tasks, but one is an error message issue and the other is stale documentation." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are different model-loading defects." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup and float16 AMP CUDA loss crashes are unrelated runtime issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patching and Gemma4Processor missing _tokenizer are separate tokenizer/processor bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an earlier issue and an FP8 inference failure on B200 are not the same change." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regressions and general tokenization changes are different failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and Mistral tokenizer regex patching 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": 18, + "review_unit_index": 17, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46285" + ], + "soft_pairs": [ + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:44387|issue:44617", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:43526|issue:44554", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43262|issue:44811", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43257|issue:43329" + ], + "prepared_review_unit_hash": "4c9c60b7b92bb8906755388c0500953e639f521c0e26f92e828352333c6a52b0", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated model- or component-specific regressions; none of the soft pairs look like the same underlying bug or change, so no merges are justified.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the broadest and most representative regression report in the set: it captures a general class of recent Transformers breakages affecting remote_code models, unlike the more narrowly scoped model/component-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest standalone issue candidate because it is upstream-facing, broadly scoped, and more representative of the cluster than the highly specific bugs around single models, processors, or trainers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC latent reconstruction are unrelated code paths and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are different bugs with no shared underlying fix." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text model structure inconsistency are separate modeling-utils vs architecture issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit label reduction and RTDetr output drift are different processor/model problems; they would not be merged into one fix." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect weight tying in Qwen3-Next and a tied-embeddings warning during LoRA fine-tuning are not the same concrete bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue and an isolated reproduction of another bug are not duplicates." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Loading a specific MobileLLM checkpoint failing with KeyError is distinct from the broad remote_code regression report." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation errors and CLIPTokenizer max-length semantics are unrelated issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal token counting video-branch bug and stale auto_mappings references are different maintenance problems." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Missing Float8 storage lookup and unnecessary torchvision dependency in PIL image processors affect different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization corruption and FSDP CPU RAM efficient loading are both loading-related but not the same code-path bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 empty-index failure on non-pretrained Bert and evaluate-after-train behavior are separate trainer/distributed-training issues." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and MXFP4 fallback during load for git-oss are different model/runtime regressions." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent mismatch and DiaConfig token-ID persistence loss are unrelated implementation bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "General int4 quantization memory regression and Sam3Video OOM are not the same concrete defect." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated API issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Model loading test failure for GLM-4.7-Flash and flash-attention generation issues in Qwen3.5 are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc/example errors and MXFP4 load fallback are distinct; one is docs/model mismatch, the other quantization loading." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage and Jupyter custom model initialization breakage are separate import/runtime issues." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo processor size mismatch are different model/processor regressions." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer protobuf error masking and FuyuBatchFeature bare except swallowing interrupts are both error-handling smells but not the same fix or code path." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention head-dimension correctness are unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and BLIP2 dtype propagation are distinct model initialization issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "An import error for GenerationMixin and a custom trainer loss-signature error are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens behavior are separate processor bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM loading and init_empty_weights _is_hf_initialized argument mismatch are different loading mechanisms and fixes." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency are unrelated regressions." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and multimodal token counting video-branch undefined names 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": 18, + "review_unit_index": 18, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:43329|issue:44479", + "issue:44849|issue:45701", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:43257|issue:43931", + "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:42915|issue:44821", + "issue:41720|issue:43540", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:43257|issue:43696" + ], + "prepared_review_unit_hash": "7863ce51a072931d6ac40d058aec43ecb68585198b5a3d073426d05f61484e21", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37725, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous across tokenizer, loading, quantization, device-map, and training bugs. The only plausible subcluster is the Qwen video regressions, but the evidence is only soft title similarity; there are no explicit duplicate links or shared-target signals to confirm a merged duplicate set.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the best available issue representative for the small Qwen video-regression subcluster because it broadly names the shared video-input failure mode. That said, the packet does not show explicit duplicate links or shared-target evidence, so this is only a cautious representative choice, not a confirmed duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest overall issue pick because it is the broadest, most central report among the only closely related video issues. The rest of the cluster is too mixed, and the related Qwen entries remain only tentatively similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but they describe different failures and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-path import warning is unrelated to Qwen3 MOE weight conversion." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is a missing helper in multimodal token counting and the other is a batched video processor shape bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they are different model-specific incompatibilities." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting and GPT-oss perplexity are unrelated failures." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "These are separate tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "They are both in the Qwen video area, but the concrete symptoms differ and the packet does not prove the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific Qwen3.5 output bug; the other is a broad tokenization regression report." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM-125M key error are different loading problems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and PIL-backend torchvision requirement are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE weight conversion and Qwen3-VL weight-shape mismatch are different loading bugs." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and AppleSilicon TypeError are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID loss and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different symptoms: RTDetrV2 output drift versus Qwen3.5 save_pretrained key handling." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different models and failure modes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP and TrainerState token counting are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are distinct failures." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer model_max_length bug are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video regressions, but 45381 looks like a specific vision_position_ids symptom and the packet does not confirm the same underlying code-path bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video, but the Qwen3OmniMoe StopIteration report is not clearly the same regression as 44479." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION packaging issue are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM-125M key error and unexpected _is_hf_initialized are different loading failures." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but the underlying bugs differ." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and EMBEDDIA tokenizer loading are different tokenizer bugs." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default-resolution failure are unrelated image-model issues." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion and GPT-oss CUDA OOM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering judgment is mostly conservative, but the canonical/best-issue reasoning overstates the evidence. In the packet there are no explicit duplicate links or shared-target evidence, so describing issue:44479 as a \u201cconfirmed duplicate-worthy subset\u201d and citing a \u201cdirect duplicate-style link\u201d is too strong. The Qwen video issues do look plausibly related by titles, but the packet only supports a tentative soft similarity, not confirmation. A more cautious summary would be acceptable." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44913", + "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:45920", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43646|issue:43749", + "issue:44913|issue:46121", + "issue:43493|issue:43994", + "issue:43906|issue:45381", + "issue:43749|issue:44756", + "issue:43257|issue:43756", + "issue:44792|issue:44964", + "issue:44291|issue:44821", + "issue:36010|issue:42175", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43643|issue:45375", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "d3a084ed0677bf37bb7fed8cbbb4dc0551a772033067fd8c0d2154c0e3808efe", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36146, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs and regressions, with one plausible duplicate SigLIP2 pair. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45920 is the broadest, most representative open report here: a v5 regression in AutoTokenizer producing wrong token IDs across multiple model families, with clear user impact and ongoing relevance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the strongest cross-cutting scope and is the best single issue to anchor this otherwise heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and symptoms: XLNet positional encoding device placement vs flash-attention sink handling." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated bugs: Mistral3 weight tying vs StaticCache sequence-length return type." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both involve Trainer APIs, but one is a stale counter and the other is a custom loss signature change; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Distinct tokenizer failures with different code paths: AddedToken kwargs conflict vs Mistral regex patching." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: config field loss under trust_remote_code vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE/config handling, but one is config reload persistence and the other is a validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 correctness problem: the HF implementation diverges from expected behavior, and the model/pipeline yields bad outputs for the same family/checkpoint." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and symptoms; one is an isolated reproduction of an older issue, the other is a Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern loading/performance, but one is FSDP RAM-efficient loading and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different Qwen3-MoE vs Smollm3 model-specific bugs with no clear shared code path." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Separate multimodal model failures affecting different checkpoints and code paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading bugs: init_empty_weights / _is_hf_initialized vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated issues: GenerationMixin import path vs missing TensorFlow backend in a torch install extra." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic missing-PyTorch ImportError vs a specific Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-dependency/import problems: backend packaging vs missing Qwen2.5-VL class export." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: PIL backend now requiring torchvision vs Mistral regex patch crashing on tokenizer internals." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Separate regressions: incorrect visual encoder keys on save_pretrained vs wrong token IDs on tokenization." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a gguf_file/from_pretrained breakage and the other is a model-specific load failure; not enough evidence of the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different model load failures: key error for MobileLLM-125M vs missing Float8 storage object." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump issue; the other is stale auto_mappings CI breakage." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: PyTorch-not-found ImportError vs LayoutLMv3 box-content validation clarity." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config field handling, but one is missing fields from trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict config parsing." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different label/classification issues affecting different components and failure modes." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Smollm3 RoPE issues with distinct symptoms and code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different domains entirely: Qwen3-MoE sliding_window behavior vs image processor URL loading." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Separate config propagation bugs affecting different models and strictness logic." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output changes in v5 vs Qwen3.5 save_pretrained checkpoint corruption." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed heterogeneous, issue:45920 is the broadest open report, and the only accepted soft pair (issue:43493 / issue:43994) is plausibly the same SigLIP2 bug family. The other pairwise rejections are phrased conservatively and do not overclaim evidence. No PR pairs 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": 18, + "review_unit_index": 20, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:43582|issue:44977", + "issue:44514|issue:45381", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43906|issue:46202", + "issue:45372|issue:46170", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:30064|issue:33666", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:44484|issue:44704", + "issue:38175|issue:43295", + "issue:44514|issue:45290", + "issue:45542|issue:46178", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:44493|issue:46050", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:41720|issue:43906" + ], + "prepared_review_unit_hash": "44834958a2c1d5146b30be2d98f62cc6d4e720d3b0bc0260bc45f27e05923dec", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad themes like loading, tokenization, or generation, but not the same concrete bug path. I would not merge any of the suggested soft edges.", + "confidence": 0.35, + "canonical_issue_reason": "issue:43452 is the broadest concrete regression here: it breaks both AutoTokenizer and AutoModelForCausalLM loading via gguf_file, making it the best anchor if a canonical issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the most representative standalone loader regression in this set; it is broader and more central than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: BitNet packed-weight loading vs Perceiver image-size interpolation." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated code paths: Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat templating with padding=False and the other is video vision_position_ids; different bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-shape error is unrelated to LayoutLMv3 box-content validation and messaging." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load crash is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Loader failure with gguf_file is unrelated to Blip2 dtype remaining float32." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both concern model loading, but gguf_file breakage and offline model_info() calls in tokenizer patching are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is a broader translation-model tied-weights issue." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "A reproduction of another issue is not the same as the Gemma pipeline roundtrip failure on '\u2581'." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to Windows/ROCm torch.distributed import/type errors." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer access/images passthrough vs Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure is not the same as Gemma4 device_map='auto' forward mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and code paths." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the processor/tokenizer regression." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is assistant tool-call messages with no content." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-installation related, but they fail in different backend-mapping scenarios and code paths." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration and mdeberta BOS/EOS insertion are different tokenizer bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype persistence and RTDetrV2 output differences are unrelated model-specific regressions." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() misuse in tokenizer patching is not the same as the est-roberta tokenizer loading failure." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id warnings are unrelated to quantized-model save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and recurrent-state reset with cache are different generation bugs." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to MobileLLM-125M key errors during load." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert is unrelated to an isolated reproduction of another 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": 18, + "review_unit_index": 21, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44977|issue:46209", + "issue:43643|issue:44561", + "issue:32090|issue:34567", + "issue:43577|issue:45588", + "issue:28282|issue:35141", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:43720", + "issue:45491|issue:46002", + "issue:44466|issue:46050", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:44849|issue:46209", + "issue:45823|issue:46050", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:43994|issue:46192", + "issue:33666|issue:36331", + "issue:43756|issue:44913", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44849|issue:45357", + "issue:43493|issue:43825", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "3d68c933e896489d49e2ea134bca4a930ea286446b7da563a2f9ae55acfdf011", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37451, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated transformer issues; the soft-similarity links look like false positives. The broadest and most canonical issue is the v5 regression breaking `trust_remote_code` models.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44561 is the best representative because it describes a broad, version-level regression with a clear root cause and impact on multiple remote-code models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 has the clearest cross-cutting regression scope and is likely to be the most useful anchor for related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: one is torch.compile/SDPA failure in Bamba, the other is config persistence losing token IDs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation failures, but they involve different models and different failure modes (compiled forward vs flash-attention)." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated failures: torch.compile SDPA vs tokenizer task AttributeError." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different root causes and subsystems: flash-attention generation vs FP8 inference on B200." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both affect remote-code workflows, but one is missing fields in AutoConfig output while the other is a v5 API removal breakage." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast type error and TrainerState token counter bug are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype loading and flash_attention.py s_aux=None crash are different code paths." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch and embedding reinitialization during post_init are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading bug in BEiT is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error and multi-GPU training request are not the same issue." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading bugs: legacy preset field vs packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification head init/checkpoint behavior." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized sinq persistence." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy field loading and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 device-mapping assert and chunked generation with compiled forward are different concrete failures." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError on MobileLLM loading vs AutoImageProcessor URL loading are different components and bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model correctness, but they are different architectures and different implementation mismatches." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mapped Gemma4 PLE mismatch and quantized save/load breakage are different problems." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error and Trainer GPU broadcast type error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch and Mac bus error with CLIP are not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both are regressions, but one is audio chat-template sampling-rate handling and the other is processor.tokenizer/image passthrough breakage." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure and lost custom token IDs are separate loading bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file tokenizer/model loading and ScandiBERT load failure do not match on root cause." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to config save/load token ID loss." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality bug and return_tensors being ignored are different issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training request and unexpected Trainer compute_loss kwarg are distinct Trainer issues." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and GPTNeoX rotary_pct reload regression are similar in theme but not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight unpacking failure and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing pad-token config fields after v5, but they affect different models/config attributes and are not one concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden_states bug and incorrect visual-encoder key serialization are different Qwen3.5 issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Doc example errors for SigLIP2 and JAX-vs-HF implementation discrepancy are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 22, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43688|issue:43749", + "issue:43577|issue:44554", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43688|issue:45704", + "issue:39692|issue:43295", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43493|issue:43844", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43334|issue:45759", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:43278|issue:43844", + "issue:44589|issue:45520", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43688|issue:45701", + "issue:43572|issue:44291", + "issue:43575|issue:45405", + "issue:43606|issue:44112", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "1f891236216bc87b152740ad13992372c8691da729a147150612226dc7cc0798", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The pairs are mostly adjacent regressions in similar subsystems, but none look like true duplicates: they differ in the concrete failure mode or code path. I\u2019d anchor the set on the Granite tokenizer regression issue as the cleanest concrete bug report.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45812 is the cleanest representative concrete regression here: it is user-facing, reproducible, and narrowly describes a wrong-tokenization failure with a clear scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest anchor because it is specific enough to triage and general enough to represent a real class of tokenizer regressions without being overly broad.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading regression vs a dependency version bump; different underlying problems." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression vs num_labels propagation; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization vs FSDP CPU-efficient loading; unrelated failure modes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "dtype propagation issue vs MPS attention correctness bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer special-token handling for one model vs broad Granite token-ID regression; not the same code-path." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video processing ValueError vs flash-attention generation regression; different symptoms and fixes." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Default token-type IDs vs multi-GPU inference OOM; not duplicate defects." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure vs offline model_info call in tokenizer patch; distinct issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug vs T5 RMSNorm memory leak; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Example/documentation errors vs processor.tokenizer API regression; related subsystem, different bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys vs CLIP class structure change; different concrete problems." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer dropping bug vs feature-extract length helper behavior." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient growth; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL vs missing pad_token_idx in StableLmConfig; same theme, different bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage vs inconsistent lm_head serialization; not the same issue." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM vs device mismatch during forward; different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id vs composite-config unwrapping in from_config; different code paths." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load token ID loss vs tokenizer AttributeError on tasks; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a model class vs float8 storage lookup failure; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure vs CPU offload device mismatch; different model paths." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift vs abnormal gradient growth under ZeRO-3; not duplicates." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage deserialization error vs flash_attn KeyError on Python 3.13; different causes." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation vs text_config unwrapping; both config-related but not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate/DeepSpeed conversion issue vs Qwen3VL MoE loading regression; different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization vs tokenization changes; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field vs init_empty_weights argument mismatch; different regressions." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM vs unreleased dependency version bump; not duplicate." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Runtime device mismatch vs stale CI test; one is a product bug, the other a test issue." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field load bug vs BigBirdTokenizer special-token decode bug; different models and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 23, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:44464|issue:45584", + "issue:45588|issue:46050", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:43688|issue:43873", + "issue:29159|issue:32090", + "issue:44521|issue:45290", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:43873|issue:46050", + "issue:45200|issue:45823", + "issue:43278|issue:43701", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:28218|issue:33357", + "issue:45823|issue:46192", + "issue:43493|issue:43701", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:39692|issue:46192", + "issue:44554|issue:45356" + ], + "prepared_review_unit_hash": "53db50bab84aeef608aa72e5aba0b3f01150d64547d79eca33ca8120fb6bdb7c", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36484, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose thematic cluster, not a true duplicate set. Most soft pairs are only related at a broad subsystem level (tokenizers, processors, generation, quantization, serving) and do not describe the same concrete bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the cluster spans many unrelated failures. If one must be chosen as the closest representative, issue:43295 is the broadest regression-style report in core multimodal processor/tokenizer behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43295 is the best representative among an otherwise heterogeneous set because it describes a user-facing regression in core processor/tokenizer handling and is broader than the highly specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a PEFT version pin issue are unrelated bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but one is continuous batching multimodal input handling and the other is KV-cache continuation indexing in /v1/responses; different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription generation after token alignment are different generation bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model None handling and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and position-id key errors are not the same underlying issue." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow job state reporting are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are different training/loading problems." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token counter updates are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization in MoE models and offloading with quantization are different bugs." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and NoneType GPU broadcast errors are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check in flex_attention are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export failure for ViT and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation TypeError and flash_attn import KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and Gemma4 text-only mm_token_type_ids handling are different multimodal issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load corruption are different quantization problems." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only token-type defaults and device-map forward device mismatch are separate bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Qwen3.5 hidden-states output are different generation bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and return_tensors being ignored with text_kwargs are different tokenizer API bugs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer attribute crash and rope-parameter list handling are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior and a MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device placement and return_tensors handling are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape errors are different multimodal processor bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and return_tensors handling are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec 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": 18, + "review_unit_index": 24, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45759", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:43572|issue:44987", + "issue:43950|issue:46285", + "issue:43572|issue:43957", + "issue:44898|issue:45412", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43334|issue:43525", + "issue:37428|issue:43957", + "issue:42490|issue:43696", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:42915|issue:43824", + "issue:43295|issue:43493", + "issue:38175|issue:45412", + "issue:43262|issue:43450", + "issue:44514|issue:44521", + "issue:45759|issue:46285", + "issue:37428|issue:43824", + "issue:45520|issue:46170", + "issue:41720|issue:46209", + "issue:44561|issue:46234" + ], + "prepared_review_unit_hash": "cff56ff462b9df5133188fc6dd6ed52d3350c4acc7783af1083faadbad1a7f0f", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers regression reports. The only likely duplicate-like pair is the Qwen3-VL / Llama4 missing `pad_token_id` config failure; the rest are separate bugs across different models/subsystems. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43334 is the best anchor for the only plausible duplicate pair: it matches 43525 in the same `pad_token_id`-missing model-load failure pattern on new config classes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the clearest representative of the one near-duplicate theme and is described as a concrete load failure with a specific exception path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen2.5-VL vision position ids vs FP8 inference OOM on B200." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization offloading behavior; unrelated code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm `pad_token_idx` issue is unrelated to a separate model-loading failure for `physical-intelligence/fast`." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text model structure inconsistency." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different regressions: missing pad token field vs meta-device loading breakage." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba and DeepSpeed gradient growth are distinct issues." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights vs LoRA merge collapse; similar theme but not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: missing default mm token ids vs wrong temporal rope scaling." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend errors, but for different optional dependencies and different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same `AttributeError`/missing `pad_token_id` regression on new config classes during model loading." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device loading breakage are separate regressions." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to GPT-oss OOM." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for `Qwen2_5_VLForConditionalGeneration` is unrelated to detokenization behavior in deepseek-coder." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch and Qwen3 MoE memory inefficiency are different problems." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Beit `reduce_labels` bug is unrelated to `return_tensors` being ignored with `text_kwargs`." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Siglip2 zero-probabilities issue is not the same as the JAX/HF implementation discrepancy." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and GraniteSpeech CI test failure are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer load failure and Wav2Vec2 save/tokenization failure affect different tokenization paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and Siglip2 implementation discrepancy are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 output issue is unrelated to RT-DETR memory cleanup." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batch-shape bug are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same model family, but one is a batching crash and the other is wrong assistant masks; not the same concrete bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP structure inconsistency are different model-loading changes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash-attention helper import and missing Qwen2.5-VL export are unrelated import errors." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn backend lookup and Windows ROCm torch.distributed import failure are separate platform-specific issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device map assert and FP8 inference OOM are different runtime failures." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are different import-utils symbols and regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted duplicate pair (issue:43334 / issue:43525) is well supported by the shared missing-`pad_token_id` load failure pattern, and the rejected soft edges are generally reasoned from the issue titles without overclaiming. No PRs are present, so that part is also consistent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 25, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:37428|issue:43425", + "issue:45127|issue:45245", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:43611|issue:43931", + "issue:45290|issue:45381", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:44206|issue:45823", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:29942|issue:32090", + "issue:45588|issue:45859", + "issue:37428|issue:44351", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:43388|issue:43526", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:28218|issue:35141", + "issue:43720|issue:44112", + "issue:43335|issue:44112" + ], + "prepared_review_unit_hash": "887832fce16cddb7411f7665c4bf498212b0a7e084f1fb30b352111a682354ca", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38127, + "estimated_input_tokens": 9532, + "estimated_eval_tokens": 19320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only clear duplicate pair is the Qwen3.5 Moe `from_pretrained` error. Everything else looks like separate bugs, regressions, or docs issues in different code paths.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the strongest canonical candidate because it matches 45478 on the same Qwen3.5 Moe `from_pretrained` error title, has an inbound reference, and has a slightly longer body with more context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best representative issue in this cluster because it is the confirmed duplicate target for 45478, while also providing slightly more context and an inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failures: OmDet-Turbo processor input-size mismatch vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Both are model/runtime bugs, but the DAC STE mismatch and GraniteSpeech stale device override are unrelated code paths." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/pipeline related, but one is about removed `pipeline()` usage and the other about `return_all_scores` docs for text classification." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated subsystems: DAC latent reconstruction vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both involve audio-ish workflows, but they describe distinct regressions: unsupported `center` arg vs empty transcription after special-token alignment." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failures: SwitchTransformers sparse-layer construction vs Bamba torch.compile SDPA behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection/training behaviors: AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length calculations." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing Janus image-generation test is not the same bug as a stale `num_return_sequences` warning in paged generate()." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention helper and Torch 2.10 incompatibility are different release/runtime issues." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/collapsed outputs and the 2^24 category limit are unrelated model/data constraints." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths: Pegasus v4/v5 output drift vs recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 text-only token-type defaults and flash_attention `s_aux=None` handling are separate bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are different model-loading failures." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL vision position IDs are separate issues." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit indentation parsing and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is not the same as a stale GraniteSpeech CI device override test." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/feature regressions, but one is a feature-extractor arg issue and the other is a Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and position-id key warnings are unrelated model internals." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and Beit pretrained preset loading bug are different model families and failures." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors do not describe the same underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Qwen3.5 Moe CPU-offload incompatibility are different runtime problems." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import and missing `HybridCache` import are separate API/export regressions." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift between train/eval and a pipeline v5 translation message regression are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and a missing `is_falcon_mamba_ssm_available` utility are separate import-utils issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs errors and BeitImageProcessorFast `reduce_labels` behavior are different concerns." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Metric gathering label truncation and BeitImageProcessorFast label reduction are not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 Moe `from_pretrained` error on transformers>=5.4.0; 45478 is a duplicate report." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc issues and position-id key warnings are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space behavior and embedding reinitialization on resize are separate tokenizer/model-init bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading failure and GraniteSpeech stale device test failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration and GraniteSpeech CI device override do not share the same underlying defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair call on 45310/45478 looks correct and the rest of the soft-edge rejections are conservative. However, the justification overreaches when it says 45310 has the \"richest thread\" among the pair: the packet shows 45478 has more discussion activity (4 vs 2), so that comparative claim is not grounded. Tighten the representative/canonical rationale to only the supported facts (same title, inbound reference, slightly longer body) and avoid unsupported thread-quality claims." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43701", + "issue:43746", + "issue:43854", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:44448|issue:44779", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:43278|issue:43381", + "issue:43611|issue:46285", + "issue:45198|issue:45803", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:45245|issue:45563" + ], + "prepared_review_unit_hash": "2b5a0ae93dd148847c34cbf4db58d4db58676dd16f47d07b895170d00ef58e5e", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37485, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with a few superficial v5/regression and tokenizer/load-save themes; no true duplicate pair stands out.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 44448 is the broadest representative of the v4/v5 behavior-regression theme and is one of the more centrally connected items in the soft-pair graph.", + "canonical_pr_reason": null, + "best_issue_reason": "44448 is the best single issue anchor for this cluster because it reflects an observable version-regression in model behavior, while most other issues are narrower component-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v4/v5 regressions, but one is Pegasus generation drift and the other is DeepSeek tokenizer IDs; different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug vs D-FINE auxiliary-loss omission; unrelated models and failures." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash import warning vs GLM-4.7 test load failure; different symptoms." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch vs FP16 CUDA crash in a loss module; not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both are tokenization-related, but one is wrong IDs across models and the other is ignored return_tensors kwargs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation omission vs v5 removal of is_torch_fx_available; no shared failure mode." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are unrelated inference issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype problems, but different models, ops, and failure points." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU OOM; distinct runtime issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are v5 generation regressions, but Pegasus output drift and Qwen flash-attention failure are different paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 vs embedding reinit after resize; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a feature-length helper bug are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging vs Trainer broadcast NoneType; no overlap." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is separate from qwen3_omni_moe length calculation." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load, but one loses custom token IDs and the other loads the wrong custom module." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs BEiT label reduction bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs output embedding reinit after resize." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning vs tp OOM on Qwen2-57B; unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Trust_remote_code breakage from API removal vs DeepSeek tokenizer regression; different root causes." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation issue vs stale warning for num_return_sequences." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Special tokens omission in tokenizer vs Gemma3 NaNs from sliding-window attention." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different crash sites: LwDetr AMP loss vs flash_attention.py s_aux=None." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT checkpoint loading vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure vs flash_attention.py None aux crash." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue vs flash_attention None aux crash." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval/train dtype drift vs gradient checkpointing disallowed in eval; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Base_model_prefix loading regression vs CLIPTextModel structure mismatch; distinct model-loading issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu bare-except bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention s_aux=None crash vs Gemma4 device_map mismatch; different components." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is output drift between v4/v5, the other is lm_head serialization depending on device." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Top_k pipeline output nesting bug vs GPU broadcast NoneType error." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category limit error vs stale generate warning." + } + ] + }, + "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": 18, + "review_unit_index": 27, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:36010|issue:37428", + "issue:45459|issue:45712", + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:43278|issue:43575", + "issue:43066|issue:44462", + "issue:44265|issue:45198", + "issue:10000|issue:15354", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:44734|issue:45406", + "issue:43065|issue:43994", + "issue:43653|issue:44442", + "issue:44610|issue:45412", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "4b1ccfadf8ee22363058be0af29cee1d90a6b90d40a5e442d4558b0bb25a8278", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, quantization-, serving-, or environment-specific bugs rather than duplicates of one underlying defect. No strong duplicate canonical emerges.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a clear canonical target; the cluster spans many unrelated failure modes across different models and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative. If forced, 43873 is the broadest/general discussion, but it is still not a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration/empty decode is unrelated to Qwen recurrent-state cache reset behavior." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "These are different import errors in different modules with no shared underlying code-path." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hiding tokenizer errors when protobuf is missing is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenization, but they affect different models and different failure modes; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breaks are unrelated to rope-validation TypeError on a JSON-loaded list." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is a different tokenizer issue from Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention vision models, but the concrete bugs differ: MacOS bus error vs docs/model-processor mismatch and quantization failure." + }, + { + "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:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error handling for boxes and TrainerState token counting are unrelated subsystems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor loading blocked by a mistral_common import is not the same as tokenizer error masking without protobuf." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor argument regression and video-input regression are different code paths and models." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to image processor void-segmentation-map handling." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 quantization config failure on load and quantized model saving failure are distinct bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsense outputs and RT-DETR memory leaks are unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen2 OOM under tensor parallelism are different problems." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel and GeneratorExp/TorchScript export are unrelated model/framework issues." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to quantization offloading not working." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization behavior is not the same as multi-GPU CUDA OOM for Gemma4." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates in TokenizersBackend are unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume-from-checkpoint key mismatch are different training-flow bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy layer in Sam3PixelDecoder is unrelated to SigLIP2 wrong/nonsensical outputs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and RT-DETR memory leaks are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 28, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:43278|issue:43329", + "issue:45372|issue:45406", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43723|issue:44554", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:29127|issue:35141", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:43452|issue:45588", + "issue:44977|issue:45584", + "issue:33357|issue:38175" + ], + "prepared_review_unit_hash": "472958a73cff785d13966d21fb63f26b556bcbc72c8fc144b9c2a05ddcf878a0", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35308, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the candidate pairs mostly share only broad subsystem vocabulary, not the same underlying bug. I would not merge any of the soft edges. If a single representative issue is needed, issue 43761 is the cleanest, most concrete regression report in the set.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43761 is the most self-contained and clearly scoped report here, with a specific regression, concrete expected behavior, and an explicit failure condition/version context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43761 is a strong representative because it describes one precise code-path failure rather than a broad or speculative symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: Trainer GPU broadcast type error vs MacOS bus error loading a CLIP model." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model implementation correctness, but they target different models and different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Unrelated areas: embedding dtype drift vs multimodal token counting video-branch NameError-style bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 loading problems, but one is a dependency import failure and the other is a missing processor attribute in serve." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision/OCR-adjacent, but the concrete failures are different and do not share a code path." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as a GenerationMixin import error." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer-loading issue and MPS attention correctness bug are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP vision hidden-state regression is unrelated to Qwen rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and different defects: remote implementation divergence vs missing auxiliary losses." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling crash is unrelated to the mistral_common ReasoningEffort import error." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different components and failures: BEiT image processor label reduction vs LayoutLMv2 tokenizer padding/NER crash." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume checkpoint key mismatch are unrelated issues." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is model-load TP memory pressure and the other is int4 quantization reserved-memory behavior." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-model slash-path import warning is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-cardinality runtime error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different image-loss/processor bugs with no shared concrete code path." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen3/Qwen3-MoE, but one is a missing pad_token_id on load and the other is a sliding-window runtime issue." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific model class is not the same as a general dependency issue." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different model subsystems and different symptoms: clearer error messaging vs output embedding reinitialization." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5.0 custom initialization breakage is broader and distinct from patchtsmixer's optional post_init restriction." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state caching bug is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading problems." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to an unsupported center argument crash." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file has no concrete overlap with flash_attention s_aux=None handling." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Flash-attention generation issue is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Both are vision-model symptoms, but one is a MacOS bus error and the other is unexpected zero probabilities." + } + ] + }, + "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": 18, + "review_unit_index": 29, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:44062|issue:45907", + "issue:44464|issue:45491", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:43381|issue:43873", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:44479|issue:45290", + "issue:43931|issue:45216", + "issue:34689|issue:36010", + "issue:44442|issue:45803", + "issue:43550|issue:44743", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:42175|issue:46234", + "issue:43761|issue:44188", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:45290|issue:46209", + "issue:44855|issue:45137", + "issue:33290|issue:34689", + "issue:44190|issue:44496", + "issue:44568|issue:45479", + "issue:44077|issue:44479" + ], + "prepared_review_unit_hash": "3e4d3e965a1bc3d1f47fd0042240d080f1bfd199076b5a3936b8d7fb1cea13ab", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36145, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad topical similarity (loading, configs, generation, quantization). I found no soft pair that looks like the same underlying issue, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No clear duplicate cluster exists here. If one issue must represent the set, issue:45698 is the broadest and most active loading/serialization regression report, with multiple inbound refs and high discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45698 is the best single representative because it is active, well-discussed, and concerns a core save/load path that is plausibly adjacent to several other configuration/loading regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Completely different code paths: AddedToken construction vs Hub repo file listing/revision forwarding." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both are generation/model-behavior bugs, but the concrete failures differ: compiled forward inconsistency vs Gemma3 sliding-window NaNs on mixed-length batches." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to the Trainer/NoneType GPU broadcast error." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed/Adafactor OOM and num_input_tokens_seen not updating are unrelated trainer issues." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated model-specific bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading failure are different mechanisms." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Separate multimodal model-loading regression vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but for different models and different missing fields; not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both involve version-related loading breakages, but one is a specific model loader regression and the other is a base_model_prefix handling change." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM do not share a concrete failure mode." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen VL models is unrelated to chat-template tokenization crashing on tool-call messages." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model shape mismatch on load and incorrect checkpoint saving are separate serialization/load-path problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both mention loading/import breakage, but one is a model-load regression and the other is a GenerationMixin import path issue." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure and Fuyu tensor conversion exception swallowing are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and recurrent-state reset in modular_qwen3_5 are different model/runtime bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still mentioning pipeline() are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior and Gemma3 eos_token_id mismatch are not the same underlying issue." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but one is about saving dequantized Ministrals/Devstrals and the other about loading the wrong custom module after save_pretrained; too different to merge." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend dependency installation and a missing import_utils helper are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are distinct config-handling problems." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config unwrapping are related only at a very high level; they are not the same concrete defect." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Chat-template tool-call crash is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 Deberta import parsing error and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and Llama 3.2 loading regression are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and unrecognized model type in config.json are different failures." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer add_special_tokens regression and sequence-classification zero-loss bug are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen VL video-input regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior and Gemma3 token-ID inconsistency 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": 18, + "review_unit_index": 30, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45656", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43650|issue:46202", + "issue:44987|issue:46178", + "issue:29127|issue:33357", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:33290|issue:35141", + "issue:43575|issue:43742", + "issue:43540|issue:44514", + "issue:33290|issue:45656", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:43316|issue:44877", + "issue:43295|issue:44871", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43232|issue:43388" + ], + "prepared_review_unit_hash": "68d17b440e64b82f630c97bfa68be107d12449be8bc1803168485d46ea548e43", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35132, + "estimated_input_tokens": 8783, + "estimated_eval_tokens": 17822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers issues; the soft links are mostly title-level similarity only, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "If a canonical has to be chosen, issue:44871 is the least-bad anchor because it is concrete, reproducible, and appears in multiple soft-link candidates, but the overall cluster is too heterogeneous to support a strong canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44871 is the most actionable representative here: a specific Gemma config mismatch with clear symptoms, unlike the broader or more ambiguous neighboring issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: a placeholder/open-ended issue versus a Gemma pipeline roundtrip bug around a special token." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different failure modes and code paths: model loading for one repo/model versus backend registration for tensorflow_text." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Distinct bugs: LayoutLMv3 box-content error versus a MacOS bus error in CLIP community model loading." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Not the same bug: pipeline top_k output nesting versus missing PyTorch import for AutoModel." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are regressions, but one is custom model code accessing processor.tokenizer while the other is a pipeline error-message/translation-support issue." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Completely different problems: torch.compile/SDPA OOM versus resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different symptoms and likely different paths: a 3d_parallel.py runtime issue versus tensor-parallel OOM on a specific Qwen model." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device mismatch with CPU offload is unrelated to checkpoint key mismatches." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: DeepSpeed Adafactor OOM versus token embedding reinitialization during post_init." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are load-time issues, but one is tensor-parallel OOM and the other is a KeyError while loading MobileLLM." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve multimodal/video processing, but the failures are different processor/code-path bugs and not clearly mergeable." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Related to DeepSpeed, but one is an OOM and the other is double optimizer stepping; not the same underlying defect." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different models and different issues: Gemma3TextConfig API discrepancy versus image-preprocessor dtype mismatch in Mistral-3." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both are tokenization/generation edge cases, but one is Gemma eos_token_id inconsistency and the other is Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated: ESM2 breakage versus a Janus image-generation test failure." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different model-specific regressions: lm_head weight tying versus FlashAttention failure in Ministral-3." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Config-related issues, but not the same defect: API mismatch in Gemma3TextConfig versus strict config validation blocking granite_speech." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both are regression-style model/processor bugs, but they affect different mechanisms: processor.tokenizer access versus Gemma eos_token_id configuration." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated: a bare except swallowing errors versus a Windows ROCm torch.distributed import/dependency problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same product area (SAM3) but not the same issue: dummy Conv2d placeholder versus CUDA OOM." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different subsystems and symptoms: video-classification pipeline processor selection versus missing fpn_position_embeddings on a SAM3 vision encoder output." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both involve model init/config behavior, but one is a broad Transformers 5 custom-init breakage and the other is a GPTNeoX config field not persisting." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load or config persistence, but one is Gemma eos_token_id inconsistency and the other is quantized model round-tripping after save_pretrained." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading failures, but one is gguf_file handling and the other is a missing model_type in config.json." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different feature areas: LoRA merge with extended vocabulary versus Gemma 4 multimodal token type IDs defaulting." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different models: CLIPVisionModel hidden_states behavior versus Qwen video-input handling." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Completely different code paths: generation kwargs sync handling versus gather_for_metrics dropping tuple labels." + } + ] + }, + "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": 18, + "review_unit_index": 31, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:45907", + "issue:45987", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43504|issue:45698", + "issue:43572|issue:46178", + "issue:44077|issue:44534", + "issue:45542|issue:46234", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43931|issue:44060", + "issue:45803|issue:45987", + "issue:35141|issue:42490", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "975b58e3002b250fea734bef48467125f5152ce12b479fa9c3bb0134d0365cbe", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35603, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the items mostly span unrelated bugs across different models, configs, loaders, and runtime paths. The strongest issue candidate is the open, heavily discussed custom-module loading regression.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45698 is the strongest representative issue: it is open, has the most discussion activity, and describes a concrete, user-facing loading regression with clear reproduction potential.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best standalone issue to keep as canonical because it has broad impact, active discussion, and a focused bug report about incorrect module loading after save/load.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different bugs: one is a legacy-field preset loading failure for BEiT semantic segmentation, the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated regressions: StableLm pad token config metadata vs an import-utils backend registration error for tensorflow_text." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different code paths: a restriction on optional post_init in patchtsmixer versus a v5 buffer initialization corruption issue." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Not the same problem: TensorBoard/TensorFlow backend setup versus a missing import_utils availability helper." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache behavior, but they target different mechanisms and models: chunked_prefill cache presence vs recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different model behaviors: CLIP hidden_states output regression versus missing load-balancing loss when router logits are disabled." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Separate issues: a failing janus image-generation test versus Qwen3.5 flash-attention generation malfunction." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "No shared underlying bug: Sam3Video CUDA OOM is unrelated to Whisper empty-transcription generation failure after token alignment." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different root causes: junk-filled non-persistent buffers versus GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated failures: local dataset loading in a training script versus loading a multimodal model with latest transformers." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "One is a model test failure, the other is a stale auto-mapping reference to removed Sam3LiteText configs breaking CI." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different failure modes and code paths: video-input regression in several Qwen variants versus KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated issues: Python 3.13 import parsing failure in DebertaV2Model versus flash_attention sink-less model AttributeError." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline() calls is not the same as incorrect inference results for SigLIP2 AutoModel/pipeline usage." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different symptoms and subsystems: Qwen3 auto device mapping CUDA assert versus a category-count RuntimeError." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Not duplicates: a dummy Conv2d in Sam3PixelDecoder versus a processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different regressions: Qwen3-VL weight shape mismatch on load versus an incorrect tied-weights warning involving dt_bias." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "One concerns exception handling in tensor conversion, the other a return-type contract bug in StaticCache.get_seq_length()." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different areas entirely: token embedding reinitialization after resize versus a trailing-slash path import warning." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated model/config bug versus a Python 3.13 parser/import problem caused by @torch.jit.script comment placement." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Separate v5 regression classes: non-persistent buffer junk versus GPTNeoX config serialization losing rotary_pct." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "No overlap: Python-version compatibility regression versus a DebertaV2 import parsing error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems: SDPA/torch.compile failure in Bamba versus dataset loading in a training script." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing import_utils availability symbol." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Different strictness bugs: patchtsmixer post_init policy versus granite_speech config loading under strict config checks." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-input processing error versus transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Not the same bug: tokenizer.json selection logic versus list_repo_files failing to forward revision." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Distinct issues: LoRA merging with extended vocabulary on tied embeddings versus incorrect visual encoder keys during save_pretrained." + } + ] + }, + "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": 18, + "review_unit_index": 32, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:44521|issue:45381", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:46082|issue:46121", + "issue:43479|issue:45375", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:44464|issue:45563", + "issue:43650|issue:44220", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44933|issue:45362", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:45563|issue:45584", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:44561|issue:45632", + "issue:42907|issue:43441", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "812d09aafe246ff508aaaa37560f0acb15e07d014ede82964cac2d2990ec1913", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36142, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly broad Transformers issues that share only subsystem-level similarity, not the same concrete bug. I would not merge any of the soft edges, and there is no clear single canonical issue in this heterogeneous set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/Qwen-related, but one is about assistant masks in chat templating and the other about video vision position ids; different failure modes and code paths." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Completely unrelated bugs: SwitchTransformers config creation vs an image-classification example script failing to load a local dataset." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and a Fuyu exception-handling bug are unrelated code paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but one is a stale device-override test and the other is broken auto-mapping references to removed configs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both touch example scripts, but one is a multi-label classification output bug and the other is a dataset-loading problem in a different script." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation bugs: head_dim rejection in LlamaConfig vs rope validation type handling." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they involve different model families and different initialization/serialization bugs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated issues: embedding resize propagation in gemma4 versus Whisper generation on empty transcription." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and TensorBoard/TensorFlow backend detection are distinct problems." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A processor/tokenizer regression is not the same as token-embedding resize not propagating in gemma4." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: category-cardinality runtime error vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is incorrect outputs from compiled forward and the other is a stale warning about num_return_sequences." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The first is a vague data request; the second is a specific feature-extraction bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different crash sites and models: LayoutLMv2Tokenizer padding/NER vs server KV-cache continuation indexing." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different APIs; not the same missing-export bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying in Mistral3 and checkpoint saving regression in Qwen3.5 are different model-specific issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-performance regression and unsafe sys.modules access are not the same underlying defect." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention/versioning, but one is a torch>=2.9 compiled failure and the other is an incorrect version check for AuxRequest import." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different models and unrelated symptoms: zero probabilities in SigLIP2 vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils and a Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code is unrelated to an unrecognized-model config.json error." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; same general area but not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-loading regression and broken auto-mapping references are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness and a Phi-4-multimodal loading issue are different problems." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generate warning and Whisper empty-transcription failure are not the same code-path issue." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation indexing in the server is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different import failures for different names; not a duplicate export regression." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve trust_remote_code, but one breaks models due to a removed helper and the other is a local cache-path collision." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Ministral/Devstral save_pretrained behavior and FlashAttention failures are separate bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto-mapping cleanup 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": 18, + "review_unit_index": 33, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43901", + "issue:44016", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43526|issue:43901", + "issue:43295|issue:45335", + "issue:43388|issue:43688", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:43673|issue:44336", + "issue:41950|issue:44016", + "issue:44075|issue:44368", + "issue:42175|issue:44279", + "issue:43299|issue:45216", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:44016|issue:44220", + "issue:44496|issue:45759", + "issue:43650|issue:46209", + "issue:45372|issue:46234", + "issue:45335|issue:45584", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:43824|issue:44933", + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:44351|issue:45278", + "issue:41950|issue:45020" + ], + "prepared_review_unit_hash": "d13d94114697c6c868db115248ff328c6768884b8b85d4c536e0e171d331c768", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36767, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: the items span unrelated bugs across tokenizers, processors, configs, imports, training utilities, and docs. A broad version-regression import issue is the closest umbrella representative, but it does not unify the set.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report here because it summarizes multiple import breakages after a Transformers version upgrade, making it the closest representative among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable cluster representative because it describes a wide regression class rather than a single narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different problems: image-processor label reduction bug vs docs still mentioning return_all_scores." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different code paths: multimodal processor.tokenizer regression vs t5gemma embedding resize not propagating." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training bugs: last-batch metric gathering vs auxiliary-loss normalization." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: model config recognition failure vs PIL image processor requiring torchvision." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they hit different failures/models and different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Unrelated: generation cache/chunked prefill vs ANSI formatting in loading_report." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different domains: video-classification pipeline processor lookup vs a notebook syntax error." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Different issues: SGD optimizer args ignored vs a configuration warning about tie_word_embeddings." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different dependency complaints: missing tensorflow in extras vs a generic transformers dependency issue." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: Qwen3VL MoE model loading vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: gradient checkpointing disallowed in eval vs D-FINE auxiliary losses omitted when denoising is off." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs-only mismatch vs a model loading/config error; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction bug; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different model-instantiation failures: generic unrecognized model vs missing text_config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No clear relation: placeholder title vs FP8 inference failure on B200." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing symbols/import surfaces: ReasoningEffort import error vs falcon-mamba availability helper missing." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: token embedding resize propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Both involve None/tie_word_embedding themes, but one is Trainer GPU broadcast of None and the other is post_init reinitialization." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config problems: default vision/audio init from None vs missing pad_token_id attribute." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different mechanisms: router-logit load balancing loss vs mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: dtype not applied to Blip2 submodules vs incorrect Qwen3.5 save_pretrained output." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different symptoms and subsystems: unexpected zero probabilities vs CUDA out-of-memory." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different concrete bugs: loading failure vs save_pretrained writing wrong visual-encoder keys." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer-image handling regression vs DeepSeek tokenizer output bug; not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures: missing Qwen2.5-VL class vs nonexistent image_utils import." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different docs issues: SigLIP2 example errors vs TextClassificationPipeline return_all_scores documentation drift." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency problem vs a specific unreleased minimum PEFT version bump." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Related by imports, but 45278 is a broad report while this is a specific HybridCache export failure; not clearly one bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different problems: video-classification pipeline processor lookup vs remote_code model breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 34, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44062", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44016|issue:44062", + "issue:41950|issue:45823", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:44683|issue:45542", + "issue:44462|issue:45081", + "issue:43650|issue:46132", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:45081|issue:45907", + "issue:43450|issue:44279", + "issue:44521|issue:45325", + "issue:44466|issue:45276", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43901|issue:44246" + ], + "prepared_review_unit_hash": "8ded950a8648a019489007aedacc52603b58cd7de229e0c5ab9be8d2b6d1ec0f", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, vision, loading, docs, and performance bugs. I found no soft pair that looks like the same underlying change or defect, so all soft edges are rejected.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 41950 is the strongest standalone report in the set: it has the highest discussion activity and inbound references, and is a clear, concrete bug. It is only a representative choice, not evidence that the cluster is a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41950 is the best overall issue to represent this group because it is active, well-specified, and externally referenced, even though the cluster itself is not cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated failures in different subsystems." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 device-mapping mismatch are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and a PEFT version bump are unrelated dependency problems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading regressions affecting different models and likely different code paths." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlexAttention on torch 2.9 and missing TensorFlow backend for tensorboard are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but they involve different mechanisms and different failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Generic placeholder request and AttentionInterface behavior change are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python compatibility issue and a model-loading failure for a specific repo are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch is distinct from AutoTokenizer ignoring tokenizer.json on load." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Dependency/version support issue and a generic dependency issue are not the same concrete defect." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug and a generic dependency issue do not match." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant mask generation and temporal rope indexing are different multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of lm_head.weight and resize_token_embeddings propagation are different issues." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and OCR index error for Kosmos2.5 are unrelated model bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with offload are different code paths and failures." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary losses are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed config references in auto_mappings and leftover dummy classes are separate CI cleanups." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and tokenizer/data filtering slowdown are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission and gemma-4 zero3 loading are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver resize/interpolation failure are different vision bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "LayerNorm epsilon config issue and torch.split return-value handling are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE denoising-loss behavior are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are different model-specific bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention/flash attention, but they are distinct failures on different operators and versions." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are not the same underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for pipeline output and incorrect model inference results are different issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer serialization metadata and gemma-4 zero3 loading are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different model/config bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch and import-time slowdown 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": 18, + "review_unit_index": 35, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45081", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:46132" + ], + "soft_pairs": [ + "issue:43450|issue:44617", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:43976|issue:44964", + "issue:36246|issue:42757", + "issue:42886|issue:46132", + "issue:36246|issue:44351", + "issue:44779|issue:45292", + "issue:44242|issue:44857", + "issue:43673|issue:44561", + "issue:45081|issue:45362", + "issue:44295|issue:44749", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "c1dd519f264f0534cb8b1cb40e0352f0b2e3a0eaf0103e65154765f2ce5faad3", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36333, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping of unrelated Transformers issues. The pairs share broad themes like imports, multimodal chat, or Qwen/MoE, but they do not describe the same concrete bug or mergeable fix.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44521 is the strongest representative: it is a concrete, well-scoped multimodal `apply_chat_template` bug with active discussion and inbound references, making it the best anchor among these heterogeneous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the clearest and most actionable issue in the set; it has the most direct bug description and the strongest evidence of user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Different failures: batched video processor shape mismatch vs video-model OOM. Same broad area, not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing `pad_token_id` on `Llama4Config`; the other is `trust_remote_code` losing fields in `AutoConfig`. Related only at a high level." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to ANSI codes in `loading_report`." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both mention import-time breakage, but one is `nn` missing for sentence-transformers and the other is TensorFlow backend handling with only tensorboard installed." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an `init_empty_weights` TypeError are different problems with no shared fix path." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is wrong audio sampling-rate default and the other is all-zero assistant masks; different code paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache handling and CLIP vision hidden-states propagation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing `AutoImageProcessor` export and a Python-version compatibility issue are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Documentation/ANSI output issue versus a wrong docstring for `position_ids`; not the same underlying change." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "`model_max_length` on DeBERTa-V3 and missing `transformers.onnx` are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE families, but one is LoRA compatibility across hf4.x/hf5.x and the other is a Qwen3VL MoE loading regression; too different to merge." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and an unrecognized model/config error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer registration/`position_ids` access and gemma-4 ZeRO-3 loading are different issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern losses omitted under flags, but for different models and different toggles (`output_router_logits` vs denoising)." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time performance and Gemma EOS token config mismatch are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A missing Qwen2.5 VL export and a Python-version compatibility break are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and `_torch_extract_fbank_features()` are separate subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python 3.9+ compatibility and Phi-4 multimodal model loading are not the same failure." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2.5 VL symbol and missing `is_offline_mode` from huggingface_hub are different import errors." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and `AttentionInterface.register` behavior changes are unrelated." + }, + { + "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:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and `resize_token_embeddings` not updating output embeddings are different model behavior bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different model-specific loss/AMP failures; no common concrete fix." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache behavior in chunked prefill and removal of `is_torch_fx_available` affecting trust-remote-code models are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Qwen3.5 chat crash are different model/tokenizer paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "`position_ids` buffer access and Chinese-reported performance regression after upgrade are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific Nemotron FA2 support error versus a generic Flash Attention 2.0 topic; not the same concrete 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": 18, + "review_unit_index": 36, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:36246", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43901", + "issue:43931", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:43257|issue:45137", + "issue:45375|issue:45759", + "issue:45292|issue:45701", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:43065|issue:43408", + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44466|issue:45335", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368" + ], + "prepared_review_unit_hash": "af200d3d10a89cf949aeb43f59bc30b82585f5266f323c95cf638beacdda8f1f", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36323, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated bug reports that only share broad subsystem terms (loading, generation, config, deepspeed). I would not deduplicate any of the soft pairs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45003 is the strongest issue candidate to represent the cluster only because it is the broadest infrastructure-level bug here and appears in multiple soft-similarity links; however, it still does not match the other issues as a duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best single issue to keep as the cluster anchor if one must be chosen, since it is a concrete modeling_utils bug with broader applicability than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 corruption/broken workflow is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores do not match a runtime sys.modules access bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils module lookup." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized-model config loading and unsafe sys.modules access are different failure modes." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup and MaskGenerationPipeline final-batch handling are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat_template sampling-rate default bug is unrelated to slow import timing." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings mismatch is not the same as Whisper empty transcription after token alignment." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a zero3 deque/index error." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one drops a missing field and the other fails to unwrap text_config; not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior is unrelated to tokenization changes across versions." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VL import error and DeepSpeed BertModel index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite speech strict-config loading and Qwen config field dropping are different models and code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale generation warning." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus has nothing to do with ANSI output in loading_report." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure and tokenizer error masking are separate issues in different code paths." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy conv and SAM3 tracker model-type warning are not the same underlying defect." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency is unrelated to t5gemma resize_token_embeddings propagation." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder output attribute loss and Qwen3OmniMoe video-input validation are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression and Windows ROCm torch.distributed import failure are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and duplicate optimizer.step calls under deepspeed are different problems." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "chat/completions request rejection is unrelated to Gemma pipeline roundtrip token normalization." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque failure and stale auto_mappings references to removed SAM3 Lite configs do not share a code path." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to the ESM2 breakage report." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and flash_attention s_aux=None AttributeError are different failures." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-word-embeddings warning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Stale num_return_sequences warning and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and Windows ROCm dependency issues are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." + } + ] + }, + "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": 18, + "review_unit_index": 37, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:45003", + "issue:45092", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45584", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:44060|issue:44077", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43673|issue:43827", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:44188|issue:46202", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:46077|issue:46123", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "878631b08c10809bbb978baa77d5b5e73d93b6cf23844298d16d549ca18ac947", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster around Transformers v5 regressions and adjacent model/tokenizer bugs, but the soft pairs mostly point to different failure modes and subsystems rather than true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the broadest and most representative v5 breakage report in the set, centered on custom/remote model initialization, which overlaps thematically with several other regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is concrete, high-signal, and spans a common v5 compatibility path without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated failure modes; same library, different code paths." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a tied-weights warning bug in Qwen3-Next, the other is a model API constraint for patchtsmixer; not the same underlying change." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/KV cache behavior, but one is a missing cache object in v5.0.0 during chunked prefill and the other is a serve-time indexing crash in /v1/responses." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a pytest-xdist captured_info.txt race in testing utilities." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Empty transcription generation after token alignment is unrelated to Windows ROCm import/type errors around torch.distributed." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are both serialization-related, but they affect different save paths and artifacts." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are distinct tokenizer/decoder bugs with different triggers." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and Chinese performance regression after upgrade are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization failure and ESM2 breakage may both be v5 regressions, but they are separate model-specific compatibility issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown after upgrade and deepspeed optimizer-step duplication are unrelated performance/ \u0627\u0644\u062a\u062f\u0631\u064a\u0628 issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save artifacts versus double optimizer stepping are different subsystems and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug and docs still referencing pipeline() are not the same underlying issue." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are separate configuration/API problems." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to the reported data-filtering slowdown." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile divergence in attention kernels and Gemma pipeline roundtrip failure on a special character are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained error do not indicate the same concrete problem." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different directions of the save/load lifecycle." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 Video missing attribute and Qwen2.5-VL video position-id error are separate multimodal model bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and missing processor save files are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video encoder output attribute error and trust_remote_code missing fields are both initialization-related but on different model families and causes." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import and SentenceTransformers loading hang are unrelated user-environment/runtime issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings docs/API issue and remote-code checkpoint meta-initialization incompatibility are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "GenerationMixin key update after sync_gpus and missing cache during chunked prefill are both generation-related but different concrete failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure and nonexistent import from image_utils are distinct API/export regressions." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing config field silently dropped by strict handling and Qwen3.5 MoE from_pretrained error are related to the same model family but not the same concrete issue." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video attribute error and add-new-model-like failure in TOKENIZER_MAPPING_NAMES are different code paths and model infra concerns." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are separate bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Incorrect attention mask construction and final-partial-batch dropping in MaskGenerationPipeline are unrelated logic errors." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different model-specific regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 38, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46202" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42222|issue:45200", + "issue:44623|issue:45310", + "issue:43065|issue:46123", + "issue:44188|issue:44373", + "issue:30333|issue:33290", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:42898|issue:44779" + ], + "prepared_review_unit_hash": "0e2b75db758eff492a45213710f122583209a1fe03b9fefcf2996c53566b2f26", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37043, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. Only one soft pair looks like a true duplicate (the two identical Qwen3ForCausalLM VRAM-leak issues); the rest are at best loosely similar by model family or transformer-v5 regression themes and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "42673 is the clearest anchor because 42673/43704 are the only exact duplicate pair in the set (same title and same underlying Qwen3ForCausalLM VRAM leak).", + "canonical_pr_reason": null, + "best_issue_reason": "42673 is the best representative issue here: it has the strongest duplicate evidence and the most concrete, self-contained bug report among the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are crashes, but they are different code paths: Mistral tokenizer regex patching vs auto-docstring parsing with future annotations." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both touch Gemma, but one is a processor attribute crash and the other is a tokenizer roundtrip failure; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported Qwen3ForCausalLM VRAM leak in multiple dataloader threads; this is a duplicate." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and unrelated code paths." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/FP8, but one is FP8 save_pretrained and the other is a Qwen3.5 Moe from_pretrained error; different failures." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and a Qwen2.5-VL import error are not the same underlying problem." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen3-family models, but the concrete failures differ enough that they would not be one merged fix." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors in transformers v5, but they involve different APIs and separate breakages." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained bug are different issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package-dependency/backend inclusion problem vs dummy-class cleanup/check-repo failure are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure and pytest-xdist file race are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and missing load-balancing loss in MoE are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file race and broken auto_mappings references are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docstring mismatch for TextClassificationPipeline and pytest-xdist file race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/update bug and a Janus image-generation test failure do not share the same failure mode." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading stall and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during evaluation and ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 mm_token_type_ids defaulting are different multimodal issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in processor.save_pretrained and Qwen3.5 Moe from_pretrained error are different problems." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention branching bug and a wrong docstring are not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both involve generation/runtime behavior, but they are different concrete bugs and code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions across v4/v5, but they affect different models and different tokenization behavior." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different downstream packages." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is load-time tokenizer issues and the other is special-token insertion semantics." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal model-loading issues, but the missing image-patch method and meta-initialization incompatibility are distinct bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions around v5, but the codec/fix_mistral_regex problem is separate from clean_up_tokenization_spaces." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Granite token ID regression and DeepSeek tokenizer regression are separate model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:42673 vs issue:43704, is clearly supported by identical titles. The other soft-edge rejections do not overclaim duplicate status based on the provided titles and issue metadata, and the overall summary correctly treats the cluster as mostly heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43475", + "issue:43479", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305" + ], + "soft_pairs": [ + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:44190|issue:46082", + "issue:30333|issue:36331", + "issue:43479|issue:44869", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:45071|issue:46082", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:44263|issue:45092", + "issue:43122|issue:46209", + "issue:43873|issue:44945" + ], + "prepared_review_unit_hash": "c8a32b155c873443bcb00115120c4c7334904e954ea325f7b85cfa4b8990eeea", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37489, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous set of issues with only superficial text similarity; none of the soft-pair candidates look like the same underlying bug or change, so there is no true duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated bugs across serving, docs, tokenization, model loading, config, and save/pretrained code paths, and the soft links are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues is broad enough to represent the others or plausibly subsume the rest as the same fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Wrong code-path: KV-cache continuation crash in serving vs auto_docstring annotation handling." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer args not being used is unrelated to a doc typo about set_training()." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5-MoE, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both involve output differences, but the trigger and code path are different models/features." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer read error for position_ids is unrelated to Deepspeed calling optimizer.step twice." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump and dummy-class cleanup are different maintenance issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus generation regression is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Pip extra/backends packaging problem is unrelated to a missing image_utils import." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8/MoE model state and the other is tokenizer config metadata." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import and leftover dummy-class leakage are different symbol/export bugs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization with None is unrelated to ModelOutput key assignment semantics." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility failure is unrelated to a missing image_utils symbol." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to an optimizer step-counting bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but they affect different object types and failure modes." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-reporting behavior and model loading regression are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and attention registration behavior are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example-script dataset loading and LlamaConfig validation are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failure reporting is unrelated to the compute_loss signature change." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper timestamp decode crash are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting and token-embedding reinitialization are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig and LlamaConfig head_dim validation are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 video encoder attribute error and MoonshineStreaming mask off-by-one are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5-MoE from_pretrained regression." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors, but from different symbols/modules and different underlying causes." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg crash is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation issue are different failures." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "VL vision_position_ids bug and streaming mask off-by-one are unrelated off-by-one-style reports." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return semantics in GlmMoeDsaIndexer are unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift across versions is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different 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": 18, + "review_unit_index": 40, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43950", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43479|issue:43644", + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44261|issue:45092", + "issue:42907|issue:46050", + "issue:43644|issue:46305", + "issue:44514|issue:45103", + "issue:44829|issue:46002", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:44368|issue:46305", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:43950|issue:46305", + "issue:44945|issue:45753" + ], + "prepared_review_unit_hash": "f50d56fb05de64c9bb5d2633f0fec7d2aaa2f0c77dfd6f74df0c244273cdf310", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35345, + "estimated_input_tokens": 8837, + "estimated_eval_tokens": 17930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues; none of the soft-edge pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the strongest representative of a broad save/load regression theme (non-persistent buffer corruption) and is the closest thing to a shared underlying problem in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best standalone issue here because it is technically specific, reproducible, and closest to the few save/load-related reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling and a Kosmos2.5 OCR index error are unrelated code paths." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained failure is unrelated to a question about the default 50GB shard size." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording for position_ids is not the same bug as GLM-5 RoPE implementation." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a buffer after registration and processor.save_pretrained missing files are different problems." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization for Phi4Multimodal is unrelated to non-persistent buffer junk on load." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are separate failures." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id mismatch are different tokenizer/config issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility and incorrect saved visual encoder keys are different loading vs saving bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return handling in one indexer is not the same as a missing ReLU in another." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to InternVL2 meta-init compatibility." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure and sinq save/load breakage are both quantization-related but not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer corruption and a sliding-window off-by-one are different subsystems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "apply_chat_template batching crash and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "FlashAttention-3 training degeneration and NaNs after checkout/init do not share a code path." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config defaults for multimodal models and GPTNeoX rotary_pct reload behavior are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3.5 MoE from_pretrained are distinct issues." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A torch.split return-value bug is unrelated to a docstring typo." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing exports for different classes; same broad area, not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to the Qwen3-VL-Moe bug report." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping behavior and mDeBERTa special-token insertion are separate tokenizer bugs." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "tie_word_embeddings warning and streaming mask off-by-one are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is not the same as an incorrect tokenizer decoder type." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46305", + "accept": false, + "reason": "from_pretrained buffer corruption and Moonshine streaming mask math are different bugs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and a Qwen3_5 image-induced infinite loop are 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": 18, + "review_unit_index": 41, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44464", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:43550|issue:46132", + "issue:30990|issue:33357", + "issue:43232|issue:45593", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:44261|issue:44373", + "issue:43723|issue:44442", + "issue:42907|issue:44945", + "issue:43723|issue:44779", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:42907|issue:44964", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43232|issue:45245", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779" + ], + "prepared_review_unit_hash": "dd506ebcb330fbbd1f004fc26d5eed99361e656266eb9179761680e066c11990", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36606, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad subsystems (tokenizers, imports, generation, multimodal chat templating) but not the same concrete bug or fix. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "If forced to pick one reference issue, issue:43122 is the broadest and most representative tokenizer-regression report in the set; however, the cluster as a whole does not have a true canonical duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best single issue to anchor nearby tokenizer-regression discussions because it is relatively broad, clearly reproducible, and has inbound references; still, it does not represent the rest of this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 42757 is one missing symbol from huggingface_hub while 45278 is a broad upgrade breakage with many import errors; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "One is TOKENIZER_MAPPING_NAMES returning None; the other is AutoProcessor not forwarding kwargs to cached_file. Different code paths and failures." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI env command and a NameError during sentence-transformers import are unrelated issues." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different problems with different symptoms and likely different fixes." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and AttentionInterface.register changing function behavior are distinct bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hangs and a MacOS bus error on a CLIP model are not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch in save_pretrained are different tokenizer/model serialization issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Missing kwargs passthrough in AutoProcessor.from_pretrained and chat-template crashes on tool-call assistant messages are separate code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A config epsilon precision issue and a wrong docstring are not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a general v5 loading issue and the other is a specific FastSpeech2ConformerTokenizer failure; not enough evidence of the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but they affect different tokenizer paths and symptoms; too broad to call the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model-saving of dequantized weights is unrelated to GLM-5 GenerationConfig validation." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "AutoImageProcessor import failure may be one example of import breakage, but 45278 is a broad collection of import errors after upgrade, not the same specific issue." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer loss and Qwen3-Next tied-weights warnings are unrelated model-specific bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Missing nn during import and stale auto_mappings references to removed Sam3LiteText configs are different import/config cleanup problems." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type mismatch warning and a missing attribute on Sam3VisionEncoderOutput are separate SAM 3 issues." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization drift across versions and a batched apply_chat_template crash with padding=False are different failures." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44521", + "accept": false, + "reason": "kwargs forwarding to cached_file and zero assistant_masks for multimodal inputs are distinct chat/template behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are not the same underlying problem." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation config updates after sync_gpus and a categories-cardinality runtime error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Added-token spacing behavior and Sentence Transformers loading hangs are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access errors are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different observable failures; too weak to merge as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 42, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45083", + "issue:45216", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46231" + ], + "soft_pairs": [ + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:43824|issue:44351", + "issue:22355|issue:28218", + "issue:43784|issue:45446", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43122|issue:43906", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:42831|issue:44297", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:33453|issue:39401" + ], + "prepared_review_unit_hash": "733e2a3a8ac1d1a6d9d3ba728380828e2ca30bfae54a3f6dd4837789ebca2f06", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36429, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: tokenizer regressions, model loading/saving bugs, import errors, and unrelated training/runtime issues. The only clear duplicate-like matches are the Qwen3.5 save/load serialization regressions.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45216 is the best anchor for the Qwen3.5 checkpoint/save_pretrained regression family: it is broad, regression-tagged, and directly explains the related from_pretrained failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest global issue candidate because it captures the underlying serialization bug more generally than the later, narrower symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different code paths: dequantized model saving vs gguf loading failure." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label example-script behavior are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe runtime issue and the other is FP8 save_pretrained; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer vs a separate model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 save/load serialization regression: incorrect saved checkpoint content leads to from_pretrained failure." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug and all-zero assistant masks are different tokenizer/template problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import error and extra-space-after-added-token tokenizer bug are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError is not the same as the flex_attention PyTorch version check bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX module import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing APIs and different failure causes." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "An isolated reproduction can be related, but there is not enough evidence that it is the same concrete tokenizer bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor kwargs forwarding are different loading issues." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are distinct symptoms/code paths." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-Python runtime errors and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE discussion are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading breakage and NaNs in classification heads are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance issue and missing get_number_of_image_patches AttributeError are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose import breakage and Ministral-3 FlashAttention failure are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args not used and trainer.evaluate() failing after training are different trainer/optimizer bugs." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility regression and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 save/load serialization family: incorrect visual-encoder keys in save_pretrained plausibly cause the from_pretrained error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3.5-VL-Moe, but one is a transformer/model bug and the other is a save/load serialization failure." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label example script output and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop-on-image are unrelated multimodal bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior and flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example behavior and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 generation-config validation and paged generate stale warning are unrelated generation issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure and layoutlmv3 error-message clarity are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 tokenizer offset_mapping bug are different tokenizer failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is grounded in the packet and the negative pairings stay appropriately conservative. The only accepted matches are the Qwen3.5 save/load regression family, which is well-supported by the issue titles, and the overall heterogeneity summary fits the set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 43, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44938", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298" + ], + "soft_pairs": [ + "issue:44625|issue:46002", + "issue:38617|issue:45278", + "issue:44380|issue:46077", + "issue:39401|issue:44779", + "issue:42175|issue:44938", + "issue:44117|issue:45588", + "issue:43064|issue:43673", + "issue:43381|issue:44945", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:42673|issue:45072", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:42222|issue:46178", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44483|issue:45464" + ], + "prepared_review_unit_hash": "ec5e0fe8dac8e08679233342a9d2422a5ff3aab6f935a0c51b72d8b4f615da61", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, but the strongest shared theme is v5 upgrade regressions around imports/tokenization. No soft pair looks like a true duplicate or the same concrete fix, so all are rejected.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest representative of the v5 upgrade breakage theme, covering multiple import failures after moving from 4.57.x to 5.5.0.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable anchor because it is the widest umbrella problem in the set and best matches the likely cross-cutting regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 config propagation vs classification-head NaNs are different symptoms and different code paths." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific missing symbol and the other is a broad post-upgrade import-breakage report." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention bugs: GPT-2 scaling under SDPA/FlashAttention vs Gemma4 bidirectional mask construction." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (offset mapping vs incorrect tokenization output)." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend installation/package extras issue is unrelated to Python 3.14 load failure." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None and flash-attention s_aux handling are unrelated subsystems." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption is unrelated to chunked-prefill cache handling." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to pipeline-parallel output correctness." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation leftovers after pipeline removal are unrelated to a flex_attention version check bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-shape bug and missing-torchvision crash are different issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and flash-attention generation failure are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Released-version dependency bump and PyTorch version gating are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Generic tokenizer mapping failure is not the same as Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression and noisy logging message do not describe the same underlying problem." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multithreaded loading and dtype mismatch in bfloat16 inference are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections is a model-architecture bug, not the Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init argument handling and PreTrainedConfig type checking are different failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mapping and runtime post-processor updates are both tokenizer-related but not the same defect." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different missing-import symbols with no evidence of the same fix path." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker is unrelated to loading MobileLLM-125M with a key error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general API regression while the other is a specific Qwen3.5 streaming failure." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation and unrecognized model/config loading are different problems." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong decoder type and changed tokenization output are related only at a broad version-regression level, not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection and Qwen3.5 streaming failure are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 44, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:42371|issue:44261", + "issue:42222|issue:45542", + "issue:43012|issue:43577", + "issue:44410|issue:45478", + "issue:38617|issue:44220", + "issue:42175|issue:42222", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:44263|issue:46172", + "issue:43012|issue:43408", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588" + ], + "prepared_review_unit_hash": "5d05464b4f90a55d125641f12af2268869f06cd700d584333ffcf10df06d7723", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, with mostly unrelated transformer regressions and API/behavior issues. None of the soft pairs look like the same underlying bug or fix, so I would not merge any of them as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest and most umbrella-like issue in the set, centered on widespread import breakage after upgrading Transformers, which makes it the best representative target for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the general user-facing regression theme in the cluster and is broad enough to subsume related import/load failures better than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both concern optimizers, but one says SGD args are ignored while the other says deepspeed calls optimizer.step twice; different failure modes and fixes." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific Phi-4 multimodal loading failure; the other is a broad post-upgrade import-error report. Same area, not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an MLA rms_norm_eps precision issue are unrelated problems." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and missing TensorFlow backend from a tensorboard-only install are different issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is a compile warning on bfloat16 models and the other is a Blip2 loading bug where dtype fields stay float32." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is a missing projection in qwen3next and the other is a Qwen3.5 MoE from_pretrained error; not the same code path." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error from configuration_utils and a feature-extraction fbank issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging and broken VitPose models are different bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "A missing image-patch helper in a fast image processor and an MLA layernorm epsilon precision issue do not share the same underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is a config removal/regression around tied embeddings, the other is unexpected position-id key warnings; different symptoms and fixes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking regressions are unrelated API breakages." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM/DSA, but one is about torch.split return values and the other is a RoPE implementation bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and an undefined tf backend error from tensorboard-only installs are separate problems." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leakage in multi-threaded dataloaders and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The VRAM leak report is about Qwen3ForCausalLM threading; the linked reproduction issue is not the same concrete failure." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different code paths: a DSA indexer split issue versus a DeepSeek V4 dtype/transpose bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 precision warning during compile and a SAM3 model-type mismatch warning are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a DeepSeek V4 comb dtype/transpose issue are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE loading error have no shared underlying fix." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention, but one is a Ministral-3 failure and the other is degenerate training with flash_attention_3; not mergeable as one PR." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy loss are separate numeric-behavior issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "A Qwen3-VL checkpoint shape mismatch and a Qwen3-VL-Moe issue on Transformers 5.0 are related only by model family, not by the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tied-embedding config removal and gguf_file loading failures are different loading regressions." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing get_number_of_image_patches and torch.split return handling are different implementation bugs." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing image_utils import and a documentation typo in set_training are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a physical-intelligence/fast load failure are different issues." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but one is a model-type mismatch and the other is a tied-embeddings config warning; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python compatibility breakage and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A crash without torchvision and a save_pretrained shard-size question do not share the same underlying defect." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek, but one is a native-vs-remote implementation divergence and the other is a dtype/transpose bug in DeepSeek V4." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Tie-embedding config removal and sinq quantization save/load breakage are unrelated regressions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tied-embedding config removal and a flash_attention crash on s_aux=None are different code-path failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 45, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43792", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44964", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:45859", + "issue:46123", + "issue:46172", + "issue:46298" + ], + "soft_pairs": [ + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43986|issue:45290", + "issue:45341|issue:45588", + "issue:45341|issue:45561", + "issue:43208|issue:43550", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43792|issue:46123" + ], + "prepared_review_unit_hash": "1b05eb4b1c664d447527d9646f02fec84ccc8692f1cbb5eb33c7cb929450235c", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37751, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items span many unrelated Transformers bugs, warnings, and model-specific regressions. The soft edges are only superficial text overlap (imports, warnings, save/load, model names), so none look like the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate cluster is evident; if one issue must anchor the set, issue:43873 is the most broadly discussed active bug report and the least arbitrary representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue by activity and breadth, but it should be treated as a standalone bug report rather than a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different bugs: FSDP2/PEFT optimizer-state corruption vs model_init not applying Liger Kernel." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in multithreaded dataloaders is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different dependency paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken constructor error and TOKENIZER_MAPPING_NAMES None are distinct failure modes." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model issues: missing Qwen3Next projections vs a Qwen3_5MoeVisionConfig field being dropped." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test seed issue is unrelated to a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug and qwen3next missing projections affect different models/code paths." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch on model load is not the same as missing attention projections." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network access bug is unrelated to missing embed_tokens.weight during load." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Testing utility bug vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config attribute warning and quantization/offloading behavior are different regressions." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: layer_type_validation vs HybridCache." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision issue and GLM-5 RoPE implementation are separate model internals bugs." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Phi-4 multimodal loading failure has nothing in common with a testing_utils bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are different utilities." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/torchvision crash and tokenizer mapping None are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same as a testing_utils issue." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash is unrelated to the mistral_common ReasoningEffort import error." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor video-model crash and chat-template tool-call crash use different code paths." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utilities bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing utilities bug and pytest-xdist file race are different concurrency problems." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are model-specific and distinct." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to the testing_utils issue." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight during load is unrelated to max_shard_size save behavior." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch precision warning during compile is not the same as a SDPA runtime failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline() translation messaging and saving Pipeline objects are different pipeline bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they come from different code paths and underlying issues." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and noisy logging are unrelated cleanup vs logging problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure is not the same as Pipeline.save_pretrained serialization." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save failure and an infinite-loop image input bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and a noisy logging message are not the same issue." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 comb transpose bug are separate model-specific failures." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper loading failure and MaskGenerationPipeline partial-batch drop 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": 18, + "review_unit_index": 46, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46298" + ], + "soft_pairs": [ + "issue:44938|issue:46178", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:38617|issue:43502", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:44625|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43502|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216" + ], + "prepared_review_unit_hash": "54c995427b89620d8f53e33d6aae32a9d796a773760871b304d026c85e399138", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36257, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a loose collection of distinct Transformers bugs and regressions rather than a single duplicate cluster; the soft pairs are mostly superficial matches on broad terms like import, save, or model loading.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45698 is the strongest representative only by signal strength: it is open, has the most discussion/inbound attention, and describes a concrete, user-visible regression around from_pretrained/save_pretrained behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best single issue to anchor the cluster if one must be chosen, because it is active and centrally phrased as a reproducible regression with broader impact than the mostly narrow model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different failures: Python 3.14 import/load issue vs an invalid backend name in backend mapping." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different surfaces and bugs: chat/completions request validation vs chat template batching crash." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same concrete bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely unrelated: xLSTM training bugs vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different code paths: a PyTorch precision warning during compile vs a flex_attention failure on newer torch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning is unrelated to bf16 compile warnings." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency surfaces." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed config references is unrelated to noisy logging." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import symbol vs local_files_only network requests are different bugs." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "save_pretrained/from_pretrained regression is unrelated to the DeepSeek tensor transpose error." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading bug and the other is FP8 inference support; not one fixable change." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "GenerationMixin cache handling during chunked prefill is unrelated to pipeline final-batch bookkeeping." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat APIs, but one is request acceptance and the other is assistant tool-call template tokenization." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but they concern different missing output fields and are not clearly the same concrete defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and sorted-state_dict load failure are not the same underlying problem." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type regression is unrelated to FP8 inference on B200." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size missing is unrelated to SAM3 vision encoder output attributes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is bidirectional attention masking." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model serialization failure and pipeline save_pretrained failure are different save paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline serialization." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support limitation for Nemotron is unrelated to GLM-5 GenerationConfig validation." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both touch loading/saving, but one is a state_dict ordering load error and the other is incorrect Qwen3.5 checkpoint saving." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention mask bug and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline/local-files behavior is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing APIs from different packages." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes on different models, no shared bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint 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": 18, + "review_unit_index": 47, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45600", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:36683|issue:44242", + "issue:44380|issue:46132", + "issue:36683|issue:43881", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:44380|issue:45479", + "issue:43352|issue:44380", + "issue:36683|issue:44117", + "issue:43618|issue:44380", + "issue:41669|issue:44246", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125" + ], + "prepared_review_unit_hash": "8aa57892d8fae62adcd8ec080c7f31aa6975323616e01658b48a46ae5d9c6dda", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of Transformers issues (model loading, attention backends, tensor parallelism, CI flakiness, and import-time regressions). None of the soft-linked pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 36683 is the most active open item with a concrete runtime failure and broad model-loading relevance; among this mixed set it is the best anchor issue, even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the strongest representative issue here: active discussion, clear failure mode, and enough specificity to be actionable without being just a test or minor cleanup report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: Gemma3 config missing vocab_size vs MoE load-balancing loss handling." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention code, but one is GPT-2 scaling under SDPA/FlashAttention and the other changes AttentionInterface.register behavior." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Both are load-time failures, but they affect different models and stem from different missing attributes/code paths." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as a specific Qwen3.5 image-loop regression." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both mention Qwen3.5-era models, but one is MoE loading and the other is multimodal infinite-loop generation." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention 2 support gating is unrelated to Python version compatibility." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens weights and Qwen3.5 MoE from_pretrained errors are different model-specific load failures." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention, but one is unsupported FlashAttention on Ministral-3 and the other is ignored attention scaling on GPT-2 backends." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same broad topic family, but 45478 is a different Qwen3.5 MoE loading regression, not the Nemotron FlashAttention issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import errors, but one is about compiled Python files and the other is a torch.jit parsing problem in DebertaV2Model." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict ordering load failures and Gemma pipeline roundtrip failures are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic state_dict loading errors are not the same as a missing Qwen3_5MoeVisionConfig field." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config bug vs degenerate zero-loss classification behavior." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both are attention-related, but they affect different models and different backend behavior." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Different missing-attribute regressions in different parts of the loading stack." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions regression is not the same bug as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-time slowdown from wildcard imports and intermittent import slowness are related only at a very high level, not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Tie-embeddings API removal and FlashAttention support are unrelated regressions." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is missing set_seed and the other is an xdist file-race issue." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility reports, but for different versions and likely different root causes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different model save/load regressions: state_dict ordering versus incorrect visual encoder keys." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tp-related OOM when loading a large model are not the same underlying issue." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Wrong optimizer states during training is unrelated to saving Pipeline objects." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch ImportError and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but one is missing attentions output and the other is structural divergence between two CLIP text models." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Attention-output regression and AMP/CUDA loss crash are different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions regression is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer implementation details are unrelated to DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword conflicts are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related CI flakiness is unrelated to a specific multimodal model load failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Missing set_seed in tests and stale device override behavior are different CI issues." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky test seed issue is not the same as broken auto_mappings references causing CI failures." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and a missing tensor-parallel plan are separate model-export/parallelism 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": 18, + "review_unit_index": 48, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "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:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656", + "issue:45850", + "issue:46132", + "issue:46209" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30990|issue:31795", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:43010|issue:44368", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "e2b7280b697fa473078d4a3a5b5dd904c396eb613d827832bb7c0eac9f13d811", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38487, + "estimated_input_tokens": 9622, + "estimated_eval_tokens": 19500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly a grab bag of unrelated Transformers regressions, import errors, docs bugs, and model-specific failures. The soft pairs are only superficially similar by wording; none look like the same concrete defect. The broadest representative issue is the v5 regression umbrella.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45850 is the broadest umbrella here: it captures the general v5 breakage theme that many of the other regression-style reports superficially resemble.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best represents the cluster because it is the most general, current, and central user-facing breakage report among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: broken `transformers env` CLI vs `AttentionInterface.register` behavior change." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated symptoms: compiled Python file errors vs a data-filtering slowdown after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 Moe-related, but one is missing tensor-parallel plan data and the other is a `from_pretrained` loading failure; not the same code path." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: `PreTrainedModel` vs `HybridCache`." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Memory/OOM regression under int4 quantization is not the same as failing to reload a checkpoint after upgrading." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan omission is separate from `deepstack_visual_indexes` being dropped by strict config handling." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`@torch.no_grad` cache update issue is unrelated to broad import failures after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang in Sentence Transformers is not the same as docs confusion around `input_ids` and `past_key_values`." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both mention loading, but one is tokenizer loading in v5 and the other is checkpoint reloading after upgrade; different failures." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Unexpected hub API access with `local_files_only=True` is unrelated to FP8 `save_pretrained` behavior." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy regression and a missing image-patch helper causing an AttributeError are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update decorator bug is not the same as a broad claim that v5 breaks many models." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "`local_files_only` network access bug is unrelated to the placeholder issue titled `racoon`." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no-grad behavior has nothing to do with a warning about `tie_word_embeddings`." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow status reporting and tensor-parallel training behavior are distinct problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing `pipeline()` after removals is unrelated to the placeholder `racoon` issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and `PretrainedConfig` type-checking breakage are different failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file handling is unrelated to saving Pipeline objects." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with `model_init` is unrelated to a missing ReLU in the DSA indexer." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading regression are different model/code-path issues." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "A Qwen3VL MoE loading breakage is not the same as a general checkpoint reload regression after upgrade." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing `is_offline_mode` export and broken `transformers env` CLI are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken environment command and `PretrainedConfig` type-checking regression do not describe the same defect." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are different issues." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update no-grad behavior is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI `transformers env` breakage is unrelated to missing Qwen2.5-VL import symbols." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an `ImportError` for `layer_type_validation` are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue `racoon` has no clear relation to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both touch FP8/MoE, but one is a save/load bug and the other is an inference-support request; not mergeable as one fix." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decorator behavior is unrelated to the Python version compatibility report." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken CLI command and Python 3.14 load failure are separate problems." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and placeholder `racoon` issue do not match." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application with `model_init` is unrelated to FP8 inference failing on B200 GPUs." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors for different symbols from `transformers`." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to `reduce_labels` returning the wrong shape/value in BeitImageProcessorFast." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from `processor.save_pretrained(...)` is specific; the other item is an empty generic bug report." + } + ] + }, + "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": 18, + "review_unit_index": 49, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:44373|issue:44961", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273" + ], + "prepared_review_unit_hash": "44c8d08d29d64678ff928112b2f1aab3bdb582492d4a4b4add479835883b1be8", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38785, + "estimated_input_tokens": 9697, + "estimated_eval_tokens": 19650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated issues. The only coherent theme is import/lazy-loading/v5 import regressions, but none of the soft pairs are close enough to treat as duplicates or the same fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44273 is the broadest umbrella for the import/lazy-loading regression theme and best matches the shared symptom family across the relevant issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the most concrete root-cause report in the cluster: it identifies import * usage as the source of the import-time slowdown and is the most actionable issue to anchor the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both are runtime/import-related at a high level, but one is about lazy loading and the other is a TensorFlow backend warning path; different bugs and fixes." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different model families and different failures: Qwen3-VL-Moe inference bug versus missing tensor-parallel plan in Qwen3.5 MoE." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "One is a broad lazy-loading complaint; the other is a specific sys.modules access bug in modeling_utils. Related area, not the same underlying defect." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Completely different surfaces: Qwen3-VL 2D bounding-box output bug versus PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Different features and code paths: FP8 inference support for Qwen models versus a DeepSeek weight-conversion question." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "A docstring typo about position_ids is unrelated to the placeholder 'racoon' issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5, but one is the transformers env command and the other is checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3.5, but the symptoms differ: 2D box output failure versus an infinite-loop case on a specific image." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-performance regression versus missing GenerationMixin cache during chunked prefill; different root causes and fixes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config pad_token_id error versus a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade-compatibility problems, but they affect different model-loading paths and are not clearly the same defect." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the same as the broad v5 breakage complaint." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5 chat crash is a model-specific failure, not the same as the generic 'v5 breaks too many models' report." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * slowdown and a missing Qwen3_5ForCausalLM import error may both involve imports, but the underlying problems are different." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import behavior, but one reports intermittent slow imports while the other claims lazy loading is broken; not enough evidence of the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seed omissions in SAM HQ tests have nothing to do with the inverse_sqrt scheduler ignoring kwargs." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type mismatch warning for SAM3 versus Liger Kernel not applied in model_init are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs handling are separate code paths." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error in Nemotron is unrelated to Qwen3-VL 2D bounding-box output behavior." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a generic bug report placeholder." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression is unrelated to the Qwen3-VL bounding-box bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to a generic bug report placeholder." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are separate issues." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler keyword handling and PretrainedConfig type-checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * cleanup and missing HybridCache export may both touch imports, but they are different missing-symbol/import surfaces." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown is unrelated to a small testing_utils bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade and a broad claim that v5 breaks many models are too vague to be the same underlying issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression and a typo in cache strategies are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs passthrough and attention-interface noncompliance in RoFormer are related to the same model family but not the same concrete defect." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A specific GLM46V image-processor method bug is not the same as the broad v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-related failures with different symptoms and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and tied-weight-key AttributeError are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version incompatibility and a missing Qwen3_5 import are separate failures." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward documentation confusion and tokenizer loading regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import * performance regression and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init and flash_attention_3 causing degenerate training are different changes/issues." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command and lazy loading issues overlap on version context only; they do not look like 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": 18, + "review_unit_index": 50, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43827", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:41669|issue:44998", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "614ce861ade4edddad97d1c3049cda05ce228da564bbd3fc7eafdf10e05eb78c", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 39956, + "estimated_input_tokens": 9989, + "estimated_eval_tokens": 20234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate regressions, API changes, docs issues, or model-specific bugs that only share a broad Transformers/v5 similarity. I found no soft-edge pair that clearly describes the same underlying defect/change, so all candidates should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest representative of the cluster\u2019s recurring v5 breakage theme, even though it is more of an umbrella complaint than a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best matches the overall cluster topic because it captures the general \u201cv5 breaks many models\u201d regression pattern seen across several items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and failures: DSA indexer/ReLU vs Gemma audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "One is save_pretrained for Pipeline objects; the other is _get_tied_weight_keys crashing on a list." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no concrete match." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs import failure for Qwen3_5ForCausalLM are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs referencing pipeline() and a cache-strategy typo are not the same defect." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared expert gating vs a deepseek-v4 tensor transpose issue are distinct." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup in models does not match a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and a Llama 3.2 model-loading regression are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading is not the same as confusing forward docs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation and Gemma4AudioRelPositionalEncoding are distinct model-specific changes." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "A VRAM leak in multi-threaded loading and a RoPE bug do not share the same failure mode." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight conversion script request." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint vs a specific Qwen3_5 import failure; too coarse to merge." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API guidance vs VRAM leakage are different issues." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp logic and missing save_pretrained files are separate bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different components: Qwen3VL processor timestamps vs Qwen3ForCausalLM memory leak." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer do not match Gemma audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is a different model-specific bug." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are different symbols and code paths." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gap in NemotronHForCausalLM is not the same as Qwen3_5 import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related but describe different v5 symptoms and likely different code paths." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated non-technical issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_tied_weights_keys list crash and apply_chat_template tool-call crash are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as tied-weights key handling." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak vs unrelated non-technical issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup issue vs unrelated non-technical issue." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder type bug vs unrelated non-technical issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and missing layer_type_validation import are different." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 support request for qwen3-vl/qwen3.5 MoE and missing processor save files are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "Unrelated non-technical issue vs Qwen3_5 import failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-status reporting and checkpoint load slowness are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bug are different concerns." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 inference support request and Qwen3.5 MoE from_pretrained failure are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading performance regression and tokenizer loading regression are distinct." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio-model continuous batching support and qwen3-vl/qwen3.5 fp8 inference support are different feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface are unrelated model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is not the same as DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig and tokenizer regex warning 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": 18, + "review_unit_index": 51, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-439", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "2b10f80c507cdcef3e1eb7c83b3f0fac260952bb51775e571bc950351fc6d7b7", + "component_budget": { + "node_count": 439, + "item_count": 439, + "soft_pair_count": 1616, + "serialized_chars": 837663, + "estimated_input_tokens": 209416, + "estimated_eval_tokens": 419088 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6639, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates; they span unrelated areas including a norm-layer question, Mask2Former ignore_value handling, loss kwargs propagation, a config type hint, a typo, tokenizer regex warnings, and RoFormer attention interface usage.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate exists in this set. If one issue must anchor the cluster, issue 43240 is the broadest/general framework bug, but it is still unrelated to the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the closest thing to a cluster anchor because it concerns generic loss-call plumbing rather than a single model-specific typo or configuration detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss-kwargs propagation are different bugs in different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention interface usage are unrelated implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "A Mask2Former loss-parameter bug is not the same as tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These concern different subsystems: segmentation loss handling vs attention interface usage in RoFormer." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value logic and a typo in a quantization attribute are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function and an incorrect type hint in ModernBERTConfig are not the same underlying bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type-hint error is unrelated to a typo in a quantization field name." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm vs RMSNorm is unrelated to a ModernBERTConfig annotation problem." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss-parameter handling and a ModernBERT config typing issue do not share the same code path or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "5ff925bcca17d8cae1050ee7f139f04be2298d337c4cdda928b13aeb67b7837d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated: one is about truncation behavior in tokenization, one about ReduceLROnPlateau-like scheduler functionality, and one about Wav2Vec2 word time offsets. No duplicate cluster emerges.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #10519 is the clearest concrete product request and best represents the only coherent topic in the set; the other two issues are unrelated feature requests in different areas.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the most specific and actionable issue; it is the best standalone representative, but not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Token truncation options and Wav2Vec2 word boundary timestamps are different features with no shared code-path or concrete bug overlap." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Truncation-from-beginning is unrelated to ReduceLROnPlateau-like scheduler behavior; they concern different subsystems and problems." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A learning-rate scheduler feature request and Wav2Vec2 time-offset extraction are unrelated issues with no plausible duplication." + } + ] + }, + "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": 18, + "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": "abe46e12df50bd2b8975547c25fe78a4b98496b57276d0e9899e0c931253d464", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks mixed: one Tapas tokenization issue and two model-loading issues. The two model-loading tickets are superficially similar, but the available evidence is not strong enough to treat them as the same concrete bug, so I would not merge any soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #16618 is the broadest and most central model-loading report in the set, with the most discussion and the clearest user-facing failure around loading a pretrained model.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative of the cluster because it captures the main model-loading problem theme, whereas #13244 is unrelated and #15980 is narrower and more specific to private-model login/error messaging.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different bug class and code path: Tapas tokenization behavior versus inability to load a pretrained model." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model access/loading, but one is specifically about a private-model download/auth error and the other is a generic failure to load 'bert-base-uncased'; not enough evidence they are the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 18, + "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": "89dea94304e87b13a1de33358b66b54f86d807632925567de5212ed71dd7aa1e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They are only loosely similar at a high level and should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 26350 is the better anchor only because it is older and has substantially more discussion activity, but it is not a duplicate of 33260.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the strongest representative issue in this pair due to age and higher engagement, though the topics are distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features in different inference/runtime paths: Flash Attention 2 vs GGUF support. The similarity is only broad subsystem-level language about architectures, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "6c8001445ec5c67915bfad843678756c3797f1a5c1093594fb73e2567b96a6a9", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of i18n docs-translation issues, but the evidence points to different language requests or template-like variants rather than one true duplicate set. Only the two exact Thai-title issues look like a likely duplicate pair.", + "confidence": 0.71, + "canonical_issue_reason": "issue:27088 is the earliest concrete, language-specific request (Turkish) and is clearer than the later template-like variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the most representative single issue in the group because it has a specific language target and avoids the placeholder/generic titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same translation-issue template, but different issue instances and no evidence they report the same specific language request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Template similarity is high, but the issues are not shown to target the same underlying translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The placeholder title makes this look generic, but there is no concrete evidence it is the same request as the Turkish issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language target (Turkish vs Romanian), so these are separate requests, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language target (Turkish vs Spanish), so these are separate requests, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "High text similarity appears to come from shared template structure; no evidence of the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Similar template text only; the language-specific request is not shown to be the same." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Shared i18n template, but no concrete evidence of the same underlying translation task." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian issue vs a generic placeholder-title issue; similarity is not enough to treat them as the same report." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Template overlap only; no clear sign these are duplicate reports of the same request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Both are translation-related, but the placeholder title makes this too ambiguous to merge as duplicates." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "The Thai-titled issue is unrelated in language/content to the Romanian request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "The Thai-titled issue is unrelated in language/content to the Romanian request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both use the same placeholder template, but the available evidence does not show the same concrete issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Placeholder-title similarity alone is not enough to call these duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different title content; no evidence they are the same request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title content; no evidence they are the same request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template text, but no proof they describe the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title content and no shared issue target or code-path evidence." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title content and no shared issue target or code-path evidence." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different title content and no shared issue target or code-path evidence." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title content and no shared issue target or code-path evidence." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These are exact title matches with the same body length and very close timestamps, which strongly suggests a duplicate issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet and is appropriately conservative on the soft edges. The only accepted duplicate pair, issue:46222 vs issue:46226, is well supported by exact title match, identical body length, and close timestamps. The remaining false verdicts are cautious given the evidence, and the summary does not overstate duplicate status across different language-targeted requests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "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-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "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:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "482d6d60d95736084fea705a6cc5c0f844421b25c1cf112d8a5c24e6a8aeef2d", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly distinct model-request issues spanning unrelated model families and modalities. The titles are superficially similar, but there is no shared underlying bug/change to collapse into duplicates. No soft edges accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: each item targets a different model or capability (e.g. EuroBert, RF-DETR, NeoBERT, MiniCPM3, Qwen3 TTS/ASR, vision-language encoders), so they should remain separate tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is one of the clearest self-contained requests, but only as an exemplar; it is not representative enough to serve as a duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2: different model additions with no shared code-path change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert model config and Qwen3-TTS support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR support are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection models; not the same request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection model support vs audio model support are different changes." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support and sparse-transformer support are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR detection support and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR detection support and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR target different model architectures and tasks." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse transformer request do not describe the same code change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families; not the same underlying change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer proposal are not the same model change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct architecture/model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support and Voxtral TTS support are different models and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support tickets." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are not the same concrete addition." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different capabilities and not the same underlying request." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both mention TTS, but they are different models and do not map to one mergeable change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse-transformer proposal are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests, not the same change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE vision-language encoder support are unrelated model additions." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different TTS/audio-model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE support are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and sparse-transformer support are different code paths." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests; similar domain, different changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 18, + "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": "06ab3184c07df60a20cebabd2fa10ca4cb48c3dfa69200c2d2426d734e32e7d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is about block decoding, the other is a DeepSeek v3.2 support request. No duplicate/canonical relationship is evident.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles and likely problem domains do not match.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a true duplicate, but 43037 is the more specific user-facing feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and no shared target or code-path evidence; this does not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 18, + "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": "7f149f6076aacee460fc076144ce5b59c3eae407aee954396870ea2ac2a99267", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the better canonical issue only if the cluster is centered on Trainer customizability, because it is a concrete request to revisit a specific Trainer behavior (`remove_unused_column`).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong global canonical for the pair; if forced to pick one, #43598 is slightly more concrete and narrowly scoped than the FLOPS-estimation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They are adjacent Trainer customization topics, but not the same underlying bug or change. One concerns column removal behavior, the other concerns FLOPS counting for custom trainers." + } + ] + }, + "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": 18, + "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": "a5037a0e4d9d2af8461aa0dfb211a502ae01d0fc29824daccf816c7691b989b3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests general AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model families and different auto classes/capabilities.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical duplicate here; if one must be chosen as the representative issue, #43684 is broader and more central because it concerns model registration in core auto classes.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the better representative issue because it describes the broader auto-model registration gap, whereas #44405 is a separate, more specific sequence-classification support request for a different config/model line.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. Different model/config targets and different auto classes, 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": "issue", + "component_index": 10, + "component_count": 18, + "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": "549bef0f323a46daa752b8ecd0190a9ad53433bbb35a421f48d9f50bcdafcbc5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the same title/body pattern (\u201chuggingface \u201d) and look like duplicate placeholders; the unrelated issue \u201cFett\u201d does not belong in that cluster.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43845 is the earliest of the three near-identical \u201chuggingface \u201d issues and is the best representative of that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 best fits the cluster because it matches the repeated title and is the earliest of the matching issues; issue:43835 appears unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no shared content beyond generic similarity; no evidence they describe the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles with no concrete overlap in description or targets." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared issue details; not the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title (\u201chuggingface \u201d) and essentially identical sparse content, so they look like duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no differentiating details; likely the same duplicate issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and matching minimal content, indicating the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: issues 43845/43846/43859 share the same title and have strong soft similarity, while 43835 is distinct and only weakly similar. The chosen canonical issue is the earliest among the matching set, and the soft-edge verdicts are conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 18, + "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": "d6d401e5dfe42ffe0846e5094c05d1bf062e3e8e89c2b9fbd597572392c2a7f9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated low-signal/spam issues rather than true duplicates. None of the soft pairs should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44418 is the only item with a non-spam, vaguely substantive title, so it is the best representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the most suitable issue to anchor the cluster because it is at least a recognizable documentation request, unlike the placeholder spam titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '', but that is not enough to show the same underlying issue; they read as separate spam submissions with no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder spam title, but no evidence of one underlying report; treat as distinct spam issues." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "'' vs a documentation suggestion are clearly different topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are unrelated and look like separate spam-like submissions." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying issue as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These titles point to different kinds of reports; no duplicate evidence beyond generic similarity." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles alone do not establish the same bug or change; they could be independent junk submissions." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam and a branded promotional title are not the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These look like different spam artifacts, not one fixable problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 18, + "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": "1e5819a01de7f68854674bdae2d138309ce027dc7110d6bd478612817547dc0a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues share an identical title and soft similarity signals, so they likely describe the same report; however, the available packet does not expose the issue bodies, so the duplicate conclusion should be kept conservative.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created first and already has an inbound reference, which makes it the more likely original thread.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate because it is the earliest of the two and has the only inbound reference, while the evidence available here does not distinguish a different scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues have the same title and a soft similarity signal; that is enough to treat them as likely duplicates, but the packet does not show the bodies, so the match is based on title/similarity rather than any confirmed identical proposal." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these two closed issues are highly similar and share the same title, but the analyst overstates the evidence in a few places. In particular, the packet does not show the bodies themselves, only similar body lengths, so claims like \u201cnearly identical body size,\u201d \u201csame broad proposal,\u201d and \u201cno evidence of different scope\u201d go beyond what is grounded. The duplicate-issue conclusion may be plausible, but the soft-edge verdict should be stated more conservatively based on title match and soft similarity only." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "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": 18, + "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": "842e6ab531aaabd33816066e9a3abce215014ae236d6614d858d3fa166350a5c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "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 are related only at a high level (4-bit inference in the same stack) but describe different failures and code paths: one is a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that removes the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the more general and actionable report: it names a concrete BitsAndBytesConfig regression, states the observed assertion failure, and is framed in a way that is easier to map to a fix than the narrower Gemma4-specific audio-module TypeError.", + "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-modules regression that clears `lm_head` exclusion and causes an AssertionError. Same general area, not the same fix." + } + ] + }, + "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": 18, + "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": "cde04dc22fae4edbfc9b7902a316cb3c1d7aa61e8411e532d6e578c81d402acf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated placeholder/spam-like reports with different personal names and dates; there is no evidence they describe the same bug or task.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because neither contains a real problem description or actionable context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named entities and dates with no shared technical context, code path, or problem statement; they do not appear to be the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 18, + "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": "c396abe2d662c192ee161454d9b074c3fd11fe3167013d7c72a97b3ce7ecb29e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are just title-only personal-name/date entries and do not describe the same underlying problem; the similarity is superficial only.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: both are unrelated, low-context entries with no substantive problem description.", + "canonical_pr_reason": null, + "best_issue_reason": "45764 is only marginally preferable as the earliest created issue, but it is not a meaningful representative of the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles share only a name/date pattern; there is no evidence they refer to the same bug, request, or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "67356b72308b09767f276b3499a0f60c2a086f4d8ec0be629a5ac0e0cf0a579e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new token-classification head for Qwen3_5, while the other asks for FP8 training support. They touch different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the more concrete and narrowly scoped request, so it is the better cluster representative, but it is not the same underlying problem as issue 46295.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests with no shared concrete bug or implementation target: model head addition for token classification versus FP8 training support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "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": "ca896772fffd2448fe667557ae093990a4a0554627487050933b3e2b4d627449", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related only at a broad financial-data theme level and should not be merged with the others.", + "confidence": 0.95, + "canonical_issue_reason": "45870 is the best canonical representative to keep for the first duplicate pair because 45870 and 45871 are identical, and 45870 is the earlier of the two.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest single issue to retain overall: it is an exact duplicate pair member, clearly representative of one concrete topic, and there is no PR evidence in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial-domain wording, but one is a dataset bundle listing and the other is an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870: broad theme overlap only, with different concrete topic and no evidence of an exact duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title/body duplicate pair for the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but 45872 adds a scraping service component and is a different concrete request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: overlapping domain, but different underlying change/request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Broad thematic similarity only; not the same issue or change." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Broad thematic similarity only; not the same issue or change." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate pair with matching title and body length, describing the same request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only clear duplicate pairs, while 45869 is only soft-related by theme. The canonical choice of the earlier duplicate is conservative, and the soft-edge rejects do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "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:46267", + "pull_request:46268" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ce29ba6f70d1119876e0c5a140047f2bf57bd0ed7f83daee0b6f4c28cc9abe66", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs spanning distinct models, docs, kernel routing, and loss utilities. The only true duplicate-like pair is the two fixed_cross_entropy PRs (43251/43254), which address the same loss helper and same issue target.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the stronger representative for the loss-helper fix: it directly targets issue 43240, changes the same code path in loss_utils.py, and has substantially more review/discussion activity than 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best single representative of the cluster because it is the clearest concrete bug fix with an explicit issue target and the only pair with strong duplicate evidence.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features in different areas: VideoPrism model addition vs. an Executorch dynamic-shape test. No shared code path or concrete duplicate bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated tokenizer method addition vs. Executorch export testing. Same broad repo, but not the same underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods and a new MobileLLM model are unrelated changes with no shared failing path." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness fixes vs. adding MobileLLM; different models and different problems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-helper kwargs fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "The loss utility fix is unrelated to Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export test and Mistral4 fixes do not address the same code path." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export testing and MobileLLM model implementation are different features." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model and config-resolution ordering fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs. Falcon output-collection refactor; no common bug or mergeable overlap." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and a model-creation skill are unrelated; one is code, the other is tooling/docs." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor does not overlap with Mistral4 test fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and layrnorm->layernorm renaming are different changes in different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat-response parsing update are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/fixes and TDT loss kernel integration are different concrete changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and cls.config resolution ordering fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and the model-creation skill are not the same underlying bug or feature." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the model-creation skill are unrelated." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "Different hub-kernel additions: TDT loss kernel vs. ROCm AITER rope routing. Same integration area, but not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify fixed_cross_entropy in loss_utils.py for the same issue 43240 and the same concrete cross-entropy kwargs support, making them true duplicates/overlapping fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s evidence: most pairs are clearly unrelated by title/files, and the only mergeable same-bugfix overlap is 43251/43254, which share the loss_utils.py path and issue target 43240. No soft-edge verdicts seem overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 30, + "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": "2a57226dae04814bf16dc85f32d2e22d993ca88ec95b447c1c2484e5968dd116", + "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": "Both PRs are about VibeVoice, but they are not duplicates: #40546 is the base VibeVoice integration, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer/feature-extraction changes. They share model scaffolding, but the concrete changes and code paths differ.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the broader, foundational VibeVoice implementation and the best anchor for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the most representative PR for the overall VibeVoice integration; #42781 is a later, more specialized realtime extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related but not the same underlying change: #40546 implements initial VibeVoice support, whereas #42781 adds realtime-specific functionality and acoustic-tokenizer/feature-extraction work. They touch overlapping files, but the code-path changes are distinct and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 30, + "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": "bfd5f8bbc27ff260f016c80722903b8ef8eb1857881a4c9ebe239b82c8ae8324", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The similarity is only superficial (both are model feature additions), so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different model families and different code paths, so there is no duplicate relationship to collapse into one representative PR.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, PR 40755 is the broader standalone feature addition (docs, model code, utils, tests) and is easier to treat as the cluster\u2019s exemplar; PR 41224 is a separate model-specific classification support change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features for different models (TimesFM covariates vs DINOv3 image classification). They do not fix the same code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 30, + "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": 30, + "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": "68838b396e01cdc739de733c52570f8f5406fae3f1894940c1a468455e5cd16b", + "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 pull requests for different model families (DeepSeek OCR, Isaac, Kimi2-6). They overlap in Transformers boilerplate and docs registration, but they do not address the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model implementation and related registration/docs, so they are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must be used as the representative of the cluster, #45630 is the strongest candidate by maturity and discussion activity, but it is still not a duplicate-equivalent of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto-registration/docs boilerplate is not enough to make them the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) with different model directories and code paths. They share framework plumbing, not a single fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 30, + "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": "ea34e46b433dab20cb9c2586351e1409e352cbf5c06cd82372fbe14dab2a6354", + "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 unrelated workflow-maintenance PRs: one broad GitHub Actions runner/version compatibility upgrade, the other a narrower docker/build-push-action bump. They overlap in a few workflows but do not fix the same underlying problem.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more central maintenance change, explicitly targeting Node 24 compatibility across many workflows; it better represents the cluster theme than the narrower docker-action version bump.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative because it covers the larger, explicit compatibility upgrade across the workflow set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are different upgrades to different GitHub Actions dependencies. PR 42975 focuses on Node 24 compatibility for checkout/cache/upload-artifact and related workflow actions, while PR 42976 updates docker/build-push-action to v6. Shared workflow files are not enough to make them 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": 7, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "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" + ], + "prepared_review_unit_hash": "e314897c3566c8ad0ddda52aef5968200273df440df2b723d3721b47128e97f6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14182, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14182, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four distinct model-addition pull requests with overlapping boilerplate (docs, auto mappings, tests) but different underlying models and code paths. They are not duplicates of one another.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each request adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM) with separate configs, model files, processors, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 (Molmo2) is the broadest and most substantial of the set, but it is still not a good duplicate canonical because it targets a different model and implementation than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and code paths: ViT NEPA vs Molmo. Shared docs/auto-registry changes are generic model-addition boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Similar framework files are touched, but the underlying implementation, configs, and tests are unrelated." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "CTSM time-series model addition is unrelated to ViT NEPA. Shared auto/docs updates do not indicate the same bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model versions with different architecture/processor files and tests; they are not one mergeable PR for the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model families. The overlap is only in registry/docs plumbing, which is too broad to treat as a duplicate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM address different models and code paths; shared auto-mapping and docs updates are incidental, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 30, + "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": "e89c62311ebb1685ed4a24d207c3609aa9de9f0c2e8835acbf527e13525d0e68", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not true duplicates. PR #44815 is a substantive FP8 dequant/loading fix, PR #43291 is a Whisper tokenizer/test fix, and PR #43665 appears to be a test-only change with intentional failing asserts and no shared code path. The only apparent similarity is superficial.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the most substantive and concrete fix in the set, with actual implementation changes in model loading and FP8 integration rather than test-only edits.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best representative of a real underlying change because it fixes a concrete code path and has the clearest production impact; the other PRs are either unrelated or mostly test scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenization/test cleanup and CLIP/ViT test edits are unrelated; no shared bug or code path, only generic test-focused similarity." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "One is Whisper decode behavior, the other is FP8/model-loading dequant logic; different subsystems and different failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The similarity is only superficial. #43665 is test-only and does not fix the same concrete problem as the FP8 dequant/loading changes in #44815." + } + ] + }, + "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": 30, + "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-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "9295b82d381f86618d1c69d3516a7bdd86765fc7e7996f7b85e146d6851b848f", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated \"don't merge\" test/fake-change PRs; they share superficial CI/test-file overlap but not the same concrete bug or code change. No soft edge should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No exact duplicate PR exists here; if one PR must anchor the cluster, #46114 is the broadest CI/test-migration style change and overlaps most with the other noisy test-focused PRs.", + "best_issue_reason": null, + "best_pr_reason": "#46114 is the best representative only in a loose sense because it touches several CI/test files and sits near the center of the superficial similarity graph, but it is not a true duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are test/bot-style PRs, but #43488 is a setup/version/dependency tweak while #46114 is a wider CI/test-migration change; different underlying changes." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "#43488 changes packaging/version and pytest deps, while #43532 rewires CI workflows and test utilities; they do not fix the same code-path problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared test/CI themes and one overlapping test file are too broad; the actual edits are different workflow/utilities changes versus unrelated test migration and model/CI tweaks." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "#45932 is a broad model/CI instrumentation change, while #46100 only injects failing assertions into ViT tests; not the same concrete bug or fix." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch test code, but #46100 is just a small ViT test mutation and #46114 is a larger CI/test-migration PR with unrelated model/config changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 30, + "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": "355ef9e5e48f8886effdbb47f5846b976686cd38ed3345515ea3ef77ad6ea54c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pipeline-addition PRs in the same segmentation area, but they implement different tasks and integrate different model families. They are similar in structure, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate here; if forced to pick one standalone reference, #43613 is the broader/more complete PR because it wires in more model integrations and tests, but it is not a substitute for #43612.", + "best_issue_reason": null, + "best_pr_reason": "#43613 is the stronger standalone PR example: it adds promptable visual segmentation across multiple model files and has a wider test surface. #43612 is a separate feature for promptable concept segmentation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding/docs, but the changed model files and pipeline code target different tasks and code paths, 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": 30, + "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-43649-2", + "nodes": [ + "pull_request:43649", + "pull_request:46301" + ], + "soft_pairs": [ + "pull_request:43649|pull_request:46301" + ], + "prepared_review_unit_hash": "c82b7cc6ba93c9e67f03cebd882bb7a33d782205ee67ddd3e1d89a3890164e2a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4549, + "estimated_input_tokens": 1138, + "estimated_eval_tokens": 2532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4549, + "estimated_input_tokens": 1138, + "estimated_eval_tokens": 2532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one revises self-comment CI / failure-reporting workflows, while the other changes CircleCI job markers and tensor-parallel test handling. There is no sign they address the same underlying bug or could be merged into one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different subsystems and different changesets, so neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduplication purposes; each PR is specific to a different code-path problem and neither serves as a representative duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43649", + "right": "pull_request:46301", + "accept": false, + "reason": "Different changes: 43649 touches self-comment CI, notification, and model-test reporting; 46301 changes CircleCI selection and tensor-parallel test infrastructure. They do not fix the same 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": 30, + "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": "7d57f1ea86c7bede16a922717759a2882f4e638bc8b973e019c8b25d2e30c9a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs modify `trainer.py` to add extensibility hooks, but they address different code paths: #43651 changes gradient-accumulation loss scaling, while #43663 refactors signature-column filtering. They are not duplicates and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present. As a cluster representative, #43663 is the cleaner API refactor because it extracts a reusable override point for column filtering.", + "best_issue_reason": null, + "best_pr_reason": "#43663 is the better representative PR for this cluster because it is a self-contained Trainer extensibility change with a clear override hook and broader utility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They change different behavior in `Trainer`: one alters loss normalization for gradient accumulation, the other changes how signature columns are computed for data filtering. Same file and similar extensibility intent, but not the same underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 30, + "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": "9552c440d910cc5926882d779891b9520e4298a97300971354ffce2b9deda804", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they target different failure modes: one is a broader type-annotation/runtime typing cleanup, the other specifically fixes `TypeAdapter` being unavailable when pydantic is not installed. They should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the better canonical PR: it directly addresses the concrete `TypeAdapter`/pydantic availability NameError with a minimal, targeted fix and an explicit bug description.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the strongest representative because its change is narrowly scoped to the runtime `TypeAdapter` import/annotation problem and is clearly tied to a specific user-facing failure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They overlap in file and type-annotation concerns, but the fixes are not the same underlying bug. #43842 guards `TypeAdapter` when pydantic is absent; #43656 appears to be a broader annotation/runtime typing adjustment and could be merged independently." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 30, + "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": 15, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "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:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "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", + 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"summary": "Mostly a heterogeneous cluster of output-tracing refactors across unrelated model families. The only clear duplicate subclusters are GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44085/44722), with 44722 looking like the broadest later GPT-J/CodeGen representative.", + "confidence": 0.76, + "canonical_issue_reason": "No standalone issue artifact is present in the cluster; #43979 is only a shared tracker for 10/27 PRs, so it is the closest cluster-level issue reference but not a majority signal.", + "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the broadest and cleanest GPT-J/CodeGen standardized-output refactor, and it subsumes the narrower GPT-J-only changes seen in 44066 and 44085.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest representative PR for the GPT-J/CodeGen duplicate subcluster: same output-tracing refactor, same core code path, and later/broader than the narrower GPT-J-only PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same tracking issue is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated models; both are output-tracing refactors, but not the same bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in modeling_gptj.py, so they look like the same change split across PRs." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet and EfficientNet are different model implementations; same refactor pattern only." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; only the broad refactor theme overlaps." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model file/test surface and appear to be the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different models and different fixes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated; only the general refactor style is shared." + }, + { + "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 are unrelated model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families; same high-level refactor theme only." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J/CodeGen standardized output-tracing refactor; 44722 looks like the later broader version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in modeling_gptj.py, and 44722 is a plausible superset that also folds in CodeGen." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model families." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the cluster summary overstates the evidence for the issue link: #43979 is not referenced by 'most' PRs in the packet, only a minority of them (10/27). The rest of the reasoning is mostly conservative and the 44066\u219444722 duplicate call is grounded, but the canonical_issue_reason is not precise enough as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 30, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "8a8f6ea5a677e6a15cbb4d04c7a1bfe435d2ebf5c3411cd7583bf9a3c45a1025", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are not duplicate PRs; they are a cluster of similar standardized-output-tracing refactors applied to different model implementations. They share a common pattern and tooling, but each PR touches a separate code path and model-specific output logic.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest canonical anchor because it is the only one with an explicit issue target and a concrete, model-specific refactor scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the most clearly scoped and traceable change in the set, with an explicit issue link and a substantial output-tracing refactor in one model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models (FocalNet vs ImageGPT) and different forward paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations; this is the same refactor pattern, not the same concrete code-path issue." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert have distinct encoder/attention code paths; shared standardized-output refactoring alone is not enough to merge them as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These affect different models and different output-capture wiring; they are related maintenance changes, not the same fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model paths; the PRs share a decorator migration theme but not a single underlying defect." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 have different attention/output implementations; these are separate model-specific refactors, not one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "80335fcee18827dbc5eacc6eb767c70883534bfb00de57dc3195c295df9928ce", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39767, + "estimated_input_tokens": 9942, + "estimated_eval_tokens": 20140 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39767, + "estimated_input_tokens": 9942, + "estimated_eval_tokens": 20140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad \"refactor output tracing\" theme, but they are model-specific changes across different code paths, so none of the soft edges are true duplicates. I\u2019d treat them as a family of related refactors, not one mergeable change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate target; 44025 is the closest representative because it makes a coherent can_return_tuple refactor across two closely related depth-anything files.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the strongest standalone PR in the set: it has a focused, internally consistent model-family refactor spanning related files rather than a wrapper-only or unrelated architecture change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; same refactor style only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Timm backbone vs vision-text dual encoder are unrelated code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures; not the same concrete output-handling bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone and Falcon/Mamba are separate implementations with no shared fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Backbone refactor vs RWKV refactor; only the theme matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs depth-anything; similar decorator refactor, different code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper/model families; no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and speech encoder-decoder are separate refactors." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; same general tracing cleanup only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and Falcon/Mamba fix different code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models; no single shared bug or mergeable fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are distinct model families." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet vs Falcon/Mamba; same meta-pattern, not same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and output types; not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV touch unrelated forward paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and Falcon/Mamba are separate model changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Falcon/Mamba and CodeGen are different language-model implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen do not share the same code path." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are not the same underlying fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are separate implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and vision-encoder-decoder are different model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and speech-encoder-decoder are analogous refactors, not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything vs SuperPoint: different model internals and outputs." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR fix different model families." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-encoder-decoder wrapper vs RWKV core model; not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision and speech encoder-decoder wrappers are similar, but separate code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different architectures and tracing implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision-encoder-decoder and DPR are distinct models." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated subsystems." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech encoder-decoder and RWKV do not share a concrete fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and output contracts." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different model implementations." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are distinct changes with no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "c78d0470c027ec722e8a0fe3acd3dd948dcda0ef5e2d2c64899640fb4c218f87", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate model-integration additions for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common Transformers scaffolding files because each registers a new model, but they do not target the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a duplicate canonical representative; these are distinct feature additions for different models, so none should be collapsed into one cluster.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for duplication purposes: each PR is a separate model implementation and should remain independent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Both are new model additions and share auto-registration/docs plumbing, but they implement different models with different code paths, tests, and model-specific files. Not the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model integrations. Overlap is limited to common framework registration files, which is expected for separate PRs." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS add different model families with distinct modeling/processing implementations. They are not plausibly mergeable into one PR as the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "80f7636eafb95ab658a30929b350983f3e426b20cbf666405d241f87aeb6f98e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to module/kernel fusion, but they are not duplicates: one adds a standalone Module Fusion API, while the other wires n-to-1 fusion through KernelConfig and model loading.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the broader foundational change: it introduces a generic Module Fusion API in a new module and tests it, whereas PR 45363 is a separate KernelConfig-based integration on top of a different code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the best cluster representative because it defines the underlying fusion abstraction; PR 45363 is a narrower, implementation-specific feature/example and not as central to the shared theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related topic, but not the same underlying change. 44979 adds a general Module Fusion API; 45363 implements n-to-1 kernel fusion via KernelConfig and touches integration/model-loading paths. They are not the same fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 30, + "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": "f5965cbf9cf73456e52ae7a8e260c38d145533df9986e9e53622b4d68af56767", + "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": "Two open PRs address the same Mistral regex AttributeError fix in the same code path; PR 45317 is the more complete version with test coverage, while 45086 is an earlier narrower variant.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but adds tests and appears to be the more complete, discussion-backed variant.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster: same underlying bug, same target issue, same file, and it includes the broader fix plus tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete AttributeError fix in _patch_mistral_regex, same target issue, and identical code-path change in tokenization_utils_tokenizers.py; 45317 is just the expanded version with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 30, + "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": "565cea04c5d9161e5103e4ae3d09cf8485919457f380e8af0181a5c3eb05b82b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH PRs, but they address different changes: one refactors conversion/mapping/inheritance, while the other introduces the dense/sparse model split plus docs and tests. They are not duplicates and should not be merged as one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, user-facing model split and likely the best representative of the NemotronH family work in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the clearest standalone change set: it introduces the new dense/sparse model variants, updates auto-mapping/docs, and adds tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH files, but the concrete changes differ: #45115 focuses on conversion key renaming and inheritance refactoring, while #45569 adds new dense/sparse model classes, docs, auto-mappings, and tests. Same subsystem, different underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 30, + "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": "fa4f802391298b55760d4121403b6ff0066cd8f610193b05cb0f2dad25412d24", + "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": "The two PRs are related pieces of a heterogeneous-model feature, but they are not the same change: one introduces per-layer config support, while the other adds modeling/runtime support that consumes that config. The overlap in shared files is infrastructure, not a duplicate code-path fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader, more central change set: it covers heterogeneous model support in modeling/runtime code and also touches the config plumbing it needs, so it best represents the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative because it spans the main feature area rather than only the config layer, making it the most informative cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "These are complementary but distinct PRs: #45333 adds per-layer configuration plumbing, while #45332 adds heterogeneous model/cache/masking behavior that uses it. They do not fix the same concrete bug or change the same code path, 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": 22, + "component_count": 30, + "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": "9edda8aa431c5c4d648931ca9b21796008bcc8833da7a0df15c8f26ed5bcf1f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both relate to typing, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 is a focused typing-infra update around `modeling_utils` and related protocols/utilities.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45415 is the broader, more representative typing sweep across many `src/transformers/*.py` files, so it better serves as the cluster\u2019s canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the better focused candidate if you want a concrete typing-infra change centered on `modeling_utils` and shared protocols, rather than a large, diffuse type-checking cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related, but #45415 is a broad type-checking pass while #45425 adds specific protocols and typing support for `modeling_utils`-adjacent code. They do not look like the same underlying fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "8ce6a51e36d3b2e40cfc8fcddb0196ea43b4bc43e7db1c707ec786ec091077d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: #45513 fixes multi-token cached forward behavior in Qwen3.5/Qwen3-next/Olmo-hybrid linear attention, while #46084 fixes use_cache behavior for Mamba2 when seq_len > 1. They target different model families and different code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the cleaner standalone representative: it is narrowly scoped, explicitly tied to issue #46032, and fixes one concrete cache/sequence-length bug in Mamba2.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different bugs in different architectures: Qwen3.5/Qwen3-next/Olmo-hybrid cached linear attention vs. Mamba2 cache handling for seq_len > 1. They would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 30, + "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": "5d4fbdab8acbe90a5bd4e3621f32e4069e1774b890fd2d11c80a79af20dd8d5b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "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-parallel loading, but they target different failure modes and backends: #45548 fixes EP + DeepSpeed ZeRO-3/accelerate config serialization, while #45662 fixes EP + FSDP2 rank-0 broadcast overwriting experts. They are related, but not the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present; if one PR must represent the cluster, #45662 is the better canonical PR because it addresses a concrete EP parameter-loading corruption path with explicit code changes in the sharding/broadcast flow.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the strongest representative of the cluster because it fixes a specific expert-parallel loading bug in the actual parameter assignment path, with a clearer symptom and broader implementation impact than #45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related EP loading area, but different concrete bugs: ZeRO-3/accelerate config handling vs FSDP2 experts being overwritten by rank-0 broadcast. They would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 30, + "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": "904d176f204fe3ba4c2769524c282005497eec710007ad04b506793106b28534", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target xdist-safe handling of captured_info artifacts, but one is a narrow testing_utils fix while the other is a broader end-to-end CI/artifact handling change.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete candidate: it includes the underlying xdist-safe output-file fix plus the CI/workflow changes needed to consume multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it addresses the full artifact-collision problem and the downstream CI/debug-log handling, not just the local code-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": false, + "reason": "They overlap on the same testing_utils bug, but 45645 is a broader superset that also changes workflow and notification-service behavior; that scope difference makes them not a clean duplicate PR pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-3", + "nodes": [ + "pull_request:45720", + "pull_request:46023", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259", + "pull_request:46023|pull_request:46259" + ], + "prepared_review_unit_hash": "33cb8c246ab97db81cbc5787608b996d47ae8d6519123225bac855a42a9de491", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is centered on linter/modeling-rule work, with one PR for a different rule (TRF003) and two PRs that appear to target the same TRF016-style dead-flag checks in image/video processors.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the broadest and most complete of the matching linter-rule fixes, with overlapping modeling-rule docs and many of the same processor/model files as 46023, making it the best representative of the duplicate change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the best global PR candidate because it covers the same concrete linter rule area as 46023 and appears to subsume it with additional affected models/files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "These are about different concrete rules and code paths: 45720 implements part of TRF003 in Bloom/sequence-model forward signatures, while 46259 is about TRF016/TRF018-style processor flag-consumption checks. Shared subsystem is not enough to treat them as the same change." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46259", + "accept": true, + "reason": "Both PRs target the same underlying dead-flag modeling-rule fix for image/video processors, share the modeling-rules docs change, and touch overlapping model processor files. They look mergeable into one broader linter-rule 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": 30, + "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": 28, + "component_count": 30, + "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-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "ecb3bbc299776ba01fe6624bc7cab7c52bf7c1bc6b695128a6927d78076f9c37", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are about adding `attn_implementation=\"sdpa\"` support, but they target different model families and code paths. They are thematically similar rather than true duplicates, so none of the soft edges should be accepted.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest and most representative of the shared SDPA-dispatch theme, spanning multiple model families and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 has the widest scope and strongest evidence of the common change pattern, covering several related model implementations in one place.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA support, but for different models (CTRL vs T5) with distinct attention code paths; they are not the same concrete bug/change and would not be merged as one PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL-specific SDPA dispatch is separate from the wav2vec2/seamless M4T family changes in #46196; shared theme only, not the same underlying fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and the multi-model audio/seq2seq SDPA changes in #46196 touch different implementations and test sets, so they are not 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": 29, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "3bdeb5f1a054a56cecc887b38d2fd16f453b71198a1672539d7bf7c09dbbbb85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests overlap on distributed tensor-parallel files, but they are not the same underlying change: one is a focused EP/trainer integration feature, while the other is a broad distributed branch base spanning many unrelated distributed updates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more canonical change because it is narrowly scoped to EP/Trainer integration and a specific tensor-parallel routing implementation, making it a coherent fix/feature rather than a broad branch aggregation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative because it targets a concrete code path and has a clear, self-contained purpose. PR 46269 is too broad and mixed to serve as a duplicate-triage anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames are not enough here. 46126 implements EP routing/trainer integration, while 46269 is a large distributed branch base touching many subsystems; they do not look like the same mergeable fix or 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": 30, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "f98eac615fd89dfa9be0e7e6ac7e0dd5c08b70f05bdf1ae60202dcd4205ab69e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that both remove direct file-open source inspection, but they target different code paths and likely separate bugs. One changes `import_utils.py` to avoid opening Transformers' own source file; the other changes `modeling_utils.py` to use `inspect.getsource` in attention-implementation detection.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the more specific and directly motivated fix: it replaces `open()` with `inspect.getsource()` in the attention-implementation heuristic and includes a test. PR #46152 is broader and addresses a different source-resolution path in import utilities.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the best representative change because it fixes a concrete, self-contained code path with a clear behavior change and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid opening source files, but they modify different modules and different behaviors: one resolves package resources in `import_utils`, the other changes `inspect.getsource` usage in `modeling_utils`. They do not look like the same underlying bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/manifest.json b/snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0ad31c7d4b5681025226f77e1792a7a519a41eff --- /dev/null +++ b/snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260601t000028z", + "artifacts": { + "hybrid": "snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-01T00:04:45Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260601T000028Z", + "variant": "hybrid" +} diff --git a/snapshots/20260601T000028Z/manifest.json b/snapshots/20260601T000028Z/manifest.json index 76825381665055a164c64920a86a72502c51eead..390d66544e939b38d61df02fb5eb6aa58b924873 100644 --- a/snapshots/20260601T000028Z/manifest.json +++ b/snapshots/20260601T000028Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 348 }, "extracted_at": "2026-06-01T00:00:28Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260601t000028z", + "runs": { + "hybrid-model-20260601t000028z": { + "analysis_id": "hybrid-model-20260601t000028z", + "artifacts": { + "hybrid": "snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260601T000028Z/analysis-runs/hybrid-model-20260601t000028z/manifest.json", + "model": null, + "published_at": "2026-06-01T00:04:45Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260601T000028Z", "watermark": {