diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index cf5e948f363c7c813c78a701d757cf569d48e6f5..d9777ac8471164f6c7325d879584da332c2d9c68 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": "20260421T120044Z", - "generated_at": "2026-04-21T12:17:08Z", + "snapshot_id": "20260421T180049Z", + "generated_at": "2026-04-21T18:05:20Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1149,204 +1149,6 @@ } ] }, - { - "cluster_id": "cluster-43656-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43824, - "canonical_pr_number": 43656, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43656, - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43836, - "code_similarity": 0.36, - "size_similarity": 0.176, - "file_overlap": 1.0, - "area_overlap": 0.051, - "patch_similarity": 0.048, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ] - } - ] - }, - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - }, - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43366-4", "summary": "Cluster of 1 issues and 3 PRs centered on issue #43366.", @@ -1611,6 +1413,76 @@ } ] }, + { + "cluster_id": "cluster-43824-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43824, + "canonical_pr_number": 43836, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1728,6 +1600,35 @@ } ] }, + { + "cluster_id": "cluster-44001-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44004, + "issue_numbers": [], + "pr_numbers": [ + 44001, + 44004 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44001, + "right_pr_number": 44004, + "code_similarity": 0.087, + "size_similarity": 0.237, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2034,16 +1935,6 @@ "target_issue_number": 43366, "reason": "PRs in cluster-43366-4 are treated as duplicates because they converge on issue #43366 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-43656-4", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43836, - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2053,6 +1944,15 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, @@ -2070,6 +1970,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44001-2", + "canonical_pr_number": 44004, + "duplicate_pr_numbers": [ + 44001 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 9f291c056a5e7cdb281d146b74e95c81d77bf7be..f47e92d14250f7229f150058f99b362cf0bd3d7e 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": "20260421T120044Z", - "generated_at": "2026-04-21T12:17:08Z", + "snapshot_id": "20260421T180049Z", + "generated_at": "2026-04-21T18:05:20Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -84,8 +84,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -564,8 +564,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -907,8 +907,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -1258,8 +1258,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -1573,8 +1573,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -1965,8 +1965,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -2312,8 +2312,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -2744,7 +2744,7 @@ "issue:41720|issue:45081", "issue:43881|issue:44488" ], - "prepared_review_unit_hash": "caabd7ea5fb120e6655eb355329b7fe4b3de044aea07858e7d0257a90969a653", + "prepared_review_unit_hash": "9554b091452c6c67116f8c70d47b41a6678f4d915d2954480be251864b3a638b", "component_budget": { "node_count": 364, "item_count": 364, @@ -2766,228 +2766,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues/regressions across tokenizers, model loading, vision/video, device mapping, and training; none of the soft pairs look like true duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the items span many different bug classes and model families, so grouping them as one underlying defect would be misleading.", + "summary": "No duplicate cluster emerges here: the soft pairs are mostly unrelated regression reports across tokenizers, model loading, vision/video handling, training, and packaging. I rejected all candidate edges as too broad or symptomatically different.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick an umbrella, issue 45020 is the broadest regression report, but it is still too generic and does not actually subsume the other distinct failures.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Different backend/install problems: missing TensorFlow in a torch-only install vs tensorboard being present without TensorFlow." + "reason": "Both mention optional backend deps, but one is about missing TensorFlow in the torch extra and the other about tensorboard-only installs causing a backend error; different packaging failures." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different breakages: base_model_prefix loading failure vs non-persistent buffer junk in v5." + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers being corrupted; different code paths." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different load/offload path vs MoE training memory-usage complaint; not the same bug." + "reason": "One is a device_map/offload loading failure, the other is MoE training memory inefficiency; not the same bug." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken conflict vs failure loading a specific model under v5; unrelated symptoms and code paths." + "reason": "AddedToken keyword conflict vs. a model-loading failure for a specific repo; no shared underlying defect." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both mention v5-era type issues, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized; distinct bugs." + "reason": "Both involve v5-era model init/loading, but one is FP8 config support and the other is init_empty_weights/_is_hf_initialized; different failures." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer method-name conflict vs key error loading MobileLLM; different tokenizer/model failures." + "reason": "Tokenizer special-token method conflict vs. key error loading a model; unrelated symptoms and code paths." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL bugs: multi-image IterableDataset failure vs still-image rope-index scaling." + "reason": "Both are Qwen2.5-VL, but one is multi-image IterableDataset finetuning and the other is a still-image position-id scaling regression; not the same bug." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized flag regression vs junk-filled non-persistent buffers; not the same underlying defect." + "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about non-persistent buffers; separate issues." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window attention issue in Qwen3-MoE vs strict config preventing granite_speech loading." + "reason": "Qwen3-MoE sliding_window behavior vs. granite_speech strict config loading; different models and failure modes." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug vs Qwen3.5 save_pretrained key mismatch; different model subsystems." + "reason": "Different model families and different problems: missing temporal attention/shared weights vs. wrong visual encoder keys on save_pretrained." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor update bug vs tokenizer add_special_tokens regression; different tokenizer behaviors." + "reason": "Runtime post-processor refresh for special tokens is not the same as add_special_tokens failing to inject BOS/EOS in one tokenizer." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different failure modes: FP8 config handling vs missing Float8 storage object." + "reason": "FP8 quantization config failure vs. missing Float8 storage support; related theme, but not the same concrete bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer class-name conflict vs Qwen3 auto device-map CUDA assert; unrelated." + "reason": "Tokenizer loading error vs. Qwen3 auto device mapping cudaErrorAssert; unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different sequence-classification regressions and likely different root causes." + "reason": "Both concern degenerate classification training, but one is tied to flash_attention_3 and the other to num_labels=1 loss handling; different root causes." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a specific runtime incompatibility, not the same as the broad remote_code loading regression." + "reason": "Compiled flex_attention on torch>=2.9 vs. remote_code model loading regressions; different subsystems." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer model_max_length behavior; no overlap in bug surface." + "reason": "GGUF loading with Transformers v5 vs. CLIPTokenizer max_length behavior; unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "General multi-GPU training request vs a concrete multi-image IterableDataset bug; not duplicates." + "reason": "Both are Qwen VL topics, but one is multi-GPU training and the other is multi-image finetuning dataset handling; not the same bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility report vs generic loading noise complaint; different issues." + "reason": "Torch 2.10 compatibility issue vs. loading noise; unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug vs non-persistent buffer initialization bug; distinct code paths." + "reason": "ModelOutput key assignment bug vs. non-persistent buffer corruption; different objects and behavior." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise / UX issue vs tokenizer load failure for EMBEDDIA/est-roberta; unrelated." + "reason": "Loading noise report vs. tokenizer loading failure for EMBEDDIA/est-roberta; not the same issue." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI encoder padding-mask bug vs Gemma3 sliding-window NaN embeddings; different models and mechanics." + "reason": "Batch-vs-single consistency in MIMI encoder vs. NaNs in Gemma3 sliding-window batches; similar batching context, different bug." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model can't run vs Float8 storage lookup failure; no shared underlying defect." + "reason": "Whisper model runtime failure vs. Float8 storage lookup error; unrelated." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF/v5 loading problem vs Llama4Config missing pad_token_id; unrelated model-loading issues." + "reason": "Different models and different failures: GGUF loading regression vs. missing pad_token_id on Llama4Config." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression vs ModelOutput key handling; different subsystems." + "reason": "FSDP CPU/RAM-efficient loading regression vs. ModelOutput key assignment; separate code paths." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument vs missing Float8 storage object; different type errors." + "reason": "init_empty_weights/_is_hf_initialized argument handling vs. Float8 storage support; unrelated." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk vs ModelOutput key assignment; unrelated regressions." + "reason": "Both touch model internals, but non-persistent buffer junk and ModelOutput key assignment are distinct bugs." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key handling vs dtype mismatch in bfloat16 inference; different bugs." + "reason": "ModelOutput key assignment vs. dtype mismatch in inference; different failures." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export.export failure with torch_compilable_check vs inference dtype mismatch; not the same change." + "reason": "torch.export and torch_compilable_check failure vs. bfloat16 dtype mismatches; unrelated." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized regression vs bfloat16 dtype mismatch in inference; unrelated." + "reason": "_is_hf_initialized regression vs. dtype mismatch in inference; different bugs." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image IterableDataset failure vs Qwen2.5-VL video position-id regression; different modalities and symptoms." + "reason": "Multi-image dataset finetuning failure vs. Qwen2.5-VL video position-id bug; different input modalities and symptoms." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video-input vision_position_ids; not clearly the same concrete defect." + "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; too specific to merge as the same bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "base_model_prefix loading regression vs custom model initialization regression; different failures." + "reason": "Both are Transformers v5 regressions, but base_model_prefix loading and custom model initialization are distinct root causes." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights/_is_hf_initialized TypeError; unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs. init_empty_weights argument incompatibility; unrelated." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert vs Mistral tokenizer regex patch crash; different code paths." + "reason": "Qwen3 device-mapping crash on A800 vs. Mistral regex patch crash; different models and failure points." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b loading failure vs sleng-bert tokenizer loading issue; unrelated models and causes." + "reason": "Two model-loading failures, but for different models and causes; no shared underlying bug." } ] }, @@ -3006,8 +3006,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -3343,8 +3343,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -3693,8 +3693,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -4020,8 +4020,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -4325,8 +4325,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -4630,8 +4630,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -4959,8 +4959,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -5278,8 +5278,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -5597,8 +5597,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -5923,8 +5923,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -6213,8 +6213,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -6525,8 +6525,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -6861,8 +6861,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -7208,8 +7208,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -7527,8 +7527,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -7846,8 +7846,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -8206,7 +8206,7 @@ "issue:44190|issue:44964", "issue:43388|issue:43582" ], - "prepared_review_unit_hash": "c10b4b5da3a80ffc019077a8e6188a71d96fe80ce40151d38f8c55d0ee3923e4", + "prepared_review_unit_hash": "b57499e3d822e5cc5b15b445aae946abf9de088e793c0c62d9f2f49ee89640ce", "component_budget": { "node_count": 364, "item_count": 364, @@ -8228,174 +8228,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive mix of unrelated issues spanning model loading, multimodal/chat-template regressions, config serialization, distributed training, and docs/environment failures. I do not see a single underlying bug or change tying these together, so all soft edges are rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items are heterogeneous and do not share a common root cause.", - "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue:44521 is the strongest candidate because it has the most cross-references and describes a broadly impactful multimodal chat-template bug, but it still does not represent the whole set.", - "best_pr_reason": null, + "summary": "This is a heterogeneous cluster of unrelated issues across many subsystems (model loading, training, chat templating, quantization, serving, docs, etc.). None of the soft pairs look like the same underlying bug, so all soft edges should be rejected and there is no clear duplicate canonical.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical representative: the items are thematically broad and do not share one underlying defect.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative, because even the most generic titles describe different bugs in different code paths.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Different failures: torch.compile SDPA on Bamba vs checkpoint key mismatch during resume." + "reason": "Different bugs: Bamba torch.compile/SDPA failure vs a resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key handling." + "reason": "Different symptoms and code paths: CPU offload device mismatch vs checkpoint resume key mismatch." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both mention serve, but one is KV-cache indexing and the other is a missing processor attribute." + "reason": "Different serving failures: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Different regressions: processor/tokenizer API break vs eos_token_id config inconsistency." + "reason": "Different model regressions: processor/tokenizer access vs Gemma-3 eos_token_id mismatch." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are loading problems, but one is gguf tokenizer/model loading and the other is unrecognized model config." + "reason": "Different loading failures: gguf_file handling vs unrecognized model/config missing model_type." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model init breakage and GPTNeoX config reload behavior are separate code paths." + "reason": "Different bugs: custom model initialization regression vs GPTNeoX rotary_pct reload persistence." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "Isolated repro of an older issue is not the same bug as chat template crashes with tool calls." + "reason": "Different features and failures: isolated reproduction of an old issue vs chat template crashing on tool-call assistant messages." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and missing load-balancing loss are unrelated model behaviors." + "reason": "Different issues: CLIPVisionModel hidden_states regression vs load balancing loss omission for MoE/router logits." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "TP OOM on a large Qwen model is not the same as a MobileLLM key error." + "reason": "Different loading problems: tensor-parallel OOM for Qwen2-57B vs key error loading MobileLLM-125M." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Both are distributed/model-parallel related, but one is a 3d_parallel.py runtime issue and the other is TP memory OOM." + "reason": "Different failures: 3d_parallel.py runtime issue vs tensor-parallel OOM on model load." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Weight-shape mismatch in Qwen3-VL is unrelated to a tied-weights warning in Qwen3-Next." + "reason": "Different mismatch types: Qwen3-VL weight-shape loading error vs Qwen3-Next tied-weights warning bug." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal/Qwen-VL related, but assistant_mask generation and vision_position_ids are different bugs." + "reason": "Both are multimodal-related, but the bugs differ: assistant_masks are zero vs wrong vision_position_ids for video input." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "TP loading OOM and offloading with quantization are different memory-management problems." + "reason": "Different memory/offload topics: tp OOM on load vs quantization offloading not working as expected." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation issue are unrelated." + "reason": "Different problems: failed janus image-generation test vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression and serve KV-cache continuation crash affect different paths and symptoms." + "reason": "Different regressions: video-input vision regression vs transformers serve KV-cache continuation crash." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to eos_token_id configuration drift." + "reason": "Different issues: compiled-forward chunked generation inconsistency vs Gemma-3 eos_token_id config mismatch." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError and embedding reinitialization in post_init are different bugs." + "reason": "Different training/model-init bugs: GPU broadcast NoneType error vs output embedding reinitialized in post_init." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are separate config/model issues." + "reason": "Different model config bugs: missing pad_token_id on Llama4Config vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing import from image_utils is not the same as a Qwen3.5 chat-generation crash." + "reason": "Different API issues: nonexistent import from image_utils vs Qwen3.5 chat crash." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is a documentation issue, not the SigLIP2 inference bug." + "reason": "Different problems: docs still referencing removed pipeline() APIs vs incorrect SigLIP2 model outputs." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo input-size mismatch are unrelated vision-model issues." + "reason": "Different model/component bugs: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model size mismatch." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer corruption in v5 is not the same as GPTNeoX rotary_pct reload loss." + "reason": "Different regressions: non-persistent buffers filled with junk vs GPTNeoX rotary_pct reload behavior." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and category-cardinality RuntimeError are unrelated." + "reason": "Different failures: Qwen3 auto device mapping cuda assert vs category-count runtime limit." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure and missing TensorFlow backend due to tensorboard-only install are different environment issues." + "reason": "Different runtime problems: Python 3.14 import/load failure vs missing TensorFlow backend despite tensorboard install." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "'ADD THE DATA' is unrelated to _torch_extract_fbank_features." + "reason": "Different topics: unrelated low-information issue vs audio feature extraction bug." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading with a no-trainer script is unrelated to loading Phi-4 multimodal weights." + "reason": "Different loading paths: local dataset script failure vs Phi-4 multimodal model loading error." }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Metric gathering label truncation and Apple Silicon caching allocator TypeError do not share a code path." + "reason": "Different training/eval issues: gather_for_metrics last-batch label drop vs Apple Silicon warmup TypeError." } ] }, @@ -8414,8 +8414,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -8817,7 +8817,7 @@ "issue:43299|issue:43854", "issue:38175|issue:44617" ], - "prepared_review_unit_hash": "abc27508d52b6e26e45ccc19fecd6a59b4b689542798fe06e2ce5157472d6568", + "prepared_review_unit_hash": "9744c24db524f7c91d72a64f8bbeda17d5852967d475e063ac4fb51e976079f3", "component_budget": { "node_count": 364, "item_count": 364, @@ -8839,204 +8839,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab-bag of unrelated Transformers issues across many models/features; the soft edges are mostly superficial text similarity and should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of distinct Transformers bug reports rather than true duplicates. The semantic similarity is often just shared model families or shared loading/config themes, but the concrete bugs differ, so I would keep the issues separate. The broadest representative issue is the general recent-versions/remote_code regression report.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45020 is the broadest and most umbrella-like report in the set, covering recent-version breakage across model loading paths and remote_code cases.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 best represents the cluster because it is the most general user-facing regression report and can anchor related compatibility discussions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different bugs: Qwen3VL MoE loading regression vs Qwen3.5 save_pretrained checkpoint serialization." + "reason": "Same broad model family, but one is a Qwen3VL MoE loading regression and the other is a Qwen3.5 save_pretrained serialization bug; different code paths and symptoms." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Ministral/Devstral save failure is unrelated to FlashAttention runtime failure in Ministral-3." + "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention loading/runtime failure; not the same bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and tokenizers AddedToken keyword conflict are unrelated." + "reason": "Notebook syntax error vs tokenizer AddedToken keyword collision; unrelated failures." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale override test failure is unrelated to Phi-4-multimodal loading." + "reason": "CI test flake in GraniteSpeech vs Phi-4 multimodal model loading; different subsystems and causes." }, { "left": "issue:44871", "right": "issue:45245", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to category-count runtime error." + "reason": "Gemma eos_token_id mismatch vs category cardinality runtime error; no concrete overlap." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Chunked_prefill cache missing is unrelated to ANSI codes in loading_report." + "reason": "Generation cache issue during chunked prefill vs ANSI escape output in loading_report; unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility issue is unrelated to loading failure for physical-intelligence/fast." + "reason": "Shared version context, but one is a Python-version support problem and the other is a specific model loading failure; not the same underlying bug." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to TextClassificationPipeline docs wording." + "reason": "BeitImageProcessorFast label reduction bug vs docs mentioning return_all_scores; unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Olmo model config loading failure is unrelated to PIL backend torchvision dependency regression." + "reason": "Unrecognized model/config registration issue vs PIL backend requiring torchvision; different code paths." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Qwen2.5-VL import error and missing image_utils import are different symbols and code paths." + "reason": "Different import failures from different modules/symbols; too generic to treat as duplicates." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version support problem is unrelated to a generic dependency issue." + "reason": "One is a Python compatibility issue, the other is a general dependency complaint; not the same concrete bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL MoE loading bug is unrelated to Qwen3.5 visual-encoder save_pretrained regression." + "reason": "Both involve Qwen3 variants, but one is loading MoE models and the other is incorrect save_pretrained visual-encoder keys; different failures." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to Qwen3.5 save_pretrained serialization." + "reason": "BLIP2 dtype loading bug vs Qwen3.5 save_pretrained regression; unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Pipeline docs mismatch is unrelated to model config loading failure." + "reason": "Documentation mismatch vs model loading/config error; not duplicates." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args ignored and tie_word_embeddings warning are unrelated." + "reason": "SGD optimizer args ignored vs tie_word_embeddings warning during LoRA fine-tuning; unrelated." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "assistant_masks being zero for multimodal chat templates is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Multimodal chat-template assistant mask bug vs Qwen2.5-VL rope/position-id scaling bug; distinct model-processing paths." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "GLM-4.7-Flash unit test loading issue and Phi-4-multimodal loading issue are different model-specific failures." + "reason": "Both are model load failures, but for different models and likely different root causes; too broad to merge." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load balancing loss with output_router_logits=False is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "MoE router loss accounting vs mm_token_type_ids defaulting for text-only fine-tuning; different training bugs." }, { "left": "issue:44464", "right": "issue:45245", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to category-count limit error." + "reason": "Compiled-forward chunked generation inconsistency vs category count runtime limit; unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to TensorFlow/tensorboard backend installation." + "reason": "Flex attention compilation on torch>=2.9 vs TensorFlow backend installation mismatch; unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support issue is unrelated to PEFT minimum version bump." + "reason": "Python version compatibility vs unreleased minimum peft version; different dependency issues." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to the unrelated 'ADD THE DATA' issue." + "reason": "Video-classification processor lookup bug vs an unrelated low-information issue title; no duplicate evidence." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal default-config initialization and Llama4Config missing pad_token_id are different config bugs." + "reason": "Both are config-related, but one is default multimodal config initialization and the other is a missing pad_token_id attribute; different bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import error and broad import errors after version upgrade are not the same concrete bug." + "reason": "A specific HybridCache import error vs a broad report of many import errors after upgrading; not enough to say same underlying bug." }, { "left": "issue:44496", "right": "issue:44877", "accept": false, - "reason": "Unrecognized model loading and strict granite_speech config loading are different config/registration problems." + "reason": "Both are model/config loading failures, but for different models and different mechanisms (model_type missing vs strict granite_speech config validation)." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Image processor lookup in video pipeline is unrelated to broad remote_code breakage." + "reason": "Pipeline processor lookup bug vs broad remote_code regression; unrelated." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to Mistral regex patch crashing on backend_tokenizer access." + "reason": "Tokenizer save/load metadata issue vs Mistral regex patch crash on tokenizer internals; different code paths." }, { "left": "issue:43550", "right": "issue:44964", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to Phi-4-multimodal loading." + "reason": "torch.compile with SDPA on Bamba vs Phi-4 multimodal loading; unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue is unrelated to the PEFT version pin problem." + "reason": "Generic dependency issue vs unreleased PEFT minimum version bump; not the same bug." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "tokenizer_class mismatch on save_pretrained is unrelated to AutoTokenizer ignoring tokenizer.json on load." + "reason": "Tokenizer save_pretrained class-name mismatch vs AutoTokenizer ignoring tokenizer.json; related area but different concrete failures." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL MoE loading and Qwen2.5-VL import/export symbol issues are different model families and failure modes." + "reason": "Different model families and different loading failures; no duplicate evidence." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Siglip2 zero probabilities bug is unrelated to Sam3Video CUDA OOM." + "reason": "Unexpected zero probabilities in SigLIP vs CUDA OOM in Sam3Video; unrelated." } ] }, @@ -9139,7 +9139,7 @@ "issue:43295|issue:44617", "issue:44589|issue:45362" ], - "prepared_review_unit_hash": "6bd5636fa9ff10d1ecb98bf8476075b965196a37a027b0d40fe5ab31fadfb3c2", + "prepared_review_unit_hash": "1fa2abf4213e595c03adf0c53721c2c6519c72a37a6b03cf422591f3171cff66", "component_budget": { "node_count": 364, "item_count": 364, @@ -9161,186 +9161,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly loose thematic matches (tokenizers, chat templates, quantization, FlashAttention, processors) but they describe different bugs, different code paths, or different model families. I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This is a loose mixed cluster of Transformers issues, not a true duplicate set. The overlap is mostly superficial around v5 regressions, tokenizers/processors, and model loading, but the concrete bugs differ enough that none of the soft pairs should be merged.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43295 is the closest representative of the shared v5 tokenization/processor regression theme, but the cluster is too heterogeneous for a strong true-canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the strongest standalone issue here: it is concrete, reproducible, and describes a clear user-facing regression in SigLIP2 inference with AutoModel/pipeline.", + "best_issue_reason": "43295 is the most broadly representative and actionable issue in the set because it describes a concrete API regression; the others are narrower, unrelated, or just superficially similar.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer/processor regressions, but one is about processor.tokenizer/image handling and the other is Deepseek tokenizer output; different failures and code paths." + "reason": "Both involve tokenization regressions, but one is processor.tokenizer/image handoff and the other is Deepseek tokenizer output; different code paths." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but one is a SigLIP2 example with model/processor mismatch and quantization failure, while the other is a pipeline docs mismatch about return_all_scores." + "reason": "One is a SigLIP2 example bug, the other is a pipeline docs mismatch; different models and different issues." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Deepseek tokenizer producing wrong results are separate tokenizer bugs, not the same underlying defect." + "reason": "AutoTokenizer ignoring tokenizer.json is a loader-selection bug, not the same as Deepseek tokenization producing wrong results." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Completely unrelated: one is an empty/titled issue, the other is a specific apply_chat_template crash with tool calls." + "reason": "Completely unrelated: a vague data request versus a chat-template crash on empty assistant tool-call messages." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights/_is_hf_initialized loading TypeError; different surfaces and root causes." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failure modes." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of lm_head.weight depending on device is unrelated to gemma4 resize_token_embeddings not updating embeddings." + "reason": "Serialization of tied weights depends on device, while gemma4 resize_token_embeddings affects embedding/output sizing; different bugs." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both involve attention backends, but one is a model not supporting FlashAttention 2.0 and the other is compiled flex_attention failing on torch>=2.9; not the same bug." + "reason": "Both mention attention, but one is model support for FlashAttention and the other is a compiled flex_attention torch-version failure." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batching shape bug vs a generic dependency issue; no shared code-path or concrete duplicate evidence." + "reason": "Video processor batched-shape bug is unrelated to a generic dependency issue." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Audio chat-template sampling-rate default issue and multimodal assistant_mask issue are distinct chat-template bugs." + "reason": "Both touch chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer.from_pretrained loading problem and ESM2 broken model behavior are unrelated." + "reason": "Tokenizer loading regression and ESM2 model breakage are different bugs with different scopes." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "SAM3 pixel decoder dummy conv and Perceiver non-default resolution failure are different model-specific issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver image-classification failure are unrelated model-specific issues." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Saving a quantized model and loading a dequantized model with device_map=auto are different quantization/offload paths." + "reason": "Both involve quantization, but one is save failure and the other is dequantized model loading/offload behavior." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA rms_norm_eps precision issue and GlmMoeDsaIndexer torch.split return values are unrelated." + "reason": "MLA layernorm precision/config issue is unrelated to torch.split return-value handling." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load bugs." + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different serialization/loading problems." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer regression vs an unrelated empty issue title; no duplicate relationship." + "reason": "Tokenizer behavior regression and a vague data request are unrelated." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Saving processor files and slow filtering after upgrading to 5.3.0 are unrelated." + "reason": "Processor save_pretrained missing files and data filtering slowdown are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers integration vs missing TensorFlow backend when only tensorboard is installed; different dependency failures." + "reason": "Both are import/backend problems, but they affect different packages and different missing-dependency paths." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer regression are model-specific and distinct." + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer outputs are different model-specific regressions." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are different regressions." + "reason": "Generation cache missing during chunked prefill is unrelated to CLIPVisionModel hidden_states being None." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs note about return_all_scores does not match a runtime SigLIP2 inference correctness bug." + "reason": "Docs mentioning return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast and TensorFlow backend installation issue are unrelated." + "reason": "Model load failure for physical-intelligence/fast and TensorBoard/TensorFlow backend installation are unrelated." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and gemma-4 zero3 from_pretrained are different problems." + "reason": "Tokenizer class serialization mismatch is not the same as gemma-4 zero3 from_pretrained loading." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow in the torch extra and a Python version compatibility regression are unrelated." + "reason": "Missing TensorFlow in a torch install and Python-version incompatibility are different dependency issues." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM3 video encoder attribute error and notebook syntax error are unrelated." + "reason": "SAM3VisionEncoderOutput missing attribute and notebook syntax error are unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2_5_VL import and Python 3.9/3.10 support regression are unrelated." + "reason": "Qwen2.5-VL import error and Python-version incompatibility are different release issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch about return_all_scores and slow import behavior are different issues." + "reason": "Pipeline docs mismatch and slow import are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Generic Flash Attention 2.0 discussion is too broad to treat as the same bug as NemotronHForCausalLM explicitly not supporting it." + "reason": "Nemotron FlashAttention support error and a generic Flash Attention 2.0 issue title are too vague to treat as the same bug." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Custom model processor/tokenizer regression and SAM3Video CUDA OOM are unrelated." + "reason": "Processor/tokenizer regression and SAM3Video CUDA OOM are unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup TypeError and Qwen3.5 chat crash are different failure modes." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime errors." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Same as above: unrelated bugs despite both being code-level regressions." } ] }, @@ -9441,7 +9447,7 @@ "issue:43066|issue:44779", "issue:36246|issue:43596" ], - "prepared_review_unit_hash": "aa62a45472f92db1c768edda18d567610ec0babc84427da082a8c948cae68f24", + "prepared_review_unit_hash": "4d773eb908dacfc8d52386a40f3b12645d0bba311ccefeddb3cad6a41ac00329", "component_budget": { "node_count": 364, "item_count": 364, @@ -9463,174 +9469,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct Transformers v5 regressions, import errors, or model-specific loading bugs rather than duplicates. No soft pair looks like the same concrete underlying bug/change with enough confidence to merge.", - "confidence": 0.24, - "canonical_issue_reason": "No clear duplicate emerges from the set. If one issue must represent the cluster, issue 44561 is the best umbrella because it captures a broad v5 API-breakage/regression theme affecting downstream models.", + "summary": "These items are mostly unrelated regressions across imports, tokenizer/config handling, vision/video/audio pipelines, and a few performance issues. I do not see a true duplicate cluster; all soft-edge pairs should be rejected. If one issue must be used as the representative canonical issue, 44561 is the broadest cross-cutting v5 regression in the set.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44561 is the broadest systemic regression here: a v5 API removal breaking trust_remote_code models across multiple downstream paths, making it the closest thing to a representative issue in this otherwise heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44561 is the most representative general regression report in this set; it is broad, version-specific, and plausibly connected to multiple downstream breakages. Still, it should not be treated as a duplicate of the others.", + "best_issue_reason": "issue:44561 has the widest apparent blast radius and best represents a global v5 compatibility break, though it does not duplicate the rest of the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are loading failures, but they affect different models and describe different failures: missing Llama4Config.pad_token_id vs a generic glm-4v-9b loading error." + "reason": "Both are loading failures, but one is a missing Llama4 config attribute and the other is a GLM-4V model load failure; different model families and different code paths." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Different problem classes: batched video processor shape bug versus Sam3Video CUDA OOM." + "reason": "Video shape bug vs CUDA OOM; same broad area, but not the same underlying defect." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Unrelated subsystems: torch.compile attention kernel divergence versus ANSI codes in loading_report." + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Both mention import/runtime compatibility, but one is a missing AutoImageProcessor import and the other is a Python version compatibility complaint; not the same bug." + "reason": "Missing AutoImageProcessor import is not the same as a Python-version compatibility issue." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Different code paths and symptoms: position_ids buffer access error versus gemma-4 zero3 from_pretrained loading." + "reason": "Register-buffer position_ids access and gemma-4 zero3 from_pretrained are different failures." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE family regressions, but one is LoRA compatibility across branches and the other is Qwen3VL model loading; too different to merge." + "reason": "Both involve Qwen MoE models, but one is hf4.x/v5 compatibility for LoRA and the other is Qwen3VL loading regression; not one concrete bug." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline selecting image processors is unrelated to _torch_extract_fbank_features()." + "reason": "Video-classification processor lookup and _torch_extract_fbank_features are different pipeline bugs." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Formatting in loading_report and a wrong docstring for position_ids are unrelated." + "reason": "Terminal ANSI formatting and a wrong docstring are unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowdown and unrecognized model config are different failures with no shared concrete code path." + "reason": "Import latency is unrelated to an unrecognized-model/config.model_type loading error." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one ignores tokenizer.json and the other has codec/warning behavior in Kimi-K2.5; not the same bug." + "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec handling are different tokenizer regressions." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "Tokenizer mapping registration failure is unrelated to the tensorboard-without-TF backend error." + "reason": "Tokenizer-mapping model registration failure is unrelated to the TensorFlow backend error from missing TF installation." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and sys.modules access in modeling_utils are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:43994", "right": "issue:45276", "accept": false, - "reason": "Different model-specific regressions: SigLIP2 output quality versus gemma4 resize_token_embeddings behavior." + "reason": "Siglip2 incorrect outputs and gemma4 resize_token_embeddings behavior are different model-specific issues." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both are Qwen-related, but sliding_window handling and chat crashes are distinct concrete failures." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are not the same failure mode." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; same broad symptom, not the same underlying issue." + "reason": "Missing Qwen2_5_VLImageProcessor export is unrelated to missing is_offline_mode from huggingface_hub." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Both are v5 regressions, but one is cache handling during chunked_prefill and the other is a removed helper breaking trust_remote_code." + "reason": "Chunked-prefill cache handling and trust_remote_code breakage from is_torch_fx_available removal are different regressions." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different breakages." + "reason": "Different missing symbols from different packages; not the same import/export bug." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output behavior and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific issues." + "reason": "ESM2 workflow breakage and Gemma-4 mm_token_type_ids defaults are unrelated model bugs." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE router loss behavior and LwDetrImageLoss AMP crash are different code paths." + "reason": "MoE load-balancing loss logic and LwDetrImageLoss AMP crash are different loss-path problems." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance regression is unrelated to Gemma-3 eos_token_id inconsistency." + "reason": "Import slowness does not match a Gemma-3 eos_token_id config inconsistency." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer incorrect results and resize_token_embeddings not updating output embeddings are different bugs." + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different bugs." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error and Chinese-language performance regression are unrelated." + "reason": "Register-buffer position_ids access is unrelated to the Chinese-language performance regression report." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config strictness, but they affect different model configs and fields; not the same underlying defect." + "reason": "Both involve strict config handling, but one blocks granite_speech loading while the other silently drops a Qwen3_5MoeVisionConfig field; not the same concrete issue." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and Qwen3OmniMoe video ValueError are unrelated." + "reason": "FlashAttention failure in Ministral-3 and video-input ValueError in Qwen3OmniMoe are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they are different model families and different failure modes." + "reason": "Wrong tokenizer decoder type and Deepseek tokenizer output regression are different tokenizer issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import and DeepSpeed zero3/BertModel IndexError are unrelated." + "reason": "Missing Qwen2_5_VLImageProcessor import and Deepspeed ZeRO3/BertModel index error are unrelated failures." } ] }, @@ -9649,8 +9655,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -9945,8 +9951,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -10285,8 +10291,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -10631,8 +10637,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -10936,8 +10942,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -11316,7 +11322,7 @@ "issue:43937|issue:44496", "issue:44483|issue:45464" ], - "prepared_review_unit_hash": "d0d6e5a494ce664ac3171acc31de4cd3b32270434ecf20afeb6242803f004693", + "prepared_review_unit_hash": "6db8993e761c688356efbe1558bc708eb1e69e13c4e3328c8f937b967a9b5ac4", "component_budget": { "node_count": 364, "item_count": 364, @@ -11338,192 +11344,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: mostly unrelated Transformers bug reports spanning tokenizers, model loading, processors, API behavior, and version regressions. A few pairs are thematically close, but none look like the same concrete issue/change with enough confidence to merge as duplicates.", - "confidence": 0.83, - "canonical_issue_reason": "No single issue safely represents the whole cluster; the items are too diverse. If forced to pick one representative regression report, issue 45216 is the clearest and most concrete.", + "summary": "This set is mostly a grab bag of unrelated Transformers issues. I only see one plausible near-duplicate subgroup around the Qwen3.5 MoE save/load regression, but the rest are distinct bugs, import errors, docs, or API regressions.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the best anchor for the only tight subgroup here: it matches the Qwen3.5 MoE from_pretrained/save_pretrained regression and is closely echoed by issue:45216 and issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the strongest representative candidate because it is a specific, version-bounded regression report with a clear model family and behavior.", + "best_issue_reason": "issue:45310 is the clearest, most specific representative of a real underlying bug in this cluster; the title directly names the affected model and failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Different bugs: one is multi-label classification example output, the other is a SigLIP2 implementation discrepancy." + "reason": "Different bugs: example-script multi-label empty outputs vs a Qwen3.5 tokenization/offset_mapping issue." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "Unrelated subsystems: TF32 API settings versus a missing image-processor method in GLM46V." + "reason": "Unrelated domains: TF32 configuration messaging vs GLM46V image processor AttributeError." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Different code paths: optimizer argument handling versus trainer evaluate/train lifecycle." + "reason": "Optimizer argument handling and trainer lifecycle failure are separate code paths." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Same broad Qwen3.5/MoE area, but one is save_pretrained FP8 behavior and the other is from_pretrained loading failure; not the same concrete bug." + "reason": "Both mention MoE/Qwen-ish loading, but one is FP8 save_pretrained and the other is a from_pretrained load error; not the same concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "One is an example script classification bug; the other is a pipeline() v5 error-message issue." + "reason": "Classification example output bug vs pipeline() error-message mismatch; no shared failure mode." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but they describe different failures and likely different code paths." + "reason": "Different Qwen-family regressions with different symptoms and likely different loader paths." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Different compatibility problems: Python version support versus a PyTorch version check bug." + "reason": "Python version compatibility issue vs a flex_attention version-check bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but on different models and symptoms (offset mapping vs incorrect generation output)." + "reason": "Both are tokenizer problems, but they affect different models and different tokenizer behaviors." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Model weight-shape loading mismatch is unrelated to incorrect outputs under pipeline parallelism." + "reason": "Weight-shape mismatch on a specific model is unrelated to pipeline-parallelism output corruption." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different areas: qwen3_omni_moe feature extraction helper versus flex_attention import/version checking." + "reason": "A qwen3_omni_moe helper bug and a PyTorch import/version check bug are unrelated." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both involve tokenizers, but one is loading regression and the other is offset_mapping correctness on Qwen3." + "reason": "Generic tokenizer loading regression vs Qwen3 offset_mapping correctness; too broad and not the same bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation error is not the same as flash-attention generation corruption." + "reason": "GenerationConfig validation and flash-attention generation failures are different issues." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation references to removed pipeline() API are unrelated to flex_attention import gating." + "reason": "Docs still referencing pipeline() is unrelated to flex_attention import/version logic." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "No clear shared bug; one is a VRAM leak in dataloader threads, the other is a reproduction of a different issue." + "reason": "VRAM leak in dataloader threads vs an isolated reproduction of another issue; no evidence they are the same bug." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are loading/type-related regressions, but they concern different APIs and error causes." + "reason": "init_empty_weights/_is_hf_initialized argument handling is not the same as PretrainedConfig type-checking fallout." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "A batched video-shape bug is not the same as a missing- torchvision crash on AutoProcessor load." + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; distinct failure points." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Version pinning for PEFT is unrelated to PyTorch version checks in flex_attention." + "reason": "Dependency version bump problem vs unrelated flex_attention import check." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Different failure modes: degenerate training with flash_attention_3 versus incorrect checkpoint saving." + "reason": "Degenerate training with flash_attention_3 is not the same as incorrect checkpoint saving for Qwen3.5." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Shard-size question is unrelated to Qwen3.5 MoE from_pretrained errors." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Tokenizer offset_mapping regression is not the same as runtime special-token post-processor updates." + "reason": "A save_pretrained shard-size question is unrelated to the Qwen3.5 MoE load regression." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export paths." + "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None-handling is a different bug from the Mistral regex patch crash." + "reason": "Tokenizer mapping None handling and Mistral regex patching are different tokenizer-loading bugs." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "VRAM leak in dataloader threads and Apple Silicon TypeError are unrelated." + "reason": "VRAM leak under threading vs Apple Silicon TypeError in warmup are unrelated." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing projections in qwen3next is a model-architecture issue, not the same as Qwen3.5 MoE loading failure." + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained failure are different model issues." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "SAM3 tracker warning and MobileLLM key error are distinct loading/config issues." - }, - { - "left": "issue:42673", - "right": "issue:43577", - "accept": false, - "reason": "Different bugs: VRAM leak versus dtype not propagating on BLIP2 load." + "reason": "SAM3 tracker warning and MobileLLM key error have no substantive overlap." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage and TensorFlow/tensorboard backend detection are unrelated." + "reason": "Broken vitpose models vs TensorFlow-backend detection error are unrelated." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API control and MLA rms_norm_eps precision mismatch do not share the same bug." + "reason": "TF32 behavior settings and MLA q_a_layernorm epsilon mismatch are different bugs." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized-model config.json errors are different loading/validation failures." + "reason": "Invalid GenerationConfig and unrecognized model/config loading are separate issues." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both involve chat/completions, but one is a v5.3 request acceptance issue and the other is a streaming failure on a specific model." + "reason": "Both hit chat/completions, but one is a general request rejection and the other is a Qwen3.5 streaming-specific failure; not enough to call them the same bug." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug and runtime special-token/post-processor update behavior are different tokenizer subsystems." + }, + { + "left": "issue:44977", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention generation failure and checkpoint save corruption are different failure modes." } ] }, @@ -11635,7 +11641,7 @@ "issue:43986|issue:44117", "issue:43582|issue:45341" ], - "prepared_review_unit_hash": "543b655ccc2d7b275cd0dc3057279674cd43acf8e3ffab84a4f05cd1492557cc", + "prepared_review_unit_hash": "517bbcc48b7a14bed764ea38ef4bb51204328e54850ec241c15bf573236ada0f", "component_budget": { "node_count": 364, "item_count": 364, @@ -11657,234 +11663,234 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of Transformers regression reports: import errors, tokenizer/config changes, and several model-specific bugs. The soft links look similarity-based rather than true duplicates, so I would not merge any of the candidate pairs.", + "summary": "This set is mostly a loose grab-bag of Transformers regressions: import/API breakages, tokenizer/config changes, model-specific loading failures, and a few training/runtime bugs. There is no strong evidence that any pair is the same concrete issue, so I would not merge any soft-edge candidates.", "confidence": 0.89, - "canonical_issue_reason": "issue:45278 is the broadest umbrella for the cluster\u2019s recurring theme of import regressions after upgrading Transformers; it best represents the shared high-level failure mode even though the cluster itself is heterogeneous.", + "canonical_issue_reason": "No single issue clearly dominates as a duplicate hub; the closest to a broad cluster topic is issue 45278 because it summarizes the wide import-regression symptom affecting multiple users, but the set is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general and cluster-representative issue, especially for the import/error-after-upgrade subset; it is the best single issue to anchor this group.", + "best_issue_reason": "issue 45278 is the best representative issue because it captures the broad user-facing symptom ('many import errors after update') that most closely matches the import/API regression theme seen in several nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Different failures: a missing configuration utility import vs an audio feature-extraction issue." + "reason": "Different failures: one is an import error from configuration_utils, the other is an audio feature helper issue. No shared code path or concrete bug." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Unrelated: one is a runtime script failure, the other is a testing utility bug." + "reason": "A failing script entrypoint and a testing_utils bug are unrelated; no evidence they stem from the same defect." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Different subsystems and symptoms: backend install packaging vs broken ViTPose model files." + "reason": "One is a packaging/backend dependency complaint, the other is a model-specific vitpose breakage. Different problems." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but one is a specific missing image_utils export and the other is a broad upgrade regression; not the same concrete bug." + "reason": "Both mention import issues, but 45278 is a broad umbrella report while 44933 is one specific missing export; not the same concrete bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Unrelated: shard-size behavior in save_pretrained vs a Qwen3.5 MoE from_pretrained error." + "reason": "Unrelated: shard-size behavior in save_pretrained versus a Qwen3.5 MoE from_pretrained loading error." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is decoder type mismatch and the other is different tokenization output; too broad to be the same bug." + "reason": "Both involve tokenizer behavior in v5, but one is decoder-type selection and the other is tokenization output drift; too different to treat as the same bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Different code paths: generation cache handling vs a testing utility bug." + "reason": "Generation cache handling and a testing_utils bug do not share a concrete code path." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Different issues: a removed config field vs unexpected position-id keys during model loading." + "reason": "Removed tie_embeddings API and unexpected position-id keys are different regressions in different areas." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "One is a broken model family, the other is tokenizer error handling with protobuf; not the same underlying problem." + "reason": "Vitpose model breakage and tokenizer protobuf error masking are unrelated model-loading/tokenizer issues." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-family model bugs, but one is missing projections and the other is a from_pretrained failure; not one fixable change." + "reason": "Different Qwen model families and different failure modes; no clear shared defect." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different models and failures: missing image patch helper vs missing rms_norm_eps in MLA config." + "reason": "Separate multimodal/image-processor method omission versus MLA layernorm config precision issue." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve attention implementations, but one is model loading with FlashAttention and the other is training degeneration under flash_attention_3." + "reason": "Both mention flash attention, but one is a Ministral-3 compatibility failure and the other is degenerate training with FlashAttention 3; not mergeable as one bug." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Unrelated: AutoProcessor crash without torchvision vs max shard size default behavior." + "reason": "AutoProcessor + torchvision dependency handling is unrelated to save_pretrained shard sizing." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Both are warnings, but they concern entirely different models and causes." + "reason": "A PyTorch precision warning during bfloat16 compilation is unrelated to a sam3_video/sam3_tracker config warning." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "GLM-related but different concrete bugs: torch.split indexing vs RoPE implementation." + "reason": "Different GLM issues: tensor split semantics versus RoPE implementation." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Different regressions: missing AutoImageProcessor export vs PretrainedConfig type-checking breakage." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Different failure modes: type checking regression vs backend selection error when TensorFlow is absent." + "reason": "Type-checking regression in Transformers v5.4.0 is unrelated to the tensorboard-without-TensorFlow backend error." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "No shared code path: sys.modules access bug vs testing utility issue." + "reason": "Unsafe sys.modules access and a testing_utils bug do not look like the same underlying defect." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen model load issues, but one is a weight-shape mismatch and the other is missing projections; not the same bug." + "reason": "Model weight-shape mismatch in Qwen3-VL is not the same as missing projections in qwen3next." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Unrelated processor-loading crash and testing utility bug." + "reason": "Video model loading without torchvision and testing_utils are unrelated." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Different topics: removed tie_embeddings config vs gguf_file tokenizer/model loading failure." + "reason": "Tie-embeddings API removal and gguf_file loading failures are distinct regressions." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both involve tokenizer/model loading, but the concrete failures differ and there is no clear same code-path bug." + "reason": "Tokenizer mapping None-handling and a loading failure for physical-intelligence/fast are too underspecified to confidently treat as the same bug." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "Different regressions: SwitchTransformers config construction vs config type-checking." + "reason": "SwitchTransformers sparse-layer configuration bug and v5.4.0 type-checking regression are unrelated." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but they concern different models and unrelated config messages." + "reason": "Different warnings in different model families; no shared code path." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL load mismatch vs Qwen3-VL-Moe compatibility issue; similar family, not same defect." + "reason": "Both are Qwen-related loading problems, but the concrete failures and model variants differ." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM bugs affecting different components; not mergeable into one fix." + "reason": "Image-processor token counting and GlmMoeDsaIndexer torch.split behavior are unrelated." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different import/loading failures: missing torchvision vs missing ReasoningEffort import." + "reason": "AutoProcessor torchvision dependency issue is unrelated to mistral_common ReasoningEffort import failure." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention training degradation is unrelated to categorical-feature cardinality limits." + "reason": "FlashAttention training degeneration and category-cardinality RuntimeError are unrelated." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python/version support issue vs a type-checking regression; not the same underlying bug." + "reason": "Python-version support failure and PretrainedConfig type checking are different release issues." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Different subsystems: MoE sliding_window behavior vs testing utilities." + "reason": "Qwen3-MoE sliding_window bug and testing_utils bug are unrelated." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Training-state corruption under FSDP/PEFT is unrelated to Liger Kernel application with model_init." + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied are separate training-stack problems." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportError reports, but for different missing symbols in different packages." + "reason": "Different missing symbols from different modules; both are import errors but not the same bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM/MLA-related settings, but one is config eps precision and the other is RoPE implementation." + "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are distinct model-specific issues." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Same broad Qwen ecosystem, but one is missing layer projections and the other is a config field dropped by strict parsing." + "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes config field are unrelated." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different code paths: cached_file kwargs propagation vs docstring processing with future annotations." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation parsing are different subsystems." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Processor loading without torchvision is unrelated to tokenizer mapping returning None." + "reason": "Video-model processor dependency handling and tokenizer mapping None-handling are unrelated." }, { "left": "issue:43582", "right": "issue:45341", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to the testing utility bug." + "reason": "AppleSilicon allocator warmup TypeError and a testing_utils bug are unrelated." } ] }, @@ -11903,8 +11909,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -12252,8 +12258,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -12613,8 +12619,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -13082,7 +13088,7 @@ "issue:41669|issue:44908", "issue:43723|issue:44393" ], - "prepared_review_unit_hash": "584dfc293d0aaafafb6643e650f8a72c036679f28ad65d9fee03c8918ff4a21d", + "prepared_review_unit_hash": "a934398c71474bf16c9d2f50804175eb609b75e80c5f4da82960552fafbd286e", "component_budget": { "node_count": 364, "item_count": 364, @@ -13104,240 +13110,240 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: a few issues are in the import/lazy-loading area, but most pairs are unrelated regressions, model bugs, docs problems, or version-compatibility reports. No PRs are present.", - "confidence": 0.71, - "canonical_issue_reason": "issue:41669 is the most concrete and representative item in the cluster, with a clear root cause around import-time slowdown and module loading behavior; it best matches the small import/lazy-loading theme that appears across a few nearby issues.", + "summary": "This set is largely heterogeneous: import/export regressions, tokenizer/model-loading bugs, docs drift, and several unrelated model/runtime issues. None of the soft-edge pairs look safe to merge as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44246 is the broadest, most discussion-heavy report around import-time regressions and is the best umbrella anchor for the import/loading subset.", "canonical_pr_reason": null, - "best_issue_reason": "Best triage anchor because it is specific, actionable, and broad enough to represent the limited shared import-related surface in this set.", + "best_issue_reason": "It has the clearest user-facing symptom and enough discussion to serve as a triage anchor for the import/loading complaints; the others are mostly narrower or more specialized reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Different domains: scheduler kwargs bug vs. an unrelated placeholder issue." + "reason": "Different problems: scheduler kwargs vs an unrelated placeholder issue." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and no concrete shared code-path is shown." + "reason": "Both are import failures, but they concern different missing symbols and likely separate export paths." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs. pipeline docs mismatch; unrelated." + "reason": "Tensor-parallel training bug vs documentation mismatch; not the same underlying change." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion vs. unrelated placeholder issue." + "reason": "GLM-5 RoPE implementation issue is unrelated to the placeholder issue." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug and a BeitImageProcessorFast label bug are unrelated." + "reason": "Tensor parallel training bug and BeitImageProcessorFast label handling are different code paths." }, { "left": "issue:36296", "right": "issue:43012", "accept": false, - "reason": "Different subsystems and symptoms: tensor-parallel training vs. bfloat16 compile warning." + "reason": "Training bug vs bfloat16 compilation warning; not the same defect." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch loading behavior, but one is a general lazy-loading report and the other a specific sys.modules access issue; not enough to treat as the same bug." + "reason": "Possible lazy-loading overlap, but one is a general loading complaint and the other is a specific sys.modules access problem." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Top-level import failure vs. compiled-file runtime error; no shared bug evidence." + "reason": "Import-name failure vs compiled-Python-file errors; no concrete shared bug." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA precision/config issue vs. DSA indexer/ReLU discussion; unrelated." + "reason": "Different model/math issues: RMS norm epsilon precision vs missing ReLU in a DSA indexer." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading issue vs. TensorFlow backend detection issue; different code paths." + "reason": "Lazy loading issue and TF backend misdetection are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor save_pretrained missing files vs. a generic bug report; no match." + "reason": "A concrete processor save_pretrained bug vs a placeholder bug report." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "transformers env command breakage vs. checkpoint reload incompatibility; different failures." + "reason": "Broken env command and checkpoint reload incompatibility are separate v5 regressions." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-slowdown / star-import issue vs. GenerationMixin cache missing during chunked prefill; not the same bug." + "reason": "Import-time slowdown from import * removal is not the same as missing GenerationMixin cache behavior." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output issue vs. PretrainedConfig type-checking regression; unrelated." + "reason": "Qwen3-VL bounding-box output bug vs PretrainedConfig type-checking regression." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen models, but one is a general bug report and the other is a tensor-parallel metadata omission; not the same issue." + "reason": "Both touch Qwen3-VL/Qwen3.5-Moe, but one is a bug report and the other is missing tensor-parallel metadata." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Upgrade/reload incompatibility vs. meta-init remote-code incompatibility; related timeframe, different concrete problems." + "reason": "Checkpoint reload incompatibility and meta-init incompatibility are related to upgrade breakage, but not the same concrete bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings warning vs. a cache-strategy typo; unrelated." + "reason": "TF32 settings warning vs a cache-strategy typo; unrelated changes." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding flakiness vs. scheduler kwargs bug; unrelated." + "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs handling." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs. scheduler kwarg handling; different code paths." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different API surfaces." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy loading are adjacent, but these are still distinct reported failures without concrete duplicate evidence." + "reason": "Both mention loading/import issues, but one is import latency and the other is lazy loading correctness." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_tracker type warning vs. Liger Kernel model_init behavior; unrelated." + "reason": "SAM model-type warning vs Liger Kernel model_init application are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class metadata mismatch vs. generic bug report; no duplicate signal." + "reason": "Tokenizer class mismatch during save_pretrained is unrelated to the placeholder bug report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command vs. inverse_sqrt scheduler kwargs bug; unrelated." + "reason": "Broken env command and scheduler kwarg regression are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support error vs. Qwen3-VL bounding-box hallucination; unrelated." + "reason": "Flash Attention 2 support gating is unrelated to Qwen3-VL bounding-box hallucinations." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler bug vs. config type-checking regression; unrelated." + "reason": "Scheduler kwarg handling and PretrainedConfig typing are distinct regressions." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility vs. vision-language output issue; unrelated." + "reason": "Python version compatibility issue vs Qwen3-VL output bug; different root causes." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access bug vs. generic bug report; no match." + "reason": "position_ids buffer access issue is unrelated to the placeholder bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * slowdown and missing HybridCache import are both import-related, but they are different missing-export problems with no proof of a single root cause." + "reason": "Import-star removal performance regression vs missing HybridCache export are different symbol/export problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import slowdown issue vs. a testing_utils bug report; unrelated." + "reason": "Import-time slowdown vs a testing_utils bug; no shared code-path evidence." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Typo in cache strategies vs. incorrect pipeline-parallel LLM output; unrelated." + "reason": "Cache-strategy typo vs incorrect pipeline-parallel LLM output are unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-time performance regression vs. a typo; not the same underlying bug." + "reason": "Import-time performance regression vs a typo in cache strategies; not the same issue." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel model_init behavior vs. flash_attention_3 training degeneration; different failures." + "reason": "Liger Kernel application during model_init is unrelated to flash_attention_3 training collapse." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-VL/Qwen3.5-Moe bugs with different symptoms and code paths." + "reason": "Different Qwen3-family failures: bounding-box output vs from_pretrained error in Qwen3.5 Moe." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init handling vs. tied-weights key crash; unrelated." + "reason": "Optional post_init handling and tied-weight-key crashes are separate model-internals bugs." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still reference pipeline() vs. scheduler kwargs bug; unrelated." + "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation ambiguity vs. tokenizer-loading regression; unrelated." + "reason": "Documentation confusion for model.forward args vs tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-time slowdown vs. scheduler kwargs bug; no shared code-path." + "reason": "Import-time slowdown from import * removal and scheduler kwargs handling are unrelated." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading in v5 vs. Qwen3-VL bounding-box output issue; unrelated." + "reason": "Tokenizer loading in v5 is unrelated to Qwen3-VL bounding-box output errors." } ] }, @@ -13356,8 +13362,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -13718,8 +13724,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -13781,8 +13787,8 @@ "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-27088-4", "nodes": [ @@ -13881,8 +13887,8 @@ "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-36817-13", "nodes": [ @@ -14123,8 +14129,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -14239,8 +14245,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -14302,8 +14308,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -14365,8 +14371,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -14428,8 +14434,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -14531,8 +14537,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -14653,8 +14659,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -14817,178 +14823,178 @@ "pull_request:43823|pull_request:45489", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "2e9cd6aee97978de2cd5db127181f4b6a14de0146f227e8140a12191c26d06da", + "prepared_review_unit_hash": "b107fcc833948d4b8d500d44e3c943c46ee2b4c6ddf76992f2761d487c40d4e0", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 23, - "serialized_chars": 37419, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "serialized_chars": 37423, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 23, - "serialized_chars": 37419, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "serialized_chars": 37423, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is not a single duplicate cluster: most PRs are unrelated model additions, refactors, or test/docs changes. The only clear duplicate pair is the two fixed_cross_entropy kwargs fixes (43251 and 43254).", + "summary": "This cluster is mostly a set of unrelated open PRs across different models and features. The only true duplicate-looking pair is the two `fixed_cross_entropy` fixes (#43251 and #43254), which address the same loss helper and the same underlying kwargs passthrough bug.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative of the only true duplicate pair because it explicitly targets issue 43240 and has the more complete patch for forwarding cross-entropy kwargs.", + "canonical_pr_reason": "#43251 is the best canonical PR for the only duplicate pair: it has the explicit issue link, edits the same loss helper, and cleanly represents the `fixed_cross_entropy` kwargs fix.", "best_issue_reason": null, - "best_pr_reason": "43251 is the best overall PR to anchor this cluster only because it is the clearest, issue-linked implementation among the near-duplicates; the rest are not duplicates of it.", + "best_pr_reason": "#43251 is the strongest representative of the accepted duplicate cluster because it targets the shared bug directly, is issue-linked, and could subsume #43254's nearly identical change.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition vs ExecuTorch dynamic-shape export test; different code paths and different goals." + "reason": "Different changes: new VideoPrism model/docs vs an Executorch dynamic-shape test. Same broad area of tooling/testing only superficially." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-pretrained robustness fixes vs adding MobileLLM model support; unrelated changes." + "reason": "Processor-auto robustness tweaks are unrelated to adding a new MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "cross_entropy kwargs fix vs MobileLLM model addition; no shared underlying bug/change." + "reason": "Same file? no; but different problems: loss helper kwargs passthrough vs MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "loss utility kwargs fix vs Mistral4 test cleanup; not the same issue." + "reason": "Unrelated code paths: cross-entropy helper vs Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export test vs Mistral4 test fix; both are tests but for different behaviors." + "reason": "Executorch export test and Mistral4 fixes are different bugs and not mergeable into one PR." }, { "left": "pull_request:43424", "right": "pull_request:45435", "accept": false, - "reason": "ExecuTorch exportability test vs Whisper tokenizer special-token indexing bug; unrelated." + "reason": "Executorch dynamic-shape export test is unrelated to Whisper tokenizer special-token indexing." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export test vs MobileLLM addition; different features." + "reason": "Executorch exportability test vs new MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45454", "accept": false, - "reason": "MobileLLM model addition vs Gemma4 training-mask change; not the same change." + "reason": "MobileLLM model addition and Gemma4 text-only training support are distinct features/bugs." }, { "left": "pull_request:43823", "right": "pull_request:45435", "accept": false, - "reason": "MobileLLM model addition vs Whisper tokenizer bugfix; unrelated." + "reason": "MobileLLM model implementation is unrelated to Whisper tokenization edge-case fix." }, { "left": "pull_request:43823", - "right": "pull_request:43995", + "right": "pull_request:45489", "accept": false, - "reason": "MobileLLM addition vs Falcon output-collection refactor; different models and code paths." + "reason": "Different model families and different objectives: MobileLLM addition vs Gemma3n/Gemma4 cache-sharing alignment." }, { "left": "pull_request:43995", - "right": "pull_request:45435", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Whisper tokenization bugfix; no overlap beyond being library code." + "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs repository skill/docs PR; clearly unrelated." + "reason": "Falcon refactor and model-creation skill changes are completely different areas." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45435", "accept": false, - "reason": "Falcon output interface refactor vs Mistral4 tests; different models and problems." + "reason": "Falcon forward signature refactor does not match the Whisper tokenizer bug fix." }, { "left": "pull_request:44827", "right": "pull_request:45489", "accept": false, - "reason": "Mistral4 test fixes vs Gemma3n/Gemma4 cache-sharing alignment; distinct underlying changes." + "reason": "Mistral4 test fixes and Gemma3n/Gemma4 cache-sharing alignment are different concrete changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs layrnorm/layernorm rename fix; unrelated." + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "MobileLLM model addition vs Mistral4 test fixes; different scope and code paths." + "reason": "MobileLLM model addition and Mistral4 test fixes are unrelated." }, { "left": "pull_request:45213", "right": "pull_request:45435", "accept": false, - "reason": "model-creation skill/docs PR vs Whisper tokenizer bugfix; not comparable as the same change." + "reason": "Model-creation skill scaffolding and Whisper tokenization fix do not share the same underlying change." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs model-creation skill; unrelated." + "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs skill file for creating models; not the same artifact or fix." + "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:45435", "accept": false, - "reason": "Mistral4 tests vs Whisper tokenizer fix; different models and behavior." + "reason": "Mistral4 fixes and Whisper tokenizer fix are different code paths." }, { "left": "pull_request:45454", "right": "pull_request:45489", "accept": false, - "reason": "Both touch Gemma4-adjacent files, but one is text-only training mask behavior and the other is cache-sharing alignment; they are not the same concrete fix." + "reason": "Both are Gemma-family PRs, but one fixes text-only training masks while the other aligns cache sharing; same ecosystem, not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45489", "accept": false, - "reason": "MobileLLM addition vs Gemma3n/Gemma4 cache-sharing refactor; unrelated." + "reason": "MobileLLM addition is unrelated to Gemma3n/Gemma4 cache-sharing work." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same fixed_cross_entropy/nn.functional.cross_entropy kwargs handling in the same file, with the same issue target 43240; they are duplicate implementations of the same bugfix." + "reason": "Both PRs modify `fixed_cross_entropy` in the same file to pass supported kwargs to `nn.functional.cross_entropy`; they address the same bug and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: most PRs are clearly unrelated model additions, refactors, or test/docs changes, and the only defensible duplicate pair is 43251/43254, which both modify src/transformers/loss/loss_utils.py to address the shared 43240 cross-entropy kwargs issue. The soft-edge verdicts are conservative and do not overstate mergeability." + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted duplicate pair, #43251/#43254, is well supported by the shared file, shared issue target, and nearly identical `fixed_cross_entropy` kwargs fix. The other soft-edge rejections are appropriately cautious and do not overstate mergeability." }, "evaluator_used": true, "retried": false, @@ -15015,12 +15021,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "1a56cb953af464b15869e54803db9a9d3a87bad3bcb459220f3113802dc75940", + "prepared_review_unit_hash": "ac11bcbebe4f4674c9db7a6749d7911ebcb9d2e7ff15e82b1271165df92cf29f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15028,7 +15034,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15037,18 +15043,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice, but they target different scopes: #40546 is the base VibeVoice integration, while #42781 is a later realtime-oriented extension with additional tokenizer/feature-extraction work. They are related, not duplicates.", - "confidence": 0.84, + "summary": "Two distinct VibeVoice PRs: one for the base model implementation and one for a separate realtime extension. They overlap on shared model files, but they are not the same concrete change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the original, non-draft VibeVoice implementation with substantial discussion and core integration work; it is the better canonical representative of the base project change.", + "canonical_pr_reason": "PR 40546 is the better canonical representative for the cluster: it is the original, broader VibeVoice implementation and has much more review/discussion activity; PR 42781 is a later, narrower realtime follow-on.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the most suitable representative because it covers the foundational VibeVoice addition and is more mature than the draft realtime follow-up.", + "best_pr_reason": "PR 40546 is the strongest representative overall because it covers the base VibeVoice integration more completely and appears more mature, while PR 42781 is a separate realtime feature branch.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files indicate the same model family, but the diffs suggest different concrete changes: #40546 adds the initial VibeVoice model, while #42781 adds realtime support plus acoustic tokenizer/feature-extraction changes. These could not safely be merged as one duplicate PR." + "reason": "Shared filenames reflect the same model family, but the PRs target different work: base VibeVoice vs. VibeVoice Realtime. They are related follow-ons, not the same mergeable code-path fix/change." } ] }, @@ -15078,12 +15084,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "97cc9e31c8d6088c37a1e0371488fd633cc9fdeed958fdbdbabb9ab0e6604277", + "prepared_review_unit_hash": "d17fa45ab109cd634be380d38671803a3711e2d3e88075cd5000840301efd3c5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15091,7 +15097,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15100,18 +15106,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be treated as duplicates.", + "summary": "These are unrelated PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. The shared similarity is only superficial (both add docs/tests and model code).", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: there are no issues in the cluster, and the PRs do not describe the same bug or change.", - "canonical_pr_reason": "No canonical PR for duplication purposes: the PRs target different code paths, different models, and different feature additions.", + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the changes target different model families, different code paths, and different end-user features.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, 41224 is the more self-contained feature addition, but it is not a duplicate of 40755.", + "best_pr_reason": "Neither PR is a good representative of the cluster as a duplicate target because they do not appear to implement the same underlying change or bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features in different subsystems: TimesFM forecasting with covariates vs. DINOv3 image classification support. They do not fix the same underlying problem and could not plausibly be merged into one PR." + "reason": "Reject: different models and features (TimesFM covariate forecasting vs DINOv3 image classification); no shared concrete code-path problem to merge into one PR." } ] }, @@ -15130,8 +15136,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41356-2", "nodes": [ @@ -15141,7 +15147,7 @@ "soft_pairs": [ "pull_request:41356|pull_request:44339" ], - "prepared_review_unit_hash": "88e60f926a84fb13a881f1700f827def51f6a2034775286ab5e8f054384e362c", + "prepared_review_unit_hash": "7070c9571772fa9b3044323478b510030f5cc277be75caed43a78d27b11832c6", "component_budget": { "node_count": 2, "item_count": 2, @@ -15163,24 +15169,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about adding DEIMv2 support to Transformers. PR #44339 is the more complete, later implementation and appears to supersede the smaller initial addition in #41356.", - "confidence": 0.91, + "summary": "Both PRs are DEIMv2 model-integration work against the same tracking issue; 44339 is the broader, later, more complete implementation and likely supersedes 41356.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44339 is the stronger canonical PR because it is the later, more complete DEIMv2 integration: it adds the model, loss, auto-mapping, conversion script, and related docs/tests, while #41356 is an earlier partial model/image-processor addition.", + "canonical_pr_reason": "PR 44339 is the better canonical PR because it is the more complete DEIMv2 integration (adds auto mappings, loss, conversion script, modular file, and config checks) and appears to supersede the smaller initial scaffold in 41356.", "best_issue_reason": null, - "best_pr_reason": "PR #44339 is the best representative of the cluster because it most fully implements the DEIMv2 feature and includes the broader set of integration changes expected for a merged model addition.", + "best_pr_reason": "PR 44339 is the best representative of the cluster since it covers the full Transformers integration path rather than only the initial model/image-processor/test subset.", "soft_edge_verdicts": [ { "left": "pull_request:41356", "right": "pull_request:44339", "accept": true, - "reason": "Same underlying feature addition for DEIMv2 support, with substantial overlap in model files, docs, and tests; #44339 looks like the expanded successor to the earlier partial PR." + "reason": "Same underlying change: adding DEIMv2 support to Transformers under the same issue target. 44339 expands the same model integration rather than introducing a different feature, so these plausibly belong to one merged PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both PRs target the same DEIMv2 issue, share several core files, and #44339 clearly adds broader integration pieces beyond #41356. The soft-edge verdict is conservative because it says the later PR 'looks like' an expanded successor rather than asserting a definitive relationship." + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 41211 and share core DEIMv2 files, while 44339 clearly extends the same integration with additional components. The soft-edge accept is conservative and the pair does look mergeable as one DEIMv2 bugfix/integration effort." }, "evaluator_used": true, "retried": false, @@ -15207,7 +15213,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "852241ff3ed83c7a470cea6912b56d1287e74c29cfafabbfe03422cfd3f1d5ca", + "prepared_review_unit_hash": "7970388d5d6dec499c77bd5e0a16078c9d83eee132cbe0eaea0e03fb46f87447", "component_budget": { "node_count": 2, "item_count": 2, @@ -15229,18 +15235,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-integration PRs (DeepSeek OCR vs Isaac) that only overlap on shared transformer scaffold files, not the underlying model or code path. They should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These are two unrelated open PRs adding different models (DeepSeek OCR vs Isaac). They share some transformer plumbing and docs structure, but not the same underlying bug or change, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs introduce different models, configs, processors, and tests, so they are not the same change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; if one must be chosen as a representative, 45186 is a more complete standalone model addition, but it does not subsume 41797.", + "best_pr_reason": "Neither PR is a good global representative for the cluster because the items are heterogeneous and address separate model integrations.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and implementations; shared auto/registry/docs files are generic integration boilerplate, not evidence of the same fix or change." + "reason": "Different model additions with distinct codepaths and artifacts; shared auto-registration/docs scaffolding is too broad to indicate the same change." } ] }, @@ -15270,7 +15276,7 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "b91cdb431e7a1d26466351e225592ee2bbf3fecd30c682a15dfa7f0cb18a9649", + "prepared_review_unit_hash": "9efc3776f8aac2f84773a4f8966557b4988dc116e4c90daded2b577909c59501", "component_budget": { "node_count": 2, "item_count": 2, @@ -15292,18 +15298,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated model-addition changes: one introduces InternVLFlash, the other introduces AXK1. They overlap only in shared auto-registration boilerplate, not in the underlying code change or bug fix.", - "confidence": 0.97, + "summary": "These are two unrelated model-addition pull requests that happen to touch some shared auto-registration files. They do not fix the same code path or implement the same change, so they should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "Neither PR can serve as a canonical duplicate target for the other: #42166 adds InternVLFlash docs/model plumbing, while #45426 adds AXK1 model support and auto-docstring updates. Different models, different code paths, different intended changes.", "best_issue_reason": null, - "best_pr_reason": "PR 42166 is the more complete exemplar of a model-integration change because it includes docs and tests, but it is not a duplicate of PR 45426; the two PRs target different models and code paths.", + "best_pr_reason": "No single PR is a better duplicate representative here; both are distinct feature additions rather than duplicate fixes, so there is no canonical PR in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Different model integrations (InternVLFlash vs AXK1); shared registry files are incidental boilerplate, not the same change." + "reason": "Reject: they introduce support for different models (internvl_flash vs ax_k1). Overlap in auto-registration files is incidental and not evidence of the same underlying bug or change." } ] }, @@ -15340,7 +15346,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "4a7cff3be0bd0d748c76a78b472c445ad062fbf6c5b621b2977013f18b41e2e0", + "prepared_review_unit_hash": "cddf5f71bbaec7d7bfb697f5ffe51ddada4ba44caac9c208ae1a200a174cc894", "component_budget": { "node_count": 4, "item_count": 4, @@ -15362,48 +15368,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is heterogeneous: one Whisper ASR pipeline fix, one Whisper tokenizer/test refactor, one obviously unrelated CLIP/ViT test-only change, and one FP8 dequant/model-loading PR. None are duplicate candidates.", - "confidence": 0.98, + "summary": "These PRs are not true duplicates. Only PR #42227 is a substantive Whisper bug fix; #43291 is a Whisper tokenizer/test refactor, #43665 is an unrelated test-only change, and #44815 is an unrelated FP8/dequantization fix. The apparent overlaps are too broad to merge safely.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #42227 is the best canonical representative because it fixes a concrete Whisper pipeline bug ('return_language') with an explicit issue link and targeted code/test changes.", "best_issue_reason": null, - "best_pr_reason": "44815 is the strongest standalone PR: it contains a coherent functional FP8 dequant/model-loading change, while the others are either narrow Whisper fixes or clearly unrelated test edits.", + "best_pr_reason": "PR #42227 is the strongest representative of the cluster: it addresses a real, specific bug in the ASR pipeline, unlike the other PRs which are test-only or unrelated subsystem changes.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both are Whisper-related, but they fix different code paths: ASR pipeline return_language forwarding vs tokenizer decode/test behavior. Not the same underlying bug or mergeable into one PR." + "reason": "Both touch Whisper, but #42227 fixes ASR pipeline return_language plumbing while #43291 is a tokenizer/decode/test refactor. Different concrete code paths and not safely mergeable as one PR." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "Unrelated changes: a real Whisper pipeline fix versus dummy assertions in CLIP/ViT tests. Not duplicate or same change." + "reason": "#43665 is just dummy test edits across CLIP and ViT, unrelated to Whisper return_language. No shared underlying bug or change." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and bugs: Whisper ASR pipeline vs FP8 dequant/model-loading logic. No shared concrete code-path problem." + "reason": "#44815 is a broad FP8/dequant/model-loading change for Mistral/FP8, unrelated to Whisper ASR behavior." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test refactor is unrelated to CLIP/ViT test edits. Not the same underlying issue." + "reason": "#43291 is Whisper tokenizer behavior/tests; #43665 is unrelated test noise. Different areas and no common fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Different areas and fixes: Whisper tokenizer decode behavior vs FP8 dequant/model-loading. No basis to merge as duplicates." + "reason": "Whisper tokenizer changes and FP8/dequant changes are unrelated subsystems and bugs." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Completely unrelated: placeholder test failures in CLIP/ViT versus a functional FP8 dequant change." + "reason": "One PR is unrelated test-only edits, the other is a substantive FP8/dequant fix. No duplicate relation." } ] }, @@ -15433,12 +15439,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "8b7a368b2e951532511d9429a03917d7d69f3dc0427fc7ed59c5f7c517c3f282", + "prepared_review_unit_hash": "8c6293a248e57370dbbcd190baf518a304f9893c78b94be008735743bcd883b0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15446,7 +15452,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15455,18 +15461,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related workflow-maintenance PRs, but they are not the same change: one targets Node 24 compatibility for GitHub Actions, the other is a broader \u201clatest versions\u201d bump, mainly for docker/build-push-action and a few workflow actions.", + "summary": "These are both GitHub Actions maintenance PRs, but they target different action families and different upgrade goals. They share a broad CI/workflow theme, not the same underlying change, so they should not be deduplicated.", "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a specific compatibility goal and a more coherent scope; PR 42976 is a broader dependency refresh with different intent.", + "best_pr_reason": "PR 42975 is the closer representative of the cluster only in a broad sense because it spans many workflow files, but it is still not a duplicate of 42976 and should not be treated as the canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: they overlap in workflow files, but they are not fixing the same concrete problem. 42975 is about Node 24 compatibility for GitHub Actions, while 42976 is a general upgrade of action versions, especially docker/build-push-action. Shared subsystem alone is insufficient for duplicate treatment." + "reason": "Reject: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and related workflow versions. They are separate maintenance changes and not the same concrete fix." } ] }, @@ -15517,118 +15523,118 @@ "pull_request:45283|pull_request:45532", "pull_request:45490|pull_request:45532" ], - "prepared_review_unit_hash": "2736eda2d1bb1be84d547aa98f8bebfcaef6da8ef7697bdf1003a12d3d14f5d8", + "prepared_review_unit_hash": "d554d3ba6d67c49211ae37faa6cfcfe0e9314622280ada12e0209d8e8ac9a9ed", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 14, - "serialized_chars": 32133, - "estimated_input_tokens": 8034, - "estimated_eval_tokens": 16324 + "serialized_chars": 32127, + "estimated_input_tokens": 8032, + "estimated_eval_tokens": 16320 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 14, - "serialized_chars": 32133, - "estimated_input_tokens": 8034, - "estimated_eval_tokens": 16324 + "serialized_chars": 32127, + "estimated_input_tokens": 8032, + "estimated_eval_tokens": 16320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a mix of unrelated model-addition PRs and one distributed-loading infrastructure PR. The soft overlaps are mostly boilerplate in docs/auto registration files, not the same underlying bug or feature. No duplicate pair should be merged.", - "confidence": 0.96, + "summary": "This set is not a true duplicate cluster: it mixes several unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, Qwen3 ASR, LFM2 Audio, CTSM, SLANet) plus unrelated infra/loader work (pipeline parallel, GGUF). The shared files are mostly boilerplate docs/auto-registry edits, not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these PRs implement different models or features (ViT NEPA, Molmo, Molmo2, Qwen3-ASR, Lfm2Audio, PP loading, PrismML GGUF, Qwen3.5 GGUF, CTSM, SLANet) and are not duplicates.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45532 is the strongest representative of the cluster\u2019s model-support pattern, with a substantial model implementation and the clearest end-to-end addition, but it still targets SLANet specifically and is not interchangeable with the others.", + "best_pr_reason": "No single PR is a safe canonical representative because the cluster spans multiple distinct model implementations and unrelated infrastructure changes; merging or deduplicating them would conflate separate features.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model ports: ViT NEPA vs Molmo. Shared docs/auto-registration files are generic scaffolding, not the same change." + "reason": "Different models and code paths: ViT NEPA vs Molmo. Similar new-model scaffolding and docs are not enough to treat them as the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model ports: ViT NEPA vs Molmo2. Similar repository boilerplate, but separate architectures and codepaths." + "reason": "Different model families: ViT NEPA vs Molmo2. Shared registry/docs patterns are boilerplate, not duplicate functionality." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model ports: ViT NEPA vs CTSM. The overlap is only in shared registration/docs files." + "reason": "Different model additions: ViT NEPA vs CTSM. No shared bug or concrete implementation to merge into one PR." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are different model generations with different files and support code." + "reason": "Molmo and Molmo2 are separate model implementations with distinct filenames and support code; they are not the same underlying feature." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model additions: Molmo vs CTSM. Shared auto/docs touches are boilerplate, not a duplicate change." + "reason": "Molmo vs CTSM are unrelated model support PRs; overlapping auto/docs edits are incidental boilerplate." }, { "left": "pull_request:43448", "right": "pull_request:45532", "accept": false, - "reason": "Different model additions: Molmo vs SLANet. The common files are registry/docs plumbing only." + "reason": "Molmo and SLANet are different models and would not plausibly be merged as one concrete change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: Molmo2 vs CTSM. No shared bug or concrete codepath." + "reason": "Molmo2 vs CTSM are distinct model-support additions, not duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45532", "accept": false, - "reason": "Different model additions: Molmo2 vs SLANet. Similar scaffolding does not make them duplicates." + "reason": "Molmo2 vs SLANet are unrelated model additions; shared support files do not indicate the same fix/change." }, { "left": "pull_request:43838", "right": "pull_request:45283", "accept": false, - "reason": "Qwen3-ASR model support and Qwen3.5 GGUF loading are different features affecting different codepaths." + "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading support solve different problems: model integration vs file-format loading." }, { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Lfm2Audio model support is unrelated to Qwen3.5 GGUF loader mapping; same broad audio/modeling area only." + "reason": "Lfm2 Audio model support is unrelated to Qwen3.5 GGUF loading; they touch different code paths and features." }, { "left": "pull_request:44601", "right": "pull_request:45532", "accept": false, - "reason": "Pipeline-parallel loading infrastructure is unrelated to SLANet model support." + "reason": "Pipeline-parallel runtime support is infrastructure work, not the same concrete feature as SLANet model support." }, { "left": "pull_request:45157", "right": "pull_request:45532", "accept": false, - "reason": "PrismML GGUF dequantization support and SLANet model support fix different problems and codepaths." + "reason": "PrismML Bonsai GGUF support and SLANet model support are different changes with no shared underlying bug or code path." }, { "left": "pull_request:45283", "right": "pull_request:45532", "accept": false, - "reason": "Qwen3.5 GGUF loading support and SLANet model support are different changes with no shared underlying bug." + "reason": "Qwen3.5 GGUF loading support is unrelated to SLANet model integration; only broad auto/docs plumbing overlaps." }, { "left": "pull_request:45490", "right": "pull_request:45532", "accept": false, - "reason": "CTSM and SLANet are different model-support PRs; they only overlap on generic docs/model registration files, not the same feature." + "reason": "CTSM and SLANet are separate model-support PRs; similar registry/docs edits do not make them duplicates." } ] }, @@ -15661,52 +15667,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "c2221f8667941beb44318f487c8d9c9a5e52b7ddf6578898f44736b99d90b0ba", + "prepared_review_unit_hash": "069a0f5b6ed2f1305dd9767fb616f1aa8b9bf746e1a592d8bf8059bd95b95669", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7467, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7463, + "estimated_input_tokens": 1866, + "estimated_eval_tokens": 3988 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7467, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7463, + "estimated_input_tokens": 1866, + "estimated_eval_tokens": 3988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are unrelated synthetic \"don't merge\" changes with only incidental overlap in shared test filenames. They do not fix the same bug or implement the same change, so none should be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are three unrelated open '[don't merge]' PRs with only superficial overlap from shared test-file touchpoints. One changes packaging/version and test deps, one rewires self-comment CI workflows, and one adds a PR-CI caller plus a couple of dummy edits. They do not look like the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR edits a different area and change intent (packaging/versioning, workflow/test plumbing, and CI workflow/tokenizer/test noise).", + "canonical_pr_reason": "No PR is a true duplicate target here; if one must be named, PR #43532 is the most substantial and centrally about CI/workflow plumbing, but it is still not equivalent to the others.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the least representative as a cluster anchor because it has the broadest workflow/test plumbing changes, but it still is not a true duplicate of the others.", + "best_pr_reason": "PR #43532 is the strongest representative because it makes the broadest, most coherent change set around CI/workflow logic, whereas the others are more like isolated packaging or placeholder edits.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes: setup/version/dependency edits vs CI/workflow and test plumbing; shared test filename is incidental." + "reason": "Different changes: #43488 is packaging/version plus test dependency plumbing, while #43532 is a workflow refactor for self-comment CI. Shared test filenames look incidental, not the same bug/change." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "Different code paths and intent: packaging/version tweaks vs workflow + tokenizer/test noise; not the same change." + "reason": "#43488 targets setup/version and dependency tables; #45476 adds a PR CI caller workflow and unrelated dummy code/test edits. They do not fix the same concrete path." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch test/workflow files, but the concrete edits are unrelated and would not plausibly merge into one PR." + "reason": "Both touch workflow/test areas, but #43532 rewrites self-comment CI handling while #45476 adds a PR-CI caller plus placeholder source/test edits. Not mergeable as one fix and not the same underlying change." } ] }, @@ -15736,12 +15742,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "e40ccb5c930499f9742b47b2bb59374536733f1625c54c514fb69895af195380", + "prepared_review_unit_hash": "ac2b746534e8794b229f8b70f68d829d815e24fcf255c5603bd88643f39a20fd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -15749,7 +15755,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -15758,18 +15764,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate open PRs adding different pipeline features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding and docs, but they target different tasks/models and should not be deduplicated.", - "confidence": 0.97, + "summary": "Two distinct PRs adding separate segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They overlap in documentation and pipeline scaffolding, but they address different functionality and model support, so they should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs implement different segmentation pipelines with different model integrations and documentation.", + "canonical_pr_reason": "PR #43613 is the stronger canonical representative because it is the broader, more complete feature addition with support across multiple model families and a larger integration surface.", "best_issue_reason": null, - "best_pr_reason": "If a representative is needed, 43613 is slightly broader, but it is still a distinct feature and not a substitute for 43612.", + "best_pr_reason": "PR #43613 is the best single representative for this cluster because it adds the more substantial end-to-end pipeline implementation and wider model/test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying changes: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. Shared pipeline/docs scaffolding is not enough to treat them as the same fix/change." + "reason": "Different concrete features: 'Promptable Concept Segmentation' vs 'Promptable Visual Segmentation'. They share pipeline/documentation plumbing, but target different tasks, models, and code paths, so they are not the same change and would not plausibly be merged into one PR." } ] }, @@ -15799,7 +15805,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "386457bdd478d8aa4918a472de2787ebe80e477f50e4859d2377474e37fe1298", + "prepared_review_unit_hash": "38e78117a1cf684cc6cdea87571fc2a38eaa0b143b4728790326a6a73cde8ac1", "component_budget": { "node_count": 2, "item_count": 2, @@ -15821,18 +15827,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/trainer.py`, but they address different extension points: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for custom trainers. They are not the same underlying change.", - "confidence": 0.96, + "summary": "Two separate Trainer extensibility PRs: one adds a hook for gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They share a file but not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better canonical representative because it makes a concrete behavior change in `training_step` and introduces `_loss_is_scaled_for_ga` to control loss scaling semantics.", + "canonical_pr_reason": "No canonical PR: the PRs address different Trainer behaviors and are not duplicates or mergeable into one change.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest standalone PR in the cluster: it fixes a specific training-loss scaling path with a clear user-facing effect and is more directly substantive than the helper-method extraction in #43663.", + "best_pr_reason": "Neither PR is a strong global representative of the cluster; if forced, 43651 is slightly more self-contained, but it is still unrelated to 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: #43651 changes gradient accumulation loss normalization, while #43663 refactors signature-column inspection for custom trainers. Shared file/subsystem is not enough to treat them as duplicates." + "reason": "Reject: these are different Trainer hooks in different code paths (loss scaling vs column filtering), so they are not the same underlying fix and should not be merged together." } ] }, @@ -15864,7 +15870,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "fbd1bcbf912d76cd72e921d798e552e89d2ff4c1191e259ed849a87626a3f297", + "prepared_review_unit_hash": "91db104839b1849445f0f7e8b375286919d9d80abf32a63b62167eeb6d8de5e9", "component_budget": { "node_count": 3, "item_count": 3, @@ -15886,30 +15892,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs target the same import-time annotation problem in `src/transformers/cli/serve.py`, with overlapping fixes around `TypeAdapter`/future annotations. PR #43842 is the cleanest, most focused representative of that bug fix.", - "confidence": 0.71, + "summary": "Two PRs are close duplicates around the TypeAdapter NameError in `src/transformers/cli/serve.py`; one is a direct focused fix, while the other is a broader/related annotations cleanup that looks adjacent but not identical. I would treat the PR tied to issue #43824 as the best representative.", + "confidence": 0.7, "canonical_issue_reason": null, - "canonical_pr_reason": "#43842 most directly addresses the concrete `TypeAdapter` NameError in the CLI serve path with the smallest, clearest change set.", + "canonical_pr_reason": "PR #43842 is the clearest canonical representative: it directly and narrowly fixes the TypeAdapter NameError in `serve.py` with the smallest scope.", "best_issue_reason": null, - "best_pr_reason": "#43842 is the best cluster representative because it fixes the specific runtime failure directly and is narrower than the broader annotation cleanup in the other PRs.", + "best_pr_reason": "PR #43842 is the best standalone fix in the cluster because it directly addresses the concrete NameError path and is more focused than the broader annotation changes in the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both are fixing the same serve CLI annotation/`TypeAdapter` NameError path in the same file, and their changes are plausibly mergeable into one PR." + "accept": false, + "reason": "Both mention TypeAdapter NameError in the CLI, but #43656 appears to be a broader annotations/future-import cleanup tied to a different issue target, while #43842 specifically fixes the pydantic/TypeAdapter import-time problem; similar symptom, not clearly the same change." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both target the same `TypeAdapter` annotation failure in `serve.py`; the differences look like implementation details around the same bug fix rather than separate changes." + "reason": "These are very likely the same underlying `serve.py` TypeAdapter NameError fix: both touch the same file, target the same issue, and both wrap the TypeAdapter annotation/import to avoid runtime evaluation; they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and the diffs are consistent with the same import-time annotation/`TypeAdapter` NameError class of bug. The chosen representative, #43842, is also the smallest and most focused fix. The soft-edge accepts are reasonable and the paired changes look mergeable as overlapping implementations of the same bugfix." + "feedback": "The summary is grounded in the packet and stays conservative. The split between 43656 and 43842 is supported by the different issue targets and the broader scope of 43656, while 43836 and 43842 are plausibly mergeable variants of the same serve.py TypeAdapter fix tied to the same issue target. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -15939,12 +15945,12 @@ "pull_request:43757|pull_request:45500", "pull_request:43757|pull_request:45506" ], - "prepared_review_unit_hash": "b5b9cb84d0a4ccee3281d75ffa388baeac95980e02907c19f7d51ac394ea6f55", + "prepared_review_unit_hash": "00dd01a28721dba89721a294a04a35839a02d571ce5706f74682ec06a01fd29e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7756, + "serialized_chars": 7755, "estimated_input_tokens": 1939, "estimated_eval_tokens": 4134 }, @@ -15952,7 +15958,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7756, + "serialized_chars": 7755, "estimated_input_tokens": 1939, "estimated_eval_tokens": 4134 }, @@ -15961,30 +15967,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are near-exact duplicates for full GPT-OSS GGUF support; the earlier PR is only a partial fallback and should not be merged with the fuller implementation. The latest non-draft PR is the best canonical PR.", - "confidence": 0.96, + "summary": "These PRs form a clear lineage around GPT-OSS GGUF support. PR 45506 is the most complete/latest implementation and explicitly supersedes 45500; 43757 is an earlier fallback-only workaround on the same code path but not the same concrete change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45506 is the most complete and current version: it adds the GGUF architecture mapping, loader handling, and tests, and it is explicitly positioned as the latest superseding work.", + "canonical_pr_reason": "PR 45506 is the best canonical PR: it is the latest and most complete GPT-OSS GGUF loading fix, adds the ggml metadata mapping plus tests/docs, and explicitly says it supersedes 43757 and shares the same target as 45500.", "best_issue_reason": null, - "best_pr_reason": "PR #45506 is the strongest representative of the cluster because it contains the full end-to-end GGUF support changes, while #45500 is a draft variant and #43757 is only a fallback workaround.", + "best_pr_reason": "Use PR 45506 as the representative PR because it fully addresses the GPT-OSS GGUF loading problem rather than just adding a temporary fallback.", "soft_edge_verdicts": [ { "left": "pull_request:45500", "right": "pull_request:45506", "accept": true, - "reason": "Same underlying GPT-OSS GGUF loading change: same title, same issue target, same core files, and the later PR appears to be the finalized version of the earlier draft." + "reason": "Same title, same issue target, same core files, and 45506 is a direct superseding expansion of 45500 for the same GPT-OSS GGUF loading change." }, { "left": "pull_request:43757", "right": "pull_request:45500", "accept": false, - "reason": "43757 is only a narrow fallback-to-gpt-neox workaround, while 45500 is a broader full GGUF-loading implementation; they overlap on one file and issue, but not the same concrete fix." + "reason": "Related GPT-OSS GGUF work, but 43757 is only a fallback-to-gpt-neox workaround while 45500 is a fuller loading-support implementation; not the same concrete PR change." }, { "left": "pull_request:43757", "right": "pull_request:45506", "accept": false, - "reason": "43757 is a partial stopgap and 45506 is a full support PR; they address the same broad topic but not the same mergeable change set or exact code-path fix." + "reason": "43757 is a temporary architecture fallback; 45506 adds full GGUF loading support, metadata mapping, and tests, so they are related but not the same fix." } ] }, @@ -16177,20 +16183,20 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "4adf64f07e74dccaa041a5263441a9d2095b26d5eac2780a425656d7a78eedac", + "prepared_review_unit_hash": "255e4cab2b8b92a0b279f8425c04aac86606fefa537522a733142bd232b7b96d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84500, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76934, + "serialized_chars": 76936, "estimated_input_tokens": 19234, "estimated_eval_tokens": 38724 }, @@ -16199,390 +16205,378 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad family of model-by-model output-tracing refactors, but only two duplicate groups look real: the GPT-Neo pair and the GPT-J/CodeGen pair. Most other edges share only the umbrella issue #43979 or the same refactor theme, which is too broad to merge as duplicates.", - "confidence": 0.82, + "summary": "This cluster is mostly a set of independent per-model output-tracing refactors, not one duplicate PR set. The only clear duplicates are within the GPT-J/GPT-Neo lineage; the rest share the same standardized-decorators theme but touch different models/code paths.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the duplicate subset: it is the latest and broadest GPT-J/CodeGen standardized-output-tracing refactor, and it appears to subsume the earlier GPT-J-only iterations.", + "canonical_pr_reason": "No single canonical PR spans the whole cluster; it mixes many separate model-specific refactors. The closest true duplicate lineage is the GPT-J/GPT-Neo output-tracing work.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest global representative because it most clearly captures the repeated GPT-J output-tracing change, with the cleanest and broadest scope among the duplicate candidates.", + "best_pr_reason": "44722 is the strongest representative of the true duplicate subset: it is a later, broader GPT-J/CodeGen output-tracing refactor and overlaps the same code path as 44066/44085.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models/files; same umbrella output-tracing theme is too broad to call these duplicates." + "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model code paths; both are standardized-output-tracing refactors, but not the same change." + "reason": "Different models and code paths; shared issue target is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; these look like overlapping iterations of the same change." + "reason": "Same GPT-J output-tracing refactor; 44066 is a broader variant of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet and EfficientNet are separate implementations; same refactor pattern is not enough for duplicate status." + "reason": "Different model families (RegNet/ResNet/RT-DETR vs EfficientNet); not the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; only the high-level output-tracing theme overlaps." + "reason": "EfficientNet output tracing vs GPT-J/CodeGen output tracing are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models/files; same standardized output-tracing umbrella is too broad." + "reason": "GPT-J/CodeGen vs EfficientNet; only the refactor pattern matches." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths; only the refactor style matches." + "reason": "MobileNetV2 vs DeBERTa are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model changes, not the same underlying fix." + "reason": "GPT-J/CodeGen vs MGP-STR; different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and implementations; same output-tracing modernization is not a duplicate signal." + "reason": "GPT-J/CodeGen vs MPT; same theme, different model." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file and same output-tracing refactor; these are likely duplicate iterations of the same change." + "reason": "Both target GPT-Neo output tracing on the same code path; looks like an iterative duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different code paths, so this is only a thematic match." + "reason": "GPT-J/CodeGen vs GPT-Neo; not the same fix." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families; shared issue target alone does not make them duplicates." + "reason": "GPT-Neo and GPT-J are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model changes." + "reason": "ResNet vs GPT-J/CodeGen; unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different models and concrete code paths; same tracking issue is not enough." + "reason": "MGP-STR vs GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate refactors, not the same underlying bug or change." + "reason": "ResNet vs GPT-J; same broad refactor theme only." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models; no shared concrete code path." + "reason": "GPT-Neo vs ResNet are unrelated model changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated implementations, despite the same general refactor theme." + "reason": "ResNet vs MPT; different code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44068", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model code paths." + "reason": "GPT-Neo vs Flaubert/XLM; not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different models; only the refactor pattern overlaps." + "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate implementations; not the same concrete fix." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are different model code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "Different models/files; same standardized-output-tracing theme is too broad." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are distinct refactors, not duplicates." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are unrelated concrete changes." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "MPT vs GPT-J/CodeGen; unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are separate model refactors." + "reason": "GPT2 vs MGP-STR; shared decorator refactor theme only." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated changes." + "reason": "GPT-J vs MGP-STR; different models and code paths." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different model implementations." + "reason": "GPT2 vs GPT-J/CodeGen; not the same fix." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model code paths." + "reason": "ViLT vs Flaubert/XLM; unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are separate refactors with no shared concrete bug." + "reason": "GPT-Neo vs MPT; different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." + "reason": "SegFormer vs GPT-J/CodeGen; same theme only." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different implementations; only the umbrella refactor theme matches." + "reason": "SegFormer vs LongT5; unrelated model changes." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are distinct code paths." + "reason": "SegFormer vs VisualBert; different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model changes." + "reason": "GPT-Neo vs MPT; not the same underlying bug/change." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are unrelated model implementations." + "reason": "MPT vs MGP-STR; different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are separate code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are different model refactors." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBert and LongT5 are unrelated model implementations." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", - "accept": false, - "reason": "Flaubert/XLM and LongT5 are separate model code paths." + "reason": "RegNet vs VisualBert; unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and GPT-Neo are different models; same refactor style is not enough." + "reason": "SegFormer vs GPT-Neo; different model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are separate implementations." + "reason": "RegNet vs MPNet; different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model code paths." + "reason": "MPT vs ImageGPT; unrelated model changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated changes." + "reason": "TextNet vs Flaubert/XLM; different model families." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model implementations." + "reason": "MPNet vs LongT5; only the output-tracing pattern matches." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model refactors." + "reason": "RegNet vs GPT-Neo; not the same fix." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different code paths." + "reason": "RegNet vs LongT5; different code paths." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate model changes." + "reason": "TextNet vs LongT5; unrelated model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPT are different model implementations." + "reason": "RegNet vs MPT; different model-specific refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated concrete refactors." + "reason": "SqueezeBert vs MPT; unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model code paths." + "reason": "SqueezeBert vs VisualBert; same theme only." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are separate model changes." + "reason": "GPT-Neo vs SpeechT5; different model implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and SpeechT5 are different concrete refactors." + "reason": "VisualBert vs Flaubert/XLM; not the same underlying change." }, { - "left": "pull_request:43996", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated model implementations." + "reason": "MPNet vs LongT5; unrelated code paths." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and SegFormer are different model code paths." + "reason": "RegNet vs SegFormer; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; not a duplicate." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; same broad refactor theme only." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTaV2 are different models; only the refactor style overlaps." + "reason": "SqueezeBert vs DeBERTa; unrelated model code." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and TextNet are unrelated model changes." + "reason": "DeBERTa vs TextNet; different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like the later, broader version of the same change." + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is a broader later variant." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J output-tracing code path; these look like duplicate iterations." + "reason": "Both target the GPT-J output-tracing code path and are plausibly mergeable into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different models and concrete code paths." + "reason": "GPT-J vs SpeechT5; not the same bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet; different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are unrelated refactors." + "reason": "DeBERTa vs SpeechT5; different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and ViTS are different model implementations." + "reason": "DeBERTa vs Vits; only the output-tracing pattern is shared." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are separate model code paths." + "reason": "FocalNet vs ImageGPT; unrelated model code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and stays close to the packet: it identifies the broad output-tracing refactor theme and only elevates the clearest same-code-path pairs as duplicates. The accepted soft-edge verdicts are also restrained and mergeable for the same bugfix. I don\u2019t see an overstatement of evidence." + "feedback": "The summary is grounded in the packet: most PRs are model-specific output-tracing refactors that share a theme but not a code path, and the only clearly mergeable duplicate lineages are the GPT-J/GPT-Neo variants. The accepted soft pairs are conservative and look mergeable into single bugfix PRs for the same underlying change." }, "evaluator_used": true, "retried": false, @@ -16617,20 +16611,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "ed6ec968cf7aaba71a9aad14a8aa970e7f83343c5ebf46a3bac4eb4edd254fae", + "prepared_review_unit_hash": "adbf9e474a2f67aed2cf831ec45231cf0738c15ab0e46f06c30850c7c835e7e3", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84500, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13066, + "serialized_chars": 13068, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -16639,42 +16633,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific refactors to standardized output tracing/capture infrastructure across different architectures, not duplicates of the same bug or change. They share a theme, but each PR touches a distinct code path and model implementation.", - "confidence": 0.95, + "summary": "These PRs are thematically similar standardized output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR cleanly represents the whole set because each PR is a separate model migration. If one must be chosen as the most representative, 44073 is the clearest self-contained example of the standardized output-tracing refactor.", + "canonical_pr_reason": "PR 44129 is the clearest representative of the theme because it has an explicit issue link and a concrete output-capture refactor, but it is still model-specific and not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "44073 is the most representative PR for this cluster: it explicitly introduces capture_outputs and _can_record_outputs for one model, making it a clean exemplar of the broader tracing migration.", + "best_pr_reason": "44129 is the strongest reference PR in this set: explicit target, clear scope, and a fuller implementation of the same refactor pattern. The others are separate model migrations rather than one mergeable change.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they apply to different models (VisualBert vs TextNet) with different forward paths and tests; not the same concrete change." + "reason": "Same general output-tracing refactor theme, but VisualBert and TextNet are different model code paths with different model-specific implementations and tests; not the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same broad migration pattern, but MPNet and VisualBert have separate model-specific tracing hooks and code paths; they are not mergeable as one PR." + "reason": "Both standardize output tracing, but MPNet and VisualBert are distinct architectures with separate forward logic; too broad to treat as one duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are distinct refactors for different model implementations, not the same underlying bug or fix." + "reason": "Shared refactor pattern only; MPNet and TextNet touch different model implementations and are not a single concrete bug fix or mergeable change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert each migrate output collection in their own model code; the overlap is thematic only." + "reason": "RegNet and SqueezeBert are unrelated model paths; similarity is only in the refactoring approach, not the underlying code change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "They target different models and different tracing logic; sharing a standardized output-capture pattern is not enough to treat them as duplicates." + "reason": "Both migrate output handling, but SqueezeBert and SpeechT5 have different forward signatures and tracing logic, so they are separate PRs rather than duplicates." } ] }, @@ -16753,268 +16747,262 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "fc8e6f5dfcdb6c901a766e39719bbc319fbeb9a828e0bb9ef5f75829a237a9ee", + "prepared_review_unit_hash": "b41aa4fb1b950bd8e8249fcb36f34ee9daba0c4d83cf2674def526f1f4cc86b2", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39784, - "estimated_input_tokens": 9946, - "estimated_eval_tokens": 20148 + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39784, - "estimated_input_tokens": 9946, - "estimated_eval_tokens": 20148 + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all use similar 'refactor output tracing' wording, but they are model-specific changes across unrelated code paths (backbones, encoder-decoder wrappers, depth models, Mamba/RWKV, etc.). I would not dedupe them on title similarity alone.", - "confidence": 0.94, + "summary": "These are model-specific output-tracing refactors with very similar wording, but they target different code paths and should not be deduplicated as one change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the set spans many independent model implementations rather than one duplicated fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication; the PRs are separate, self-contained refactors in different models.", + "best_pr_reason": "PR 44025 is the most representative exemplar of the shared refactor style, but it is still model-specific and not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; same tracing refactor theme is too broad to be a duplicate." + "reason": "Same refactor theme, different model and code path; not one mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Distinct architectures and files; not the same underlying bug or change." + "reason": "Different models and implementations; only the output-tracing wording overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Only shares the generic output-tracing pattern, not a concrete shared fix." + "reason": "Separate model-specific forward logic; not the same underlying bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model family and implementation; not mergeable as one PR." + "reason": "Different model families and files; shared refactor pattern is too broad to count as duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different code paths in different models; similarity is just thematic." + "reason": "Different architecture and code path; similar output-tracing cleanup only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNet vs UnivNet are unrelated models; no shared concrete defect." + "reason": "Distinct models with unrelated forward paths; not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "These touch different model implementations, not one duplicate fix." + "reason": "Only broad refactor similarity; no shared model code path." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and files; only the refactor style matches." + "reason": "Different models and files; both refactor outputs but not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate model-specific refactors; not the same underlying change." + "reason": "Separate wrapper/model code paths; too generic to merge as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Only broad subsystem overlap; the code paths are different." + "reason": "Different model wrappers and outputs; not a duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; not a duplicate." + "reason": "Different model architectures; only the refactor motif matches." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Same high-level theme, but different model code and behavior." + "reason": "Separate model-specific implementations, not one concrete bug or fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Mamba/FalconMamba refactor is a different concrete change from vision-text dual encoder." + "reason": "Different code paths and models; similarity is just the tracing refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and files; too generic to treat as the same fix." + "reason": "Different models and modules; not plausibly one combined PR for the same change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated code paths; not a duplicate change." + "reason": "Different model code paths; same generic output refactor only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and refactor targets; not the same bug or change." + "reason": "Unrelated model implementations; not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "No shared concrete code-path problem, only similar output-tracing wording." + "reason": "Different model families and files; not a duplicate." }, { - "left": "pull_request:44002", - "right": "pull_request:44029", + "left": "pull_request:44001", + "right": "pull_request:44026", "accept": false, - "reason": "UperNet and RWKV are unrelated model implementations." + "reason": "Different models; only the high-level refactor style overlaps." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and concrete edits; not dedupable." + "reason": "Separate models and code paths; too broad to be the same change." }, { - "left": "pull_request:44003", - "right": "pull_request:44004", - "accept": false, - "reason": "Mamba and CodeGen changes affect different subsystems and code paths." - }, - { - "left": "pull_request:43998", + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated; same refactor language is insufficient." + "reason": "Different model implementations; not a shared concrete bug fix." }, { - "left": "pull_request:44001", - "right": "pull_request:44004", + "left": "pull_request:44002", + "right": "pull_request:44029", "accept": false, - "reason": "UnivNet vs CodeGen are different models with different outputs and call paths." + "reason": "Different architectures and files; only similar output handling cleanup." }, { - "left": "pull_request:44002", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen do not share a concrete underlying bug." + "reason": "Both are refactors, but for different models and code paths." }, { - "left": "pull_request:44000", + "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are not the same change." + "reason": "Different model families; no shared concrete bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision-Encoder-Decoder are unrelated; same helper usage is not enough." + "reason": "Related wrapper style, but distinct models and forward paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and implementation details; not a duplicate." + "reason": "Different model wrappers and files; not the same underlying refactor." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth model refactor vs SuperPoint refactor are separate changes." + "reason": "Separate model code paths; too generic to merge together." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV touch entirely different code paths." + "reason": "Different models and implementations; no duplicate concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model types and files; no shared concrete fix." + "reason": "Different model code paths; same broad theme only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision-Encoder-Decoder and RWKV are unrelated implementations." + "reason": "Different model wrappers and behaviors; not one bug or fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Encoder-decoder wrappers are different model classes here, not one duplicate PR." + "reason": "Similar encoder-decoder refactor pattern, but different models and code paths." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Only generic tracing refactor similarity; not the same code path." + "reason": "Different model implementations; only the tracing refactor is shared." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models and behavior; not plausibly one merged fix." + "reason": "Distinct models and files; not the same concrete change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-encoder-decoder and SuperPoint are unrelated changes." + "reason": "Different model code paths; same general refactor motif only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and concrete edits." + "reason": "Separate models and implementations; not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "No shared underlying bug; just similar refactor phrasing." + "reason": "Different model-specific forward logic; too broad to accept." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model implementations." + "reason": "Different models and files; no shared concrete bug fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; not the same change." + "reason": "Distinct model implementations; similar output-capture cleanup only." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate models with separate fixes." + "reason": "Different model families and code paths; not mergeable as one PR." } ] }, @@ -17047,7 +17035,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "9c56da9ee5142f48da9654b381d7986dd73a126d5d2adf78ad9f1da5644564cc", + "prepared_review_unit_hash": "b1a0a3aa108f83c760037562fc1fc26725a9eff14653324b069a11427113dc18", "component_budget": { "node_count": 3, "item_count": 3, @@ -17069,30 +17057,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) with only boilerplate overlap in auto-registration/docs. They do not appear to fix the same underlying change, so none should be clustered as duplicates.", - "confidence": 0.99, + "summary": "These are three distinct model-addition PRs for different architectures/products (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share generic Hugging Face integration scaffolding, but they do not target the same underlying bug or code change, so this is not a duplicate cluster.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a true duplicate of the others; if one must be kept as a representative, 45075 is the most self-contained with an explicit implementation scope and broad test coverage, but it is not equivalent to the others.", + "best_pr_reason": "No single PR is a good canonical duplicate representative here because each PR introduces a different model with different files, configs, and model code; the overlap is limited to common registry/docs updates.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations for different products; shared files are just common registration/docs boilerplate, not the same code-path change." + "reason": "Different model families and capabilities: PenguinVL implementation vs Voxtral TTS support. Shared auto-registration/docs files are generic boilerplate, not the same concrete change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model implementations with only generic transformer scaffolding in common." + "reason": "PenguinVL and DeepSeek-OCR-2 are separate model implementations with different model code and tests. The overlap is only in shared model registry/documentation plumbing." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 vs Voxtral TTS are distinct model additions touching different model logic and tests, so they are not the same underlying PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS address unrelated model integrations. They touch similar framework entrypoints, but not the same code-path problem or feature." } ] }, @@ -17122,7 +17110,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "d85351de58336264d2bf247c1b3e5f731d8fbb64090fccbfef64b4ac9a70f9ab", + "prepared_review_unit_hash": "0f2cdcdbf510e5701afc3b0c5482ad6633d2c49acc21022ebd2241eade525a6c", "component_budget": { "node_count": 2, "item_count": 2, @@ -17144,18 +17132,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the broad area of module/kernel fusion, but they are not the same change: #44979 adds a new Module Fusion API scaffold, while #45363 implements n-to-1 kernel fusion through KernelConfig and model loading integrations. The overlap is thematic rather than a shared concrete code-path fix.", + "summary": "These PRs are related but not duplicates: #44979 adds the foundational Module Fusion API, while #45363 implements a specific n-to-1 kernel fusion feature via KernelConfig on top of that infrastructure.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single PR must represent the cluster, #45363 is the stronger canonical choice because it is the more complete, end-to-end user-facing implementation; #44979 is an enabling API foundation rather than the same change.", + "canonical_pr_reason": "#45363 is the more concrete, user-facing change: it wires kernel fusion through KernelConfig, updates integration points, and includes an example. #44979 is a lower-level API foundation.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best representative PR in this cluster because it shows a concrete application of kernel fusion in the loading/integration path, whereas #44979 is a separate API feature scaffold with different scope.", + "best_pr_reason": "#45363 is the better cluster representative because it targets a specific end-to-end fusion capability rather than just introducing the underlying module-fusion scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Do not merge: #44979 introduces a generic Module Fusion API, while #45363 wires KernelConfig-based n-to-1 kernel fusion into model loading. They are related infrastructure, but not the same underlying bug or change and would not plausibly be merged into one PR." + "reason": "Related fusion work, but they address different layers: #44979 introduces the generic module-fusion API, while #45363 adds a concrete n-to-1 kernel fusion implementation using KernelConfig. They are not the same underlying code-path fix and would not plausibly merge as one PR." } ] }, @@ -17185,7 +17173,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "cd787b1e8640f6eb1143dbadd6efc5aa58d4681e13ff077eee8b7caeeb5a2e33", + "prepared_review_unit_hash": "d8018216b5290d9b5a9bc3fb0b1d460c87ccc979a93308ba17eb4f058020f02d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17207,18 +17195,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch the same Mistral regex pre-tokenizer AttributeError in the same file and target the same issue; PR 45317 looks like the fuller duplicate with added tests.", + "summary": "Both PRs appear to address the same Mistral regex AttributeError in `src/transformers/tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; they target the same issue and could plausibly be merged into one PR. `45317` is the stronger canonical choice because it includes the same fix plus test coverage.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the more complete fix for the same AttributeError path, with the same code change plus tests, so it is the better canonical PR among the duplicates.", + "canonical_pr_reason": "`pull_request:45317` is the better canonical PR: it implements the same code fix as `45086` and also adds a test file, making it the more complete patch for the same bug.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best representative because it directly fixes the bug and includes test coverage, whereas 45086 is the narrower earlier variant.", + "best_pr_reason": "`pull_request:45317` is the best PR overall because it fixes the same concrete bug with additional regression coverage, while `45086` is the narrower earlier version of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code-path fix in _patch_mistral_regex; 45317 is essentially a superset of 45086 with tests, so these are duplicate PRs." + "reason": "Same underlying AttributeError fix in the same code path and same target issue; the later PR is effectively an expanded version with tests, so these are duplicate/mergeable changes." } ] }, @@ -17248,40 +17236,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "abc0f79201563ba925e1b2e47774ba47d45ec0e3899a871d1e742a7fbceab1b0", + "prepared_review_unit_hash": "3b9878b0ef8a836cfee4ea46ed0724ac818caff7a12e980cad362a64b378e304", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5396, - "estimated_input_tokens": 1349, - "estimated_eval_tokens": 2954 + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5396, - "estimated_input_tokens": 1349, - "estimated_eval_tokens": 2954 + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs for the same heterogeneous-modeling effort: one adds per-layer config plumbing, the other adds runtime/model integration on top of it. They share infrastructure files, but they do not look like the same concrete change.", - "confidence": 0.89, + "summary": "Related heterogeneous-support PRs, but they address different layers of the feature: one adds per-layer config plumbing, the other adds model/runtime behavior. Shared files are mostly foundational, so this is not a duplicate pair.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader end-to-end feature PR and appears to build on the per-layer config plumbing, so it is the better representative of the cluster.", + "canonical_pr_reason": "PR 45332 is the broader end-to-end heterogeneous model support change and is the most representative single PR in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the strongest standalone representative because it covers the actual model/runtime support in addition to the heterogeneous config groundwork.", + "best_pr_reason": "PR 45332 covers the concrete inference/modeling code-path changes plus the supporting heterogeneity plumbing, making it the better canonical representative than the config-only PR.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: 45333 is focused on per-layer configuration support, while 45332 is model/runtime integration (cache, masking, GPT-OSS/modeling changes). They share a feature area and helper files, but they are complementary stackable PRs rather than one duplicate concrete change." + "reason": "Not the same underlying change: 45333 introduces per-layer config support, while 45332 adds heterogeneous modeling/cache behavior that depends on that plumbing. They could be related in sequence, but they are not mergeable as one duplicate PR." } ] }, @@ -17311,12 +17299,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "af87c1bb4ddeb249b217b263f0353f6e560ed79df4c36a100637ce42eee9b30d", + "prepared_review_unit_hash": "e6f63d1d28d8f19894bfb8a9ff0e6d029b6b39d6e4ddaea38be6c3b1538c8626", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5306, + "serialized_chars": 5305, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17324,7 +17312,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5306, + "serialized_chars": 5305, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17333,18 +17321,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (typing cleanup), but they are not the same concrete change. PR 45415 is a broad sweep adding type checking across many transformer modules, while PR 45425 adds specific typing aliases/protocols for modeling_utils/peft and a check-types update. I would not cluster them as duplicates.", - "confidence": 0.94, + "summary": "Both items are typing-focused pull requests, but they address different changes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds a few typing aliases/protocols for `modeling_utils`/PEFT integration. They are related in theme but not the same underlying fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, concrete typing change: it introduces reusable protocol/alias definitions and targets a small set of files, making it a better representative than the broad cross-module typing sweep in PR 45415.", + "canonical_pr_reason": "PR #45415 is the broader representative of the cluster: it applies type-checking changes across many transformer modules and updates config to support those checks.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative because it addresses a specific typing gap with clear scope, whereas PR 45415 is a wide-ranging refactor-like typing pass that is less suitable as a canonical match for this pair.", + "best_pr_reason": "PR #45415 is the best cluster representative because it is the larger, more central typing cleanup; PR #45425 is a narrower follow-up-style typing support change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related, but they do not appear to fix the same underlying bug/change. 45415 is a broad type-checking sweep across many files; 45425 adds targeted typing protocols/aliases for modeling_utils and peft. Shared files alone are not enough to merge them as duplicates." + "reason": "Both are typing-related, but they target different code changes and scopes. The shared filenames and general typing theme are not enough to treat them as the same mergeable fix." } ] }, @@ -17374,7 +17362,7 @@ "soft_pairs": [ "pull_request:45470|pull_request:45487" ], - "prepared_review_unit_hash": "bfa28de9a896c2584f7fbf945093b2da81f07d67c3e2fe69d5e69f6457123447", + "prepared_review_unit_hash": "bde883306a82a307d2488425fd1c4c4917213a4ebe7a565420275dffb84c2748", "component_budget": { "node_count": 2, "item_count": 2, @@ -17396,18 +17384,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are not duplicates: one only skips flash-attn composite-model tests for Sam3LiteText, while the other fixes a real model-parallel/device bug in AltCLIP/ChineseCLIP and related text models.", + "summary": "These PRs address unrelated problems: one skips flash-attn tests for Sam3LiteTextModel, while the other fixes model-parallel device handling in several text/vision-text models. They should not be clustered together.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the stronger representative change because it fixes a concrete runtime bug in model-parallel code paths, whereas PR #45470 is only a test skip for unsupported flash-attn coverage.", + "canonical_pr_reason": "PR #45487 is the stronger canonical PR because it fixes a concrete runtime bug across multiple models with code changes, whereas #45470 only disables tests for an unsupported flash-attn path.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the best fit for the cluster as a substantive code fix with clear user-facing impact; PR #45470 is a narrow test-only workaround and not the same underlying change.", + "best_pr_reason": "PR #45487 is the best representative of the cluster since it contains the substantive product fix; #45470 is only a test-skip workaround and not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45470", "right": "pull_request:45487", "accept": false, - "reason": "Different problems and code paths: 45470 skips flash-attn tests for Sam3LiteText due to unsupported flash attention, while 45487 fixes token_type_ids device handling and parallelism issues in AltCLIP/ChineseCLIP-related models." + "reason": "Different underlying issues: #45470 skips flash-attn composite-model tests for Sam3LiteTextModel, while #45487 fixes token_type_ids/device placement in model parallel code paths. They are not mergeable as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b6bc939124b282877cca7a84c16a6b0433e238d2..3cb96b41eeb7ba6b59e616222d877d9143ec8c03 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260421t120044z", + "analysis_id": "hybrid-model-20260421t180049z", "archived_artifacts": { - "hybrid": "snapshots/20260421T120044Z/analysis-runs/hybrid-model-20260421t120044z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260421T120044Z/analysis-runs/hybrid-model-20260421t120044z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", 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because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..f47e92d14250f7229f150058f99b362cf0bd3d7e --- /dev/null +++ b/snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17410 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260421T180049Z", + "generated_at": "2026-04-21T18:05:20Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "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": "68c474652dbba90cfb989b3893065d0919301d3d16e3f077997780fd7862a7f5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues describe different problems: Tapas tokenization mismatch, an auth/error-message problem for private models, and a generic failure to load bert-base-uncased. They do not look like duplicates or the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good canonical anchor for this cluster because the topics are unrelated; if one must be chosen, #16618 is the broadest user-facing failure, but it does not represent the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different symptoms and likely different code paths: Tapas tokenization parity vs a model-loading failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is about the error message/authorization path for private models, the other is a failure loading a public model; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43975|issue:45237", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43716|issue:44918", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43866|issue:44863", + "issue:43039|issue:44560", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43404|issue:43866", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "15435980cf472e38716ef9ec097d81b497327fbc3b7a3170b1d298b85e91960a", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46468, + "estimated_input_tokens": 11617, + "estimated_eval_tokens": 23490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime issues. The only clear duplicate families are the DeepSpeed ZeRO-3 index-out-of-bounds load failures and the near-identical mask-shape IndexError reports; the docs issues and the rest look like separate bugs.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43596 is the cleanest representative of the ZeRO-3 index-0-out-of-bounds load failure family: it describes the generic error pattern and matches the same root symptom seen in the close variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the strongest issue candidate because it most directly captures the shared ZeRO-3 load-time failure pattern and can subsume the closely related Bert/Gemma3 variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: one is a chat crash, the other is a streaming inference API failure." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both involve model/runtime problems, but one is a dtype mismatch and the other is an AMD GPU execution failure for GPT-OSS-20B; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS-20B failing on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failure modes: AMD GPU support issue vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Both are model runtime errors, but Qwen-3-8B-NVFP4 is a different code path from GPT-OSS-20B on AMD GPUs." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch for Jamba-v01 is unrelated to ModernBERT ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FineGrainedFP8 failures are different model/export paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and Qwen3 auto device mapping cuda assert are distinct problems." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale v5 docs issues, but they concern different removed features (pipeline tasks vs run command)." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but one is DeepSpeed ZeRO-3/BERT load-time and the other is a mask-shape mismatch; different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure signatures and code paths: ZeRO-3 index-out-of-bounds vs mask-shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape IndexError and GPT-OSS MoE tensor-parallel issue are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same as Qwen3.5 embedding unpacking under TRL SFT." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping/add-new-model-like issue is unrelated to a mask-shape IndexError." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch for Jamba-v01 is unrelated to ZeRO-3 index-out-of-bounds in BertModel." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds load-time failure, just reported against different Bert model variants." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save mismatch are different problems." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel calling cross_entropy and GPT-OSS MoE tensor-parallel support are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 model runtime error and LoRA merge/save inconsistency are different issues." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor-size mismatch is not the same as the mask-shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Training with DeepSpeed weight dimensionality error and Jamba collectives mismatch are different DeepSpeed failures." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU model loading failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT load failure and GPT-OSS MoE tensor-parallel issue are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing tensor mismatch is unrelated to a CustomTrainer method signature error." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure is unrelated to GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call do not share the same bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM sliding-window attribute error is unrelated to the tokenizer regex patch crash." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is different from GPT-OSS MoE TP support." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking under TRL and GPT-OSS MoE tensor-parallel are different issues." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Cross-entropy being called under Liger Kernel is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch in DeepSpeed and CustomTrainer.compute_loss signature change are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call and mask-shape IndexError are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3 index-out-of-bounds load failure; only the affected model differs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mention and transformers run-command docs mention are separate stale-doc issues." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM sliding-window error is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH load failure are different problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and Qwen3-vl StopIteration video error are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and PretrainedConfig pydantic-field breakage are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Qwen3-MoE sliding_window issue are different model families and likely different fixes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Although both are IndexErrors, the mask/tensor shape mismatch is a different failure mode from the ZeRO-3 BERT index-out-of-bounds bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied-weight bug and Ovis2 checkpoint corruption are not the same issue." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and Qwen3.5 streaming inference failure are separate symptoms and code paths." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Phi-tiny-MoE autocast dtype mismatch are distinct runtime issues." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to Gemma3/vLLM sliding-window attribute error." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-compilation TypeError are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "The mask/tensor shape mismatch and the ZeRO-3 index-out-of-bounds load failure are different error classes." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are conservative overall. The two accepted ZeRO-3/BERT-family pairs are well-supported by the titles, while the rest of the rejects stay appropriately cautious about model/failure-mode differences." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:44387|issue:45005", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:44661|issue:45464", + "issue:43054|issue:43994", + "issue:39290|issue:43742", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44492|issue:44512", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:43828|issue:44928", + "issue:39692|issue:43054", + "issue:43866|issue:44403", + "issue:41553|issue:43883", + "issue:36331|issue:41762", + "issue:44560|issue:45507" + ], + "prepared_review_unit_hash": "84d7bb72d647c1bb8ca560704f137bc45ceb248477607a7fe242d2d2471003de", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37560, + "estimated_input_tokens": 9390, + "estimated_eval_tokens": 19036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one clear duplicate theme: the Transformers 5.x regression that corrupts non-persistent buffers during model loading. The rest of the issues cover unrelated model/config/runtime bugs.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43950 is the clearest and most specific report of the shared regression: `from_pretrained()` corrupting `register_buffer(persistent=False)` state in Transformers 5.x.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 best represents the duplicate pair because it names the concrete loading path and the exact non-persistent buffer corruption behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention v5/quantization or tied weights, but they describe different failure modes and different code paths; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "One is a missing config field (`pad_token_idx`) and the other is a `PretrainedConfig`/pydantic field regression; too different to be a duplicate." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm torch-dynamo tracing errors and GPT-OSS tensor-parallel issues are distinct runtime problems." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` during `init_empty_weights` is a different initialization bug than the pydantic `PretrainedConfig` issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support for gpt-oss is unrelated to Qwen3.5 chat/completions streaming failures." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "A Qwen3-MoE sliding-window issue is not the same as a `PretrainedConfig`/pydantic field regression." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer mapping failure when adding a new model is unrelated to Qwen3.5 streaming inference." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one reports poor text embeddings while the other reports bad model/pipeline outputs; not clearly the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3 sliding-window/vLLM incompatibility and MobileLLM key loading errors are different model-specific problems." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "These are both IndexErrors, but the mask-shape mismatch and zero3 empty-tensor initialization failure are different root causes." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing on Mixtral is unrelated to a float8 storage lookup error." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "FineGrainedFP8 Qwen3-MoE failure and Mixtral grouped_mm tracing failure are different model/runtime issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP `'weight' must be 2-D` and TRL SFT input-unpacking failures are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a specific Mistral3 `lm_head` tie bug and the other is a broader translation-model v5 issue; not enough to treat as duplicates." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model initialization in notebooks and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied weights on translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is a different subsystem from tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and flash-attn fallback blocking are different problems." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl SFT unpacking failure and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and removed CLI docs mention are unrelated documentation issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same Transformers v5 regression where non-persistent buffers are mishandled/corrupted during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same bug: Transformers v5 corrupts non-persistent buffers; one report is the broader symptom, the other is the concrete `from_pretrained()` corruption path." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime errors and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different Qwen3.5-related failures: autocast dtype mismatch versus 3D position_ids / SDPA math fallback causing NaNs." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 documentation example errors and SigLIP2 text-embedding quality regression are related only by model family, not the same concrete bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and loading noise are not the same issue." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to missing `all_tied_weights_keys` on Molmo." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "A custom trainer signature mismatch and a DeepSpeed zero3 index error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl embedding video StopIteration and GraniteMoEHybrid invalid-method calls are different runtime failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly cohesive theme is the Transformers 5.x non-persistent-buffer regression, and the accepted duplicates (43644/43950/44534) are supported by the issue titles. The other soft-edge rejections stay conservative and do not overclaim duplication from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "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:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520" + ], + "soft_pairs": [ + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:42947|issue:43856", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:43782|issue:44960", + "issue:44403|issue:44488", + "issue:42491|issue:44368", + "issue:43975|issue:44451", + "issue:41762|issue:42915", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43054|issue:43278", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:45081|issue:45399", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "b32c67e71cd42b377a5acf5b391f40c620114610b9237e317ad6b682b8cbb1ff", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38576, + "estimated_input_tokens": 9644, + "estimated_eval_tokens": 19544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly model-loading, tokenizer, and training-regression issues across different models/subsystems. Issue 45020 is still the broadest issue anchor, but the soft pairs are mostly title-level similarities and should be rejected without stronger code-path evidence.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45020 is the widest umbrella here: it describes a general recent-version regression breaking `remote_code` models, which best matches the cluster\u2019s repeated load/config failure pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most reusable anchor because it is broad, open, and centered on the shared regression theme rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes (`_is_hf_initialized` TypeError vs Float8 storage lookup error); title similarity is not enough to call them the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP/SigLIP2, but one is a zero-probability symptom and the other is degraded text embedding quality; no concrete shared code-path evidence." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading problems with different symptoms and no indication of the same underlying defect." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are training regressions, but one is LoRA checkpointing behavior and the other is int4/OOM memory usage; too different to merge." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Strong title similarity around SigLIP2, but the packet doesn\u2019t show enough to prove the same bug beyond broad topic overlap." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are load failures, but they affect different models and different code paths." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy transformer loading output, the other is a specific model load failure; not the same issue." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both involve Qwen3 training, but one is gradient-checkpointing/LoRA behavior and the other is memory efficiency in MoE training." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and Python 3.13 import-utils KeyError are unrelated subsystems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related to remote-code loading, but one is missing fields in `AutoConfig` output and the other is a broader breakage report; not enough to merge." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failures; no shared concrete bug is visible." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading complaints, but they describe separate model-specific failures." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A LoRA compatibility break and a tie-word-embeddings warning are not the same defect." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer/detokenization regression versus inability to load a specific model; different bugs." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both touch distributed loading, but the model and failure modes differ too much." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions in newer versions, but one is remote-code loading and the other is tokenizer/codec handling; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different loading/registration failures; the shared theme is too broad to treat as one bug." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "SigLIP2 embedding quality vs training/evaluate dtype mismatch are distinct symptoms." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing import and bitsandbytes TypeError are different errors with no shared underlying fix shown." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related and mention removed pipelines, but the packet only gives title-level overlap; that is not enough to confidently merge." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The Whisper audio frontend association is plausible, but the visible evidence is still too thin to assert the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights and non-persistent buffer corruption are different model-state issues." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different model families and different load failures; no shared code-path bug is visible." + }, + { + "left": "issue:42915", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed training behavior, but they describe different regressions and should not be merged." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "A specific model-loading key error and a flash-attn fallback issue are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-specific load failures; no evidence they come from one underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "One is a bad error message for tokenizer loading, the other is a tokenizer load regression; similar domain, different bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3/ZeRO-3-related, but the weight-loading failures are not shown to be the same code-path problem." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both involve unexpected argument/init-empty-weights style loading errors, but the packet doesn\u2019t show enough to call them the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45305", + "accept": false, + "reason": "Model load failure versus gradient averaging under DeepSpeed are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different Qwen3 regressions affecting different parts of training/loading." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading issues with no clear shared defect." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API signature mismatch and tensor mask shape mismatch are completely different failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge handling is too assertive for this packet. The analyst marked several pairs as clear duplicates/mergeable bugfixes even though the packet\u2019s soft-pair labels are negative and the visible evidence is only title-level similarity. In particular, the accepted pairs `43054\u219443493`, `43827\u219444509`, and `43792\u219444220` are stated too strongly as the same bug without enough support from the packet. The conservative move here would be to keep these as tentative or reject them. Because of those over-accepts, I can\u2019t accept the evaluation." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538" + ], + "soft_pairs": [ + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43872|issue:45538", + "issue:43366|issue:43828", + "issue:24643|issue:30064", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:43644|issue:44534", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:45313|issue:45357", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "b23da9691ecaec6332738cccfc81f99ccd6b6bbed5e41de592d3d6fbad79fae6", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36647, + "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 mostly well-triaged, but the ScandiBERT/sleng-bert pair is too weak to merge: both are BERT-style model loading failures, yet the packet does not show enough evidence that they share the same concrete regression. That pair should be rejected, while the rest of the conservative duplicate decisions remain reasonable.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43644 is still the cleanest canonical issue in this packet: it is a specific Transformers v5 non-persistent-buffer regression and has a near-verbatim duplicate in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest representative issue because it describes a concrete, regression-style bug with clear scope and a close duplicate that matches the same failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are mask/tensor shape mismatch errors, but the packet does not show enough detail to prove they are the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both touch Qwen video-related paths, but the failures are different enough that they are not clearly the same bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failure modes: PagedAttentionCache crash versus NemotronH checkpoint loading." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated issues: bitsandbytes Int8Params initialization versus CLIPTokenizer max length behavior." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different code paths and symptoms: GGUF/gpt-oss support versus dtype mismatch under autocast." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to image processor segmentation-map handling." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "No concrete shared bug: GGUF model support is unrelated to the sliding_window Qwen3-MoE issue." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different failures: Bamba torch.compile/SDPA versus Qwen3.5 flash-attention memory access." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are the same Transformers 5.0.0 custom-model initialization regression, with one being a notebook-specific manifestation." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope-index scaling are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen video or embedding behavior, but the concrete failures and affected paths differ." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared underlying bug; gpt-oss support is unrelated to the missing Float8 storage type." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different import/load problems involving different models and mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device model loading regressions." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure does not match GGUF/gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 bad-output symptom for the same model family; the later report is a near-duplicate manifestation." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regression is not the same as non-persistent buffer corruption." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different errors and domains: Qwen3-vl video StopIteration versus generic mask/tensor shape mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin ImportError is unrelated to the Qwen3Moe FP8 loading issue." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel index error is unrelated to the TOKENIZER_MAPPING_NAMES limitation." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-related, but they are different model/config regressions." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3 empty tensor index error versus tokenizer-mapping limitation." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer regression; the titles are effectively describing the same bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure is unrelated to the Strix Halo mmap/OOM request." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related model family, but not the same concrete bug: bad probabilities versus docs example mismatch/quantization failure." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: ZeRO-3 weight loading versus incorrect visual encoder save_pretrained keys." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3_moe compatibility across versions is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention problems are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "The packet only shows two different BERT-style checkpoints that fail to load; that suggests a possible shared loader regression, but not enough evidence to confidently say it is the same bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer max_steps resume bug is unrelated to SGD argument handling." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most verdicts are conservative and grounded in the packet, but the accepted pair issue:44451 \u2194 issue:44488 is too strong from the available evidence. The titles only show two different BERT-style checkpoints that both fail to load; that suggests a possible shared loading regression, but not enough to confidently mark them as the same bug. Because the analyst overstates that link, the overall result should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:41720|issue:42915", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:44661|issue:44683", + "issue:42491|issue:43856", + "issue:43404|issue:43454", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:44387|issue:44756", + "issue:43425|issue:43957", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:43854|issue:45216", + "issue:44291|issue:44756", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:44479|issue:44877", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "d48da9f8fd85f8d80fc86562a838683c54e94a870feb1a7cc2553a304b912357", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39812, + "estimated_input_tokens": 9953, + "estimated_eval_tokens": 20162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are false positives: they share broad themes like loading, quantization, or memory, but not the same concrete bug. The only convincing duplicate family is the `resize_token_embeddings` regression across Gemma/T5Gemma variants, where multiple reports point to the same missing propagation into nested embedding/output modules.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45292 is the broadest and most central report in the `resize_token_embeddings` regression family, and it best covers the model-specific follow-ups about nested output/decoder embeddings.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative issue because it states the generic symptom clearly and matches the closely related Gemma/T5Gemma reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different failure modes: GLM-4.7 test loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention Qwen3/MoE and memory, but one is training-memory inefficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated problems: LoRA checkpoint compatibility across branches vs Gemma4 token embedding resizing." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a documentation/example error and the other is a runtime inference quality issue; not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE loading/conversion bug vs GLM-4.7 test loading bug; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is device-mapping CUDA assert and the other is FP8 config failure." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the causes differ: training memory usage vs int4 quantization OOM regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and subsystems: Qwen3.5 chat failure vs Gemma4 processor attribute error in serve." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading issues, but they affect different models and there is no concrete shared code-path evidence." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Transformers 5 buffer initialization bug vs Jupyter custom-model initialization regression; not the same underlying problem." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 quantization failure vs mmap/OOM mitigation on Strix Halo; unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different families: Qwen3 MoE LoRA compatibility vs Qwen3-VL checkpoint shape mismatch." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping/model-addition bug vs compiled flex_attention on torch>=2.9; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "Same broad Qwen3/MoE area, but one is checkpoint compatibility and the other is training memory usage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Similar symptom class (untied lm_head), but different model implementations and no evidence of one shared code path." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same `resize_token_embeddings` regression failing to update nested embedding/output modules in model-specific wrappers; a single fix could plausibly cover both." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/load extra_state handling vs init_empty_weights unexpected argument; different serialization/loading bugs." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert during Qwen3 device mapping vs AudioFlamingo3 batched inference token leakage; unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model loading failures for different BERT models; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading behavior vs int4 reserved-memory OOM; similar theme, different root cause." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc/example problem vs generic GLM5 issue; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both can lead to OOM, but one is a Transformers 5 quantization regression and the other is a platform-specific mmap workaround." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility vs meta-device loading regression; different problems." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and models: NVFP4 load error vs MXFP4 fallback to bf16." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing complaints, but one is ineffective under PEFT LoRA and the other is eval-mode prohibition." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 test loading failure vs Qwen3.5 save_pretrained regression; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError vs mmap/OOM issue; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both are the same `resize_token_embeddings` family of bugs affecting nested embedding/output attributes across different model wrappers." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3.5 recurrent-state cache bug vs GLM5 issue; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing rule vs Qwen3.5 RLHF gradient explosion from 3D position_ids; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling vs mmap/OOM workaround; different code paths." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading regression vs Strix Halo mmap/OOM issue; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init regression vs Trainer resume/max_steps calculation bug; unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` regression: a generic output_embeddings report and a T5Gemma decoder.embed_tokens report of the same missing propagation behavior." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for several Qwen VL variants vs strict config blocking granite_speech loading; unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch vs inability to load a different BERT model; not the same underlying issue." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization vs extra_state save/load handling; different bugs." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading bug vs NemotronH checkpoint loading bug; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility vs autocast dtype mismatch on Phi-tiny-MoE; different root causes." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch vs meta-device loading regression; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The rejected pairs mostly rely on broad thematic similarity without clear shared bug evidence, and the accepted `resize_token_embeddings` pairs are plausibly the same fix family with consistent symptoms across Gemma/T5Gemma wrappers. The canonical issue choice is reasonable, and there is no obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 6, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161" + ], + "soft_pairs": [ + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:39404|issue:44912", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:44991|issue:45081", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43883|issue:44488", + "issue:43425|issue:45161", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:42947|issue:44756", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43716|issue:45084" + ], + "prepared_review_unit_hash": "0c0437ee679256831b7fcec157acaca472f34f79d97a02532c4c818413a98a8e", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38180, + "estimated_input_tokens": 9545, + "estimated_eval_tokens": 19346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically loose: many items are Transformers v5 / model-loading regressions, but the candidate pairs mostly point to different concrete bugs, model families, or subsystems, so they should not be merged.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43957 is the broadest representative of the recurring v5 model-loading regression pattern in this set, so it works best as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43957 is the most reusable issue to represent the cluster because it is version-scoped, loading-focused, and broad enough to cover the repeated regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: missing Float8 storage vs Apple Silicon mmap/OOM; no shared code-path." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of one issue vs a Qwen3.5 PagedAttentionCache crash; unrelated symptoms and fixes." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading problems, but for different model families and different failure modes (shape mismatch vs NemotronH checkpoint loading)." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to GPT-OSS MXFP4 quantization fallback." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is notebook custom-model initialization; not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 cache group-type crash vs template compilation error; different code paths." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 compatibility issue is not the same as a Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to Perceiver non-default-resolution interpolation behavior." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is MoE model loading in v5 dev0 and the other is a specific weight-shape mismatch; not clearly the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different pipeline/task deprecations and different documentation fixes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to a generic mask-shape IndexError." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 wrong outputs vs ModelOutput key assignment bug; different behavior and likely different fix." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM regression and est-roberta tokenizer loading failure are separate model-specific issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss is unrelated to LoRA gradient checkpointing ineffectiveness." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation failure are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init IndexError is unrelated to compiled flex_attention failing on newer torch." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token conflict and gguf_file loading breakage are different loading paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are separate issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but they affect different models and different internal failure points." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "meta-device loading breakage and save/from_pretrained extra_state handling are distinct serialization/loading bugs." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor update bug are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load handling is not the same as the video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; no evidence of a single underlying bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and sleng-bert loading failure are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as TP failing for GPT-OSS MoE." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Model-loading with base_model_prefix and non-persistent buffer initialization are different v5 regressions." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center arg in feature extractor and _torch_extract_fbank_features issues may be related, but the evidence is not strong enough to treat them as the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior is unrelated to Strix Halo mmap/OOM." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading regressions for different repositories and failure modes." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter and Qwen2.5-VL iterable multi-image finetuning are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to the template compilation error." + } + ] + }, + "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": 13, + "review_unit_index": 7, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:41553", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44220", + "issue:44265", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:43644|issue:43646", + "issue:43883|issue:44991", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:36032|issue:42915", + "issue:43262|issue:43377", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:39404|issue:43825", + "issue:44849|issue:45325", + "issue:42915|issue:44530", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:43322|issue:43540", + "issue:45216|issue:45357", + "issue:44403|issue:45081", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:43632|issue:44756", + "issue:41553|issue:43582", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:42915|issue:45084", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:44987|issue:45081", + "issue:40990|issue:44811" + ], + "prepared_review_unit_hash": "0e2623970186c894501b5a18ec079a221a810a75226097db3ab8987ce911138f", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37887, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is loosely centered on Transformers v5/v5.0 regression reports, but the soft pairs mostly describe different models, APIs, or failure modes rather than the same underlying bug/change. No PRs are present.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43646 is the broadest, most central v5 regression report in the set: it targets custom model initialization, a root area that overlaps several other initialization-related complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best representative issue for this cluster because it is general, version-specific, and closest to the shared v5 regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but 43644 is specifically about non-persistent buffers getting junk values, while 43646 is about custom model initialization broadly; not the same concrete bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different failures in different models: Molmo missing an attribute vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is unrelated to a PagedAttentionCache group-type crash in Qwen3.5 models." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF/loading, but one is about gguf_file breaking tokenizer/model loading APIs and the other is a Qwen2.5-GGUF v5 loading failure; too different to be the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized-model loading is a different code path from GGUF loading." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-tokens conflict and Qwen3MoE FP8 configuration failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single output mismatch are different audio bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but for different models and different failure surfaces; not one underlying issue." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral is unrelated to template-node compilation errors." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper pipeline return_language behavior and a pipeline error-message regression are not the same defect." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and Qwen2.5-VL rope-index scaling are different model bugs." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config loading and PagedAttentionCache invalid group type are separate Qwen3-related issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is an untied lm_head in Mistral3ForConditionalGeneration; the other is serialization inconsistency for tied weights. Related area, but different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer-method conflict vs custom model initialization in Jupyter are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both involve v5 initialization semantics, but one is custom model init and the other is non-persistent buffer contents; different concrete bugs." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 load failures, but they affect different repositories/models and different loading code paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical outputs with SigLIP2 and a processor/model input-size mismatch in OmDet-Turbo are different problems." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI encoder padding-mask batching bug and DAC from_latents/STE mismatch are different codec issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter custom-model initialization and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video-input ValueError are different multimodal failures." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained regressions, but one is incorrect checkpoint saving in general and the other is specifically wrong visual encoder keys." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and a Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch failure are different tokenizer problems." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "_torch_extract_fbank_features and compiled flex_attention on torch>=2.9 are different low-level issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "lm_head tying in Mistral3ForConditionalGeneration and LoRA merge collapse with extended vocab are different weight-tying bugs." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template compilation errors have no shared code-path." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 video-input regression and Qwen2.5-VL rope-position scaling are different multimodal regressions." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL model loading in vLLM and a sliding_window issue in Qwen3-MoE are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading physical-intelligence/fast under v5 and Mistral tokenizer regex patching are different failures." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43881", + "issue:44062", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:43611|issue:44534", + "issue:43317|issue:43856", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43531|issue:44877", + "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:44829|issue:45479", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:33666|issue:40444", + "issue:43425|issue:44403", + "issue:44079|issue:44534", + "issue:44403|issue:44991", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:43792|issue:44589", + "issue:43482|issue:43525", + "issue:43749|issue:44079", + "issue:44291|issue:44589", + "issue:43644|issue:44079", + "issue:44079|issue:45072", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43881|issue:44488" + ], + "prepared_review_unit_hash": "9554b091452c6c67116f8c70d47b41a6678f4d915d2954480be251864b3a638b", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38431, + "estimated_input_tokens": 9608, + "estimated_eval_tokens": 19472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the soft pairs are mostly unrelated regression reports across tokenizers, model loading, vision/video handling, training, and packaging. I rejected all candidate edges as too broad or symptomatically different.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention optional backend deps, but one is about missing TensorFlow in the torch extra and the other about tensorboard-only installs causing a backend error; different packaging failures." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers being corrupted; different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is a device_map/offload loading failure, the other is MoE training memory inefficiency; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict vs. a model-loading failure for a specific repo; no shared underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5-era model init/loading, but one is FP8 config support and the other is init_empty_weights/_is_hf_initialized; different failures." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token method conflict vs. key error loading a model; unrelated symptoms and code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is multi-image IterableDataset finetuning and the other is a still-image position-id scaling regression; not the same bug." + }, + { + "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; separate issues." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs. granite_speech strict config loading; different models and failure modes." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different problems: missing temporal attention/shared weights vs. wrong visual encoder keys on save_pretrained." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor refresh for special tokens is not the same as add_special_tokens failing to inject BOS/EOS in one tokenizer." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 quantization config failure vs. missing Float8 storage support; related theme, but not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading error vs. Qwen3 auto device mapping cudaErrorAssert; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern degenerate classification training, but one is tied to flash_attention_3 and the other to num_labels=1 loss handling; different root causes." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs. remote_code model loading regressions; different subsystems." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading with Transformers v5 vs. CLIPTokenizer max_length behavior; unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL topics, but one is multi-GPU training and the other is multi-image finetuning dataset handling; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility issue vs. loading noise; unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs. non-persistent buffer corruption; different objects and behavior." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise report vs. tokenizer loading failure for EMBEDDIA/est-roberta; not the same issue." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Batch-vs-single consistency in MIMI encoder vs. NaNs in Gemma3 sliding-window batches; similar batching context, different bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure vs. Float8 storage lookup error; unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different models and different failures: GGUF loading regression vs. missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU/RAM-efficient loading regression vs. ModelOutput key assignment; separate code paths." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling vs. Float8 storage support; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Both touch model internals, but non-persistent buffer junk and ModelOutput key assignment are distinct bugs." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment vs. dtype mismatch in inference; different failures." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export and torch_compilable_check failure vs. bfloat16 dtype mismatches; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression vs. dtype mismatch in inference; different bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image dataset finetuning failure vs. Qwen2.5-VL video position-id bug; different input modalities and symptoms." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; too specific to merge as the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but base_model_prefix loading and custom model initialization are distinct root causes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs. init_empty_weights argument incompatibility; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping crash on A800 vs. Mistral regex patch crash; different models and failure points." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two model-loading failures, but for different models and causes; no shared 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": 2, + "component_count": 13, + "review_unit_index": 9, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44164", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43792|issue:43957", + "issue:43317|issue:43873", + "issue:34634|issue:35707", + "issue:43606|issue:44265", + "issue:43881|issue:44991", + "issue:44186|issue:44265", + "issue:44291|issue:44877", + "issue:43606|issue:43819", + "issue:35707|issue:41720", + "issue:43632|issue:44164", + "issue:43377|issue:44898", + "issue:44610|issue:45325", + "issue:43454|issue:43550", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43454|issue:43720", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:43792|issue:44683", + "issue:41720|issue:44977", + "issue:43404|issue:45357" + ], + "prepared_review_unit_hash": "5e19d8b6374bce1f12c581cc4881edf0d1d6e9e9dadbbdab196f1a46770c7a2b", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37859, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of model-loading, quantization, and serialization regressions, not one clean duplicate set. The only strong duplicate-looking pair is the tied lm_head / serialization bug in 43454 and 44466; the rest are related only at a broad subsystem level.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44466 is the most general and technical representative of the clear duplicate pair: it describes the tied-weight serialization problem across devices in v5/main, which subsumes the more model-specific 43454 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 best represents the actionable core bug in the cluster because it captures the broader tied-weight serialization defect rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": true, + "reason": "Same underlying tied lm_head weight handling bug: one reports failed tying causing bad generation, the other reports inconsistent serialization of the same tied weights across devices." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision models, but they describe different failures on different models and code paths; too broad to treat as the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Completely unrelated: backend packaging/extras vs an audio processor sampling-rate default bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention memory pressure, but one is a quantization reserved-memory regression and the other is a model-specific CUDA OOM symptom." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: autocast dtype mismatch versus torch 2.9 compiled flex_attention breakage." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and different problems: fine-grained FP8 config failure vs GGUF loading failure." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated bugs: image label reduction logic versus a missing attribute during model loading." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Different areas: checkpoint resume key mismatch versus Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Both are audio-related, but one is a chat-template sampling-rate default and the other is PEFT/local checkpoint loading." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime issues, but the concrete bugs and model paths differ." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offload/quantization, but the titles point to different concrete failures and not one specific shared bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "No clear overlap: BarkProcessor voice_preset versus generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different code paths: CPU offload device mismatch versus torch.export with torch_compilable_check." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: a model loading error versus tokenizer loading for a specific repo." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash and export failure are unrelated despite both being regressions." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config issues, but one is an init_empty_weights argument problem and the other is strict config validation." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs: device mismatch in offload versus DAC latent conversion mismatch." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "No shared underlying bug; generation API behavior versus device-mapping CUDA assertion." + }, + { + "left": "issue:43632", + "right": "issue:44164", + "accept": false, + "reason": "Both touch v5 loading/saving internals, but one is an _is_hf_initialized flag regression and the other is extra_state handling." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: batched-vs-single MIMI outputs versus Perceiver image-size handling." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Unrelated visual processor size mismatch versus Qwen2.5-VL temporal position-id scaling." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "One is tied-weight generation/serialization, the other is a torch.compile SDPA issue." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different model code paths: tied lm_head weights versus dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal preprocessing bugs with no concrete shared root cause." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Distinct issues: documentation/example errors for SigLIP2 versus Qwen2.5-VL dataset handling." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related loading regressions, but the specific failure modes are different." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization bugs, but they involve different models and different serialized keys/paths." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different failure types: vLLM model loading versus tokenizer loading regression." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: tied-weight handling versus packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Different models and mechanisms: model loading failure versus strict config rejection." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading crashes, but they are separate models and separate failure modes." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Completely unrelated: Whisper runtime failure versus compiled flex_attention breakage." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both involve weight/save behavior, but the model families and concrete bugs differ." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative: it treats the cluster as heterogeneous and only singles out 43454/44466 as the plausible duplicate-like pair. The other soft-edge rejections are appropriately cautious. If anything, the 43454/44466 linkage could be phrased a bit more tentatively (\"likely related\" rather than definitive same bug), but it is still supportable from the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 10, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44423", + "issue:44479", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45406", + "issue:45464" + ], + "soft_pairs": [ + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:34567|issue:40990", + "issue:43526|issue:43881", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44877|issue:44991", + "issue:44479|issue:44918", + "issue:36331|issue:42915", + "issue:44671|issue:44743", + "issue:36331|issue:42617", + "issue:43316|issue:44913", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:41720|issue:42617", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:45406|issue:45464", + "issue:36010|issue:42617", + "issue:36331|issue:41720", + "issue:44514|issue:44545", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:43550|issue:43653" + ], + "prepared_review_unit_hash": "2ba8ae2280dda0f28363e1e08bba48be5287b285e9c80a1927e06d57ccd7f806", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38116, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated closed issues. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template padding=False crash (44514/44545); everything else should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44545 is the cleanest canonical report for the only true duplicate pair: same function, same batched-input/padding=False crash, just a cleaner title than 44514.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the best representative issue here because it most clearly describes the duplicated apply_chat_template padding=False bug and is the cleaner canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serving/multimodal failures, but the errors and affected components differ (`'str' object has no attribute 'to'` vs missing `_tokenizer`)." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: tokenizer crashes on NER padding/truncation vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated: TrainerState token counting bug vs high perplexity on a specific model/eval setup." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different subsystems and failures: `reduce_labels` in BEiT image processing vs loading failure for glm-4v-9b." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "One is a generic quantization offload question, the other is a Strix Halo mmap/OOM workaround; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different problems: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Both are run/load failures, but `3d_parallel.py` and Qwen3Moe FineGrainedFP8Config point to different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Distinct failures: torch.compile + SDPA on Bamba vs unpacking packed weights during accelerate loading for BitNet." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-shape issues, but they affect different models and different mechanisms (processor output size vs interpolation path)." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER inputs is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different config/loading bugs: strict config rejects granite_speech, while tokenizer loading fails for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen and input handling, but one is a video-input regression and the other is a trainer embedding unpacking issue." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer `compute_loss` signature mismatch vs Qwen3Moe FineGrainedFP8Config loading failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction issue is unrelated to Qwen3.5 recurrent state reset in modular code." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Different areas entirely: custom trainer API breakage vs `3d_parallel.py` execution failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they concern different models and different API/serialization behavior." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are runtime/device failures, but one is SDPA/compile and the other is CPU offload device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different loading/offload issues: Qwen3Moe FineGrainedFP8Config vs dequantized model loading with `device_map=auto`." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert is unrelated to the `3d_parallel.py` failure." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions: Qwen-3-8B-NVFP4 load/run failure vs video-input regression across Qwen VL variants." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are Qwen/GPT-OSS MoE scaling issues, but one is auto device mapping CUDA assert and the other is tensor-parallel only behavior." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different models and bugs: Qwen3-MoE sliding-window behavior vs missing `pad_token_idx` in StableLmConfig." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Label gathering in metrics is unrelated to SAM3 text/bounding-box behavior." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal/Qwen failures: video input processing vs `weight_only=True` load error." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Specific CUDA assert in Qwen3 auto device mapping is not the same as the broader quantization offload issue." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config loading and Llava Next segmentation fault are different bugs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both touch serving, but one is a missing `_tokenizer` attribute and the other is a streaming chat/completions failure; different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing `GenerationMixin` and running `3d_parallel.py` are unrelated failures." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer `compute_loss` kwarg breakage is unrelated to Qwen3 device-mapping CUDA asserts." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`, with matching symptom and scope." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve offload/loading, but the concrete failures are different: device mismatch in CPU offload vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different issues: Bamba torch.compile+SDPA failure vs BigBirdTokenizer mask token registration/decode bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted pair, issue:44514 \u2194 issue:44545, is well supported by the packet as the same apply_chat_template batched-input/padding=False crash. The rest of the soft-edge rejections stay appropriately cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43606", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:30064|issue:34634", + "issue:44368|issue:45357", + "issue:44492|issue:44509", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:44077|issue:44625", + "issue:43421|issue:43653", + "issue:44451|issue:44991", + "issue:44918|issue:44936", + "issue:44062|issue:44451", + "issue:43994|issue:44671", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:43531|issue:44589", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:45183|issue:45479", + "issue:43746|issue:45381", + "issue:39692|issue:43873", + "issue:43531|issue:43645", + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:43540|issue:44008" + ], + "prepared_review_unit_hash": "fdc0f11bb5c20218728c0d6d5e0797b0a1db9e9018adcc461a35d61ace1dcbf2", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37008, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issue reports; only the HF_HUB_OFFLINE tokenizer-loading reports (42886 and 44843) look like the same underlying offline-mode bug. The rest are broad-similarity false positives across different models, components, or failure modes.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44843 is the most actionable canonical issue: it names the concrete root cause (`_patch_mistral_regex` calling `model_info()` unconditionally) and matches the offline-tokenizer failure seen in 42886.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest overall issue candidate because it is specific, reproducible, and root-cause oriented; the paired report 42886 is the broader symptom description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processors and unrelated bugs: void segmentation maps vs Bark `voice_preset` handling." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a LoRA warning and the other is a save/load key regression; not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is a cache-strategy typo and the other is stale pipeline-task documentation." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention `num_labels`, but one is Qwen3.5 config propagation and the other is a generic classification-loss edge case." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: CPU offload/device mismatch vs BigBird tokenizer special-token decoding." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch tokenization/special-token behavior, but one is runtime post-processor refresh and the other is save/load ID loss." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failures: Perceiver resolution handling vs bf16 dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Same broad Qwen VL family, but different concrete paths: `from_pretrained(weight_only=True)` vs video `vision_position_ids`." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking is unrelated to progressive generation with `inputs_embeds`/`past_key_values`." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice preset loading and Qwen3 auto device mapping are unrelated failures." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention gradients/checkpointing, but one is eval-mode checkpointing misuse and the other is ZeRO-3 gradient abnormality." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both are offline tokenizer-loading failures; 44843 identifies the concrete root cause in `_patch_mistral_regex`/`model_info()`." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "`post_init` validation for patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token handling is too broad here; one is tokenizer backend post-processing, the other is a BigBird mask-token decode bug." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but the affected models and likely root causes differ." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer bugs: SFT unpacking of embeddings vs evaluate-after-train failure." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken argument duplication is unrelated to ScandiBERT loading failure." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are incorrect model outputs, but for different models and different mechanisms." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression is unrelated to PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model mismatch style reports, but they concern different models and different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend special-token refresh is unrelated to LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex patching, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 regression with codec/warning issues." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation-error messaging across models is not the same as the `num_labels=1` zero-loss classification bug." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT local checkpoint loading and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example problems are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window Qwen3-MoE behavior is unrelated to Jupyter custom-model initialization." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel ZeRO-3 init crash and `_torch_extract_fbank_features()` are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Shared tokenizer-patch area is not enough; the reported failure modes do not match closely enough to merge." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs in input validation vs classification loss behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization/offloading are separate concerns." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video processing ValueError in Qwen3OmniMoe is unrelated to Gemma 3n variable-name collision in forward()." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only clearly supported same-bug pair is 42886/44843, which both describe HF_HUB_OFFLINE tokenizer-loading failures and the latter gives a concrete root cause. The remaining soft-edge rejections are plausible from the titles and do not overclaim mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 12, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:40444", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45381" + ], + "soft_pairs": [ + "issue:40444|issue:43746", + "issue:43618|issue:43697", + "issue:43716|issue:44008", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:43653|issue:43720", + "issue:43335|issue:43756", + "issue:43421|issue:44811", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:30064|issue:36010", + "issue:43540|issue:45381", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43577|issue:43582", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:43650|issue:43906" + ], + "prepared_review_unit_hash": "9ebbe33777049c14fd1fdc861c20bdc60e31fbe20cc51ec63b29caabbdf9f259", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36561, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share broad Transformers topics (tokenizers, multimodal models, config/loading, v5 regressions). No soft pair looks like the same underlying bug or change, so all candidate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the cluster is heterogeneous; if forced, the most triage-worthy/general recent regression is issue:45020, but it is not a true cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different problems: Qwen2.5-VL iterable multi-image finetuning failure vs GraniteSpeech PEFT/local checkpoint loading." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output mismatch are unrelated model-specific issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are dtype-related, but one is Mistral image preprocessor mismatch and the other is a Gemma3n variable-name collision causing AttributeError." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading bug and DAC forward/from_latents mismatch are different code paths and failures." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug vs tokenizer mapping/add-new-model-like failure; no shared underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is not the same as Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different tokenizer subsystems." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image-classification resolution handling." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "HF Hub offline/model_info call in tokenizer patch is distinct from a tokenizer.backend_tokenizer AttributeError." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/SDPA, but one is a torch.compile+SDPA model bug and the other is bfloat16 inference dtype mismatches across models." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig save/load losing custom token IDs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor void segmentation maps and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen2.5-VL vision_position_ids issue are different multimodal bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading issue is unrelated to Video-LLaVA missing temporal attention / weight sharing." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument TypeError and model loading failure for cjvt/sleng-bert are unrelated tokenizer/model issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is a different strict-config problem than granite_speech config loading." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Both are dtype-related, but one is BLIP2 loading dtype and the other is an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error is distinct from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING being broken." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer mask token registration bug is unrelated to DAC latent/forward mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output differences and CamemBERT masked LM prediction changes are separate model regressions." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both involve recent v5/remote_code breakage, but one is is_torch_fx_available removal and the other is broader remote_code failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "pipeline() translation messaging bug and SigLIP2 nonsensical outputs are not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile+SDPA and DAC forward/from_latents mismatch are unrelated model behaviors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern translation/pipeline v5 removals, but one is an error message mismatch and the other is stale docs; not the same bug/change." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue \"ADD THE DATA\" is unrelated to the isolated reproduction of issue 38071." + } + ] + }, + "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": 13, + "review_unit_index": 13, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45488", + "issue:45538" + ], + "soft_pairs": [ + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:43606|issue:45072", + "issue:44805|issue:44936", + "issue:30064|issue:36331", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:44485|issue:44509", + "issue:44060|issue:44368", + "issue:34634|issue:36010", + "issue:43720|issue:45072", + "issue:43262|issue:43819", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:43653|issue:44671", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:43653|issue:44912", + "issue:45084|issue:45538", + "issue:44568|issue:45488", + "issue:43454|issue:43577", + "issue:34634|issue:36331", + "issue:43746|issue:44811", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "3881be57a9c574d953353a41981739d5f105a7073ce506d0305c8dc8a5ccb619", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36933, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, multimodal processors, loading paths, training code, and model-specific runtime failures. None of the soft-pair candidates look like the same underlying defect or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set; the reports are about different models and code paths rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear cluster representative because there is no common underlying problem to normalize around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: URL image processor loading vs a template compilation TypeError." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated model/runtime bug vs tokenizer-loading regression." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference mismatches, but they affect different subsystems and models; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError during model use vs trainer lifecycle failure after training." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing bug is unrelated to CustomTrainer loss-signature incompatibility." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend selection issue vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch vs dtype mismatch; different code paths." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL load error is unrelated to Qwen2.5-VL rope-position scaling." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a concrete wrong tie mapping and the other is a fine-tuning warning behavior; not clearly the same defect." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Voice preset handling in BarkProcessor is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking bug is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC STE mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer backend access crash is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: FSDP RAM-efficient loading vs init_empty_weights extra-argument handling." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to CUDA float16 AMP crash." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is not the same as CamemBERT MLM prediction regression." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output differences are distinct issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token decode bug is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions on different model families and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying bug is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Duplicate of unrelated pairing; no shared underlying bug." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE loading/weight conversion bug is unrelated to multimodal token counting." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 empty-index crash is not the same as evaluate-after-train behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file path handling and est-roberta tokenizer loading are different failures." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issue is unrelated to Qwen3.5 flash-attention generation." + } + ] + }, + "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": 13, + "review_unit_index": 14, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45538" + ], + "soft_pairs": [ + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43262|issue:44811", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43329|issue:43450", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:42175|issue:44938", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:33357|issue:34567", + "issue:44987|issue:45538", + "issue:42915|issue:43742", + "issue:43317|issue:45538", + "issue:44291|issue:45042", + "issue:43906|issue:45381" + ], + "prepared_review_unit_hash": "cc6f5f98bea4fdf34eafd804d61fe03d873f30c87031b4dbf93473a6d70784e1", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37400, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues; the only clear duplicate-style area is the Qwen video-input regression family. I\u2019d anchor the cluster on the broad v5.3.0 video regression report and only link the closest Qwen video-processing reports to it.", + "confidence": 0.7, + "canonical_issue_reason": "issue:44479 is the broadest and most central report in the only coherent subcluster here: a Transformers v5.3.0 video-input regression affecting multiple Qwen VL/MoE variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the shared underlying problem space because it describes a versioned regression with multiple affected model families and the same video-input code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SIGLIP2 zero probabilities vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated backend issues: storage-object/float8 error vs unnecessary torchvision requirement in PIL image processors." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs GPT-oss CUDA OOM." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example mistakes for SigLIP2 are not the same bug as MXFP4 loading falling back to bf16." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent conversion mismatch and DiaConfig save/load token-ID loss are separate model/config bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is Whisper batch_decode token skipping." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading is unrelated to the OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA on Bamba is a different code path from MXFP4 quantization loading." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation is not the same as the Jupyter/custom-model init regression." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "One is FSDP RAM-efficient loading, the other is Apple Silicon mmap/OOM behavior; related theme, not same bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both concern Qwen video-input handling in the same multimodal code path; one exposes the video-branch bug, the other reports the broader v5.3.0 regression." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading problems: MoE weight conversion under distributed loading vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are separate API breakages." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-token helper names and batched video processor output shape are different defects." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count are unrelated model-specific issues." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 mismatches are not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained key regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loader breakage and Apple Silicon caching_allocator_warmup TypeError are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow in torch-only install and Python 3.14 load failure do not share the same root cause." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Qwen3OmniMoe video ValueError are different failure paths." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both are the same Qwen2.5-VL video-input regression class in v5.3.0, with 45381 specifically calling out wrong vision_position_ids." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence and MXFP4 loading fallback are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video bugs: one is a ValueError in Qwen3OmniMoe video processing, the other is a StopIteration regression in Qwen3-VL embedding." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video input, but the reported failures and model families are different enough to avoid merging." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP and TrainerState token counting are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast and CLIPTokenizer max-length handling are separate problems." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and MobileLLM key error do not share a concrete code path." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model loading with device_map=auto is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and PIL image processor torchvision dependency are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of another issue is not the same as the Qwen2.5-VL video-position regression unless the underlying bug is shown to match, which isn\u2019t evident here." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are indeed unrelated, and the two accepted Qwen video-input links are the only ones that plausibly share a root cause. The soft-edge rejections stay conservative and do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 15, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44704", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538" + ], + "soft_pairs": [ + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:43526|issue:45479", + "issue:42175|issue:44488", + "issue:42175|issue:43824", + "issue:42915|issue:44821", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:28282|issue:34689", + "issue:43582|issue:43782", + "issue:43646|issue:43749", + "issue:43493|issue:43994", + "issue:43643|issue:45375", + "issue:43756|issue:45325", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:36010|issue:42175", + "issue:44484|issue:44704", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:44062|issue:45081", + "issue:43688|issue:43749", + "issue:44514|issue:45290", + "issue:43643|issue:44561", + "issue:43452|issue:43577", + "issue:44514|issue:45381", + "issue:43742|issue:44589", + "issue:43697|issue:45216", + "issue:45042|issue:45081" + ], + "prepared_review_unit_hash": "5c3027d17cb4ca17045ff57f6e82d29720a89d5b6ebf9693b341f155b3813b39", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are isolated Transformer bugs/regressions around different models, loaders, and training paths rather than duplicates of one underlying issue. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43646 is the broadest and clearest regression report (`Transformers 5.0.0 breaks custom model initialization`). It is still only a weak canonical because the rest of the set spans unrelated model-loading, tokenizer, training, and processor bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best representative issue because it is a general version-regression report with a concrete failure mode and broader applicability than the more model-specific reports. That said, it is not a strong duplicate hub for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version pinning are unrelated problems." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe is unrelated to CLIPTokenizer's extreme max_length value." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and sequence-classification zero-loss bug are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging issue is not the same as a model-loading failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend and missing Qwen2_5_VL export are unrelated import/setup issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 config handling and AutoImageProcessor URL loading are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer loading failure for est-roberta are separate tokenizer issues." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver non-default resolution failure are different model-specific inference bugs." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing import error and Llama 3.2 Vision loading regression are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon warmup TypeError and Qwen3VL weight_only loading error do not share the same failure mechanism." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading breakage are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and bad AutoModel/pipeline outputs are both about the model, but not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern missing config fields, but one is trust_remote_code object hydration and the other is a specific Qwen config field dropped by strict parsing." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch and Qwen2.5-VL temporal position scaling are different architecture/position encoding problems." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import error and LayoutLMv3 box-content error are unrelated error-message/validation issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key error and init_empty_weights unexpected `_is_hf_initialized` argument are different loading regressions." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and TensorFlow backend packaging issue are separate import/export problems." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size default question and AutoProcessor kwargs propagation bug are unrelated save/load behavior issues." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are different training-trainer bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init_empty_weights argument and AutoImageProcessor URL loading do not describe the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal loading failure are separate model-specific regressions." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file support breakage and inability to load `cjvt/sleng-bert` are different load-path failures." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken duplication and Mistral regex patch backend-tokenizer crash are distinct tokenizer bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary loss normalization and FSDP CPU RAM efficient loading are unrelated training-time bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Batched Qwen2_5_VL chat template crash and assistant tool-call crash are both chat-template issues but not the same concrete edge case." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing config fields under trust_remote_code and v5 removal of `is_torch_fx_available` are separate upgrade breakages." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf loading breakage and BLIP2 dtype not propagating are different model-loading defects." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both mention Qwen2.5-VL chat/video behavior, but one is chat-template batching and the other is incorrect vision position IDs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and missing Float8 storage are unrelated load/runtime compatibility problems." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint save corruption are different regression classes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend requiring torchvision and Mistral regex backend-tokenizer crash 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": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:41762", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45325", + "issue:45356", + "issue:45440" + ], + "soft_pairs": [ + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43819|issue:44811", + "issue:43720|issue:44898", + "issue:43688|issue:45440", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:24643|issue:29127", + "issue:40444|issue:44811", + "issue:41720|issue:43906", + "issue:43525|issue:43643", + "issue:44361|issue:44442", + "issue:43577|issue:43697", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:44843|issue:44991", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:44464|issue:44977", + "issue:30064|issue:33666", + "issue:43653|issue:43927", + "issue:43577|issue:44554", + "issue:43329|issue:45325" + ], + "prepared_review_unit_hash": "3a9d58759f0771d81ff339fd4bdde70b0f7b1987bccab8a44715aed6ffb45fef", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37383, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive mix of unrelated issues across tokenizers, configs, multimodal processors, training, and device/runtime regressions. The soft pairs only share broad subsystem words, not the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are heterogeneous and do not share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue representative exists because the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is separate from granite_speech strict-config loading." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding and Whisper batch_decode special-token handling are different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are distinct model bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepseekV3MoE divergence are not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokens, but BigBird mask-token registration and mdeberta BOS/EOS insertion are different issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation and Qwen3_5 recurrent-state reset are separate generation bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and offline model_info calls in mistral regex patch are different tokenizer-loading failures." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Device-dependent lm_head serialization and translation-model tied-weight problems are not clearly the same bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 model loading IndexError and trainer.evaluate after train are unrelated trainer/runtime issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/tokenizer regression are separate changes." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight shape RuntimeError and LayoutLMV3 box error messaging are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode behavior." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and an isolated reproduction reference are not the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing fields from trust_remote_code config loading are different config issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype casting and RTDetrV2 output drift in v5 are different model regressions." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different problem classes." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom token IDs are separate token-management bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info misuse and EMBEDDIA/est-roberta tokenizer loading failure are not the same underlying issue." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and Trainer NoneType broadcast error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch not found and MacOS bus error in CLIP are unrelated runtime failures." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import error and tied embedding reinitialization are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Qwen video-input regression and trainer.evaluate after train are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer output changes across versions and an isolated reproduction link do not establish the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Kimi-K2.5 tokenizer regression are different failures." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked-generation compiled-forward inconsistency and flash-attention generation failure are separate runtime issues." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "This pair is still not the same bug: special-token registration vs config token ID persistence." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading and MPS attention correctness on mismatched head dims are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-branch helper variables and still-image rope-index scaling are different multimodal bugs." + } + ] + }, + "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": 13, + "review_unit_index": 17, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43012", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:43012|issue:43577", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:32090|issue:34567", + "issue:43262|issue:45084", + "issue:43504|issue:44610", + "issue:43278|issue:43688", + "issue:44849|issue:45357", + "issue:43452|issue:44451", + "issue:45200|issue:45229", + "issue:43334|issue:43572", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:43540|issue:43716", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43525|issue:43572", + "issue:43688|issue:43873", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43720|issue:44361", + "issue:43540|issue:44977", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43329|issue:43606" + ], + "prepared_review_unit_hash": "571b94dd7510861df4962f309e4d828f0876b3ea44551413acc84c11a8e90bd4", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37256, + "estimated_input_tokens": 9314, + "estimated_eval_tokens": 18884 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it\u2019s a broad mix of unrelated Transformers bugs across loading, dtype, multimodal, training, and config serialization paths. All soft pairs should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items span distinct models and code paths rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative issue: the apparent similarities are mostly broad subsystem overlap, not the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Both are load/config failures, but they affect different models and symptoms; no shared code-path bug is evident." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression vs num_labels propagation bug; unrelated behavior and fixes." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to a tokenizer AttributeError on tasks." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert during auto device mapping is a different bug from inconsistent chunked generation under compiled forward." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading issue in Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype, but one is a compile-time warning and the other is a load-time dtype propagation bug for a different model." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes; no same underlying defect." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both touch multi-GPU/training, but one is a Trainer broadcast TypeError and the other is a Qwen2-VL training topic." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and token-count tracking bug are separate Trainer issues." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to compile-time non-template-node errors." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained loading with a legacy field is unrelated to processor/model resolution-size mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Dtype drift in eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug and incorrect save_pretrained visual keys are different Qwen3.5 issues." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading failures, but one is gguf_file-specific and the other is a different model regression." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting and multi-GPU CUDA OOM are unrelated Gemma 4 problems." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id vs missing pad_token_idx are similar in wording, but they are different config fields on different models." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer dropping and rotary_pct reload regression both involve configuration, but they are not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message about supported translation tasks." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure and Mistral-3 dtype mismatch are separate multimodal issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure have no shared code-path." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading key error and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig custom-token-ID persistence." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-token-id config regressions, but they affect different fields and models; not clearly one defect." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization/offload behavior are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Eval dtype drift is unrelated to ZeRO-3 gradient inflation." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers-dev regression on Qwen3VL MoE; too different to merge." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading bug and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing failure and flash-attention generation bug are different Qwen3-family issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and the other is an implementation discrepancy vs JAX." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT minimum-version packaging issue." + }, + { + "left": "issue:43329", + "right": "issue:43606", + "accept": false, + "reason": "Undefined video-token helper/merge-size bug is unrelated to Bark CPU-offload device mismatch." + } + ] + }, + "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": 13, + "review_unit_index": 18, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:15354", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44060", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43493|issue:43844", + "issue:44589|issue:45520", + "issue:44488|issue:44843", + "issue:43756|issue:44060", + "issue:43646|issue:44466", + "issue:43688|issue:43746", + "issue:44521|issue:45290", + "issue:44423|issue:44734", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:43994|issue:44493", + "issue:43504|issue:43606", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43572|issue:44291", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43257|issue:45405", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:45084|issue:45520", + "issue:43540|issue:45200" + ], + "prepared_review_unit_hash": "ee560bf93c09400dc64cea186b4e338c70173e41e2d42536e016b6913be9ddae", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35428, + "estimated_input_tokens": 8857, + "estimated_eval_tokens": 17970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most items are unrelated model-specific bugs, regressions, or docs/CI issues. None of the soft pairs look like true duplicates, though a few are superficially similar by subsystem.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the broadest regression-style report in the set, but even it does not subsume the other problems; there is no strong single canonical issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs: multi-GPU training behavior vs a Trainer API signature mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated failures: SigLIP2 output discrepancy vs ZeRO-3 gradient growth during training." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different code paths: missing Float8 storage handling vs flash_attn import lookup on Python 3.13." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve model loading/tokenizer flow, but one is a specific model load failure and the other is offline hub access in a tokenizer patch." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-architecture issues: RoPE layer dropping vs a tied-weights warning bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5-related, but one is custom model initialization and the other is device-dependent serialization of lm_head.weight." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Completely different failures: auxiliary-loss normalization vs PEFT adapter checkpoint loading." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different bugs: zero assistant masks in multimodal inputs vs tool-call messages with no content crashing." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving crashes, but one is multimodal input handling and the other is KV-cache continuation indexing." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different problem domains: MacOS bus error in CLIP loading vs multi-GPU training." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import error for a missing model class is unrelated to the Float8 storage-object lookup failure." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example failures and processor/tokenizer mismatch are not the same as the v4.57.5 processor.tokenizer regression." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and likely causes: SigLIP2 nonsensical outputs vs a position-id key warning affecting many models." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "One is a legacy-field loading bug in BEiT, the other is a CPU offload device-mismatch in Bark." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading for BEiT is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config issues: saved token IDs being lost vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM when loading a large model with tensor parallelism is unrelated to a PEFT version pin issue." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field after update vs an init_empty_weights signature change are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different workflows: dtype change during evaluate vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image-generation test failure is unrelated to the PEFT minimum-version issue." + }, + { + "left": "issue:43257", + "right": "issue:45405", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to the PEFT version bump." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real runtime device-mismatch bug is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probabilities are unrelated bugs." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check/import guard are different issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation of non-template nodes and flash_attn import lookup are unrelated failures." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults for text-only fine-tuning." + } + ] + }, + "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": 13, + "review_unit_index": 19, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39401", + "issue:40990", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44315", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412" + ], + "soft_pairs": [ + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:43844|issue:44964", + "issue:39401|issue:44568", + "issue:44315|issue:44849", + "issue:37428|issue:43957", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:43334|issue:43525", + "issue:43493|issue:43701", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:43873|issue:44464", + "issue:44466|issue:45127", + "issue:40990|issue:44625", + "issue:43388|issue:43526", + "issue:43844|issue:44936", + "issue:44514|issue:44521", + "issue:43575|issue:44464", + "issue:37428|issue:43824", + "issue:43295|issue:43450", + "issue:43572|issue:44987", + "issue:44442|issue:45198", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "788281c3c88c96a744b42a5e889fd43e1014bc81949fad8c8f70e5c5aed94b04", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36892, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated issue reports across tokenizers, processors, loading, training, and dtype/memory behavior. None of the soft pairs looks like the same underlying bug/change, so there is no clear canonical item.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue clearly subsumes the others; the items span distinct components and failure modes.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not centered on one bug class or code path.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different problems: generation kwarg sync after sync_gpus vs Qwen3.5 hidden-states behavior." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different model paths and symptoms: bfloat16 dtype mismatches vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and a Phi-4 loading failure are unrelated bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: wrong offset mapping vs add_special_tokens not inserting BOS/EOS." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in Trainer setup is unrelated to a Qwen3.5 hidden-states bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Importing a flash-attention helper and meta-device model loading are separate failure modes." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression vs incorrect image size emitted by a video/vision processor." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but for different models/config paths and likely separate fixes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and Qwen2.5-VL temporal position scaling are different issues." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading behavior and compiled-forward chunked generation are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of lm_head.weight is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:40990", + "right": "issue:44625", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Trainer metric-gathering tuple handling differs from BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient instability is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch Qwen2.5-VL chat templating, but one is a batched padding=False crash and the other all-zero assistant masks; not clearly one fix." + }, + { + "left": "issue:43575", + "right": "issue:44464", + "accept": false, + "reason": "TP load OOM for Qwen2-57B is unrelated to compiled-forward chunked generation inconsistencies." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols and models; no shared underlying change." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video-shape handling are distinct issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and a generic model-loading failure are not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability outputs and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift between train/eval is not the same as Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and Float8 storage lookup failure are different regressions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing Qwen2.5-VL classes and DeepSeek-Coder detokenization are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "The DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 20, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44849", + "issue:44855", + "issue:44857", + "issue:44991", + "issue:45003", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478" + ], + "soft_pairs": [ + "issue:44849|issue:45003", + "issue:43827|issue:43901", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:42915|issue:43824", + "issue:43450|issue:43493", + "issue:44568|issue:44991", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:43819|issue:45083", + "issue:43450|issue:43575", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44448|issue:44743", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:45310|issue:45478", + "issue:43611|issue:43931", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:44855|issue:45083", + "issue:43450|issue:43526", + "issue:37428|issue:44351", + "issue:45200|issue:45381", + "issue:43404|issue:45200", + "issue:39692|issue:44493", + "issue:43335|issue:43653" + ], + "prepared_review_unit_hash": "3a02c0a826efc7240621ce8e20845cec08d60545a5cc7061a1e5c5413abe69c3", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37640, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and should not be collapsed as one cluster. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression pair (issue:45310 and issue:45478); the rest span unrelated bugs, docs issues, and model-specific failures.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45478 is the best canonical candidate for the only real duplicate pair: it reports the same Qwen3.5 MoE from_pretrained failure as issue:45310, with matching title/symptom and the later report likely being the duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the strongest issue representative in this set because it matches the concrete failure mode most directly; however, the broader collection is not a single deduplicable bug cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Different problems: Qwen3.5 hidden-state output bug vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline/deprecation topics and different sections." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is unexpected zero probabilities and the other is a broader HF vs JAX implementation discrepancy." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated CI failures: BigBirdTokenizer special-token decode issue vs stale device override test in GraniteSpeech." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config for Qwen3Moe vs missing Qwen2_5_VL import." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Different subsystems: batched video processor shape bug vs SigLIP2 implementation mismatch." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Both tokenizer-related, but one is missing BOS/EOS addition and the other is tokenizer loading for a specific repo." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated issues: LoRA merge collapse with extended vocabulary vs category cardinality runtime error." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different chat-template/video bugs: tool-call assistant content crash vs qwen2.5-vl video vision_position_ids mismatch." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different DAC/qwen3_omni_moe bugs with no shared concrete code path." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated: video processor batch shape bug vs tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Different regressions: tokenizer.json ignored vs removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer/model compatibility issues in v5, but they affect different components and failure modes." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model/loss paths: OmDet-Turbo processor input sizing vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "No common bug: DAC latent mismatch vs GraniteSpeech CI device override failure." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default issue vs video processor batch-shape bug." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Unrelated: Pegasus output change across versions vs qwen3_5 modular recurrent-state reset bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Device-mismatch CI bug from CPU offload vs qwen3_omni_moe helper output-length behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different failures: embedding dtype drift in eval vs pipeline() error message/deprecation behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are old training/attention issues, but the symptoms and code paths differ completely." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete bug: both report the Qwen3.5 MoE from_pretrained error on transformers>=5.4.0, with matching symptom and scope." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading regressions: base_model_prefix breakage vs weight-shape mismatch for Qwen3-VL-30B-A3B-Instruct." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are import/version compatibility issues, but they concern different missing symbols and different release breakages." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different model/config bug classes: sparse layer construction vs torch.compile SDPA failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Unrelated issues: DAC latent/forward mismatch vs unexpected position-id key warnings across models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different processor bugs: SigLIP2 docs/model mismatch vs BeitImageProcessorFast label reduction returning only one label." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing problem in DebertaV2Model vs qwen3_omni_moe feature-extraction helper behavior." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Different processor issues with no shared underlying code path." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing names and different modules." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Different Gemma 4 text-finetuning token-type handling vs qwen2.5-vl video position-id bug." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Different model classes and failures: tied lm_head in Mistral3 vs Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Distinct issues: SigLIP2 example/model mismatch vs generic position-id warnings." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: sparse layer creation in SwitchTransformers vs BigBirdTokenizer special-token decode issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The only accepted duplicate pair is well-supported by identical Qwen3.5 MoE from_pretrained symptoms in issue:45310 and issue:45478, and the other soft-edge rejections stay on the safe side by distinguishing different model/component failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520" + ], + "soft_pairs": [ + "issue:44977|issue:45229", + "issue:29127|issue:32090", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:43335|issue:43504", + "issue:43335|issue:45083", + "issue:43550|issue:44112", + "issue:43335|issue:45072", + "issue:44568|issue:45491", + "issue:43720|issue:44112", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43723|issue:44554", + "issue:43335|issue:44112", + "issue:34689|issue:35141", + "issue:44857|issue:45072", + "issue:43606|issue:44857", + "issue:45372|issue:45406", + "issue:43066|issue:44462", + "issue:43873|issue:44493", + "issue:43873|issue:45229", + "issue:43278|issue:43329", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43976|issue:45440", + "issue:37428|issue:44987", + "issue:44451|issue:45520", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:43065|issue:43994", + "issue:43065|issue:45412" + ], + "prepared_review_unit_hash": "ae007732c4b90060721950d68784da7ee2e627f9dde439f8f486bae921c83b5a", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38314, + "estimated_input_tokens": 9579, + "estimated_eval_tokens": 19414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly broad semantic neighbors, not true duplicates: they cover unrelated model families, tokenizer regressions, device/offload bugs, and CI/test failures. I found no pair that clearly shares the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "No strong duplicate anchor exists because the cluster is heterogeneous; if a representative must be chosen, issue 45229 is the most detailed and active, but it is not a good dedupe hub for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the best representative only in the sense that it is active and well-described; it is not semantically close enough to the others to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 flash-attention generation vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different code paths: LayoutLMv3 box validation messaging vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 behavior regressions, but they affect different tokenization/generation flows and different models." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms: zero probabilities in SigLIP2 vs unexpected position-id key serialization/deserialization issue." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different root causes: NVFP4 model runtime error vs Python 3.13 flash_attn import-key error." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different subsystems and bugs: SwitchTransformers sparse-layer config vs BEiT pretrained-load legacy field." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different models and logic: SwitchTransformers config bug vs qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated: Bamba SDPA/torch.compile failure vs GraniteSpeech stale CI test." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different issue types: SwitchTransformers layer construction vs dtype mismatch in inference wrappers." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different regressions: tokenizer special-token handling vs Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: packed-weight unpacking during accelerate loading vs GraniteSpeech CI device-override test." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different processors and failures: Qwen2.5-VL iterable dataset multi-image finetuning vs BEiT Fast label reduction bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: Pegasus v4/v5 output difference vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression vs MPS attention correctness issue; no shared bug path." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config construction vs GraniteSpeech CI test flake." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both involve loading/init behavior, but one is Llama 3.2 Vision model loading and the other is embedding reinitialization after resize." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: CUDA AMP crash in LwDetrImageLoss vs bfloat16 dtype mismatch in model wrappers." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime problems: CPU offload device mismatch vs float16 AMP CUDA crash." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4, but one is a dependency import error and the other is a missing processor attribute at serve time." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer-related, but one is decoder-type selection in v5 and the other is AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Unrelated: quantization/offload behavior vs unexpected position-id key warnings." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Different failure modes: offloading with quantization vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different model internals: embedding dtype drift vs undefined video-token helper variables." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume checkpoint key mismatch is unrelated to qwen3_omni_moe token-length helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as embedding reinitialization after resize." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths and symptoms: Bamba compile/SDPA vs qwen3_omni_moe helper bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different runtime failures: Qwen3 auto-device cudaErrorAssert vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different environments and bugs: Trainer broadcast NoneType vs MacOS bus error on community CLIP." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Import error for flash-attention utility is not the same as loading a specific model repo on transformers>=5.1.0." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Different cause: model loading failure for ScandiBERT vs flash_attn import lookup error on Python 3.13." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and tokenizer error-masking via protobuf handling are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern v5 behavior changes, but one is generation output drift and the other is lm_head.weight serialization inconsistency." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model issues: dummy Conv2d in Sam3PixelDecoder vs nonsensical SigLIP2 outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and code paths: dummy module in Sam3PixelDecoder vs RT-DETR memory not being released." + } + ] + }, + "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": 13, + "review_unit_index": 22, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43504", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491" + ], + "soft_pairs": [ + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:44265|issue:45198", + "issue:43257|issue:43278", + "issue:44361|issue:45198", + "issue:43421|issue:45491", 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48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37021, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across tokenizers, processors, training, quantization, model loading, and inference. None of the soft pairs look like the same underlying issue or change, so there is no clean canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Different failure modes: pipeline output shape change vs Trainer broadcast TypeError." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different models and different bugs (LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure)." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is a dtype mismatch between train/eval, the other is checkpointing disallowed in eval mode; not the same code path." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration vs Qwen3.5 recurrent-state reset in cached generation are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure from torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization errors." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading with accelerate+deepspeed is unrelated to BF16-to-FP32 evaluation dtype drift." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures with no shared concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings in mixed-length batching." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 incorrect outputs and RT-DETR memory release are distinct issues in different subsystems." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is FP8 config failure and the other is quantized model saving; different problems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Audio feature extractor center-arg crash is unrelated to Qwen VL video-input regression." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and DeepseekV3MoE divergence are different model-specific implementation bugs." + }, + { + "left": "issue:43504", + "right": "issue:44857", + "accept": false, + "reason": "Beit pretrained-load legacy field issue is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests and void segmentation map processing are separate regressions." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs example errors are different model and reproduction contexts." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and ReasoningEffort import failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and deepspeed Adafactor OOM are different training failures." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting bug do not share a concrete code path." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "bf16 dtype mismatch in inference and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific import error for Qwen2.5-VL is not the same as a general dependency issue." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode checkpointing restriction and resume_from_checkpoint key mismatch are different checkpoint-related bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token decode issue and AutoTokenizer loading FastSpeech2Conformer are unrelated tokenizer bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crash affect different preprocessing paths." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id import failure and Qwen3-MoE sliding_window behavior are separate model issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate default and LasrFeatureExtractor center-arg crash are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the categories-cardinality runtime error." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 err_handle messaging and CLIP MacOS bus error are unrelated issues." + } + ] + }, + "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": 13, + "review_unit_index": 23, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33666", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42915", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:43761|issue:44079", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43232|issue:43388", + "issue:43526|issue:44857", + "issue:43526|issue:44610", + "issue:44479|issue:45290", + "issue:44743|issue:44811", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:43575|issue:43701", + "issue:43931|issue:45216", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:44964|issue:45440", + "issue:43994|issue:44206", + "issue:43575|issue:44387", + "issue:43316|issue:43525", + "issue:29942|issue:33666", + "issue:39692|issue:45491", + "issue:44442|issue:44898", + "issue:43673|issue:44743", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:33290|issue:35141", + "issue:44077|issue:44479", + "issue:33290|issue:34689", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "6d16e79fa3443f3c5b234b9c1cc168d09fcab5ff17c18feed051694db1558af7", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37033, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No clear duplicate cluster here: the items span unrelated issues across model loading, training, generation, quantization, docs, and processor behavior. All soft pairs should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is supported by the titles/descriptions; the set is heterogeneous and does not center on one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative only by activity/ref count and broad impact, but it is not semantically a true canonical for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: LayoutLMv3 box-info error handling vs token embedding reinit after resize." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading-related, but one is FineGrainedFP8 with Qwen3Moe and the other is a shape-mismatch on Qwen3-VL; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in CI; unrelated failures." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics label truncation." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT image processor label reduction bug vs LwDetrImageLoss AMP crash; different components and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "ImageProcessor label handling vs OmDet-Turbo processor size mismatch; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input regression for Qwen VL models vs chat template crash on tool-call assistant messages." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent state reset bug vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading issue vs sequence-classification zero-loss bug; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs DeepseekV3MoE implementation divergence; different layers and failures." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B vs resume_from_checkpoint key mismatch; not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model load shape mismatch vs save_pretrained checkpoint regression; different directions of failure." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage vs patchtsmixer post_init API constraint; too different." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs attention-kernel divergence under torch.compile; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading error vs DeepSeekV3MoE implementation mismatch; different models and problems." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs LasrFeatureExtractor unsupported center arg; different regressions." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 TP loading OOM vs increased reserved memory under int4 quantization; both memory-related but not the same concrete bug." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing pad_token_id; distinct API surface issues." + }, + { + "left": "issue:29942", + "right": "issue:33666", + "accept": false, + "reason": "Flash Attention 2 test failures vs Qwen2-VL multi-GPU training; separate concerns." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 docs example errors vs Gemma3 NaN embeddings on mixed-length batches; docs vs runtime model bug." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure vs Perceiver non-default resolution failure; unrelated model families." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill vs recurrent state reset in modular_qwen3_5.py; different generation bugs." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/deepspeed OOM vs TrainerState token counter not updating; not the same issue." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage vs base_model_prefix loading breakage in v5.0.0; both loading-related but different failure mechanisms." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF/JAX divergence vs docs still referencing removed pipeline(); different categories." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs quantization/offloading behavior; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor/deepspeed OOM vs embedding reinitialization after resize; different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy vs Qwen VL video-input regression; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "AdaFactor OOM vs Llama 3.2 Vision loading regression; different symptoms and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading/unpacking packed weights in BitNet vs tokenizer loading failure; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 24, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44206", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45372" + ], + "soft_pairs": [ + "issue:41628|issue:45372", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43873|issue:44871", + "issue:39692|issue:44206", + "issue:44190|issue:44496", + "issue:43381|issue:43856", + "issue:33290|issue:36331", + "issue:44855|issue:45137", + "issue:34689|issue:36010", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43065|issue:44617", + "issue:43316|issue:43716", + "issue:41950|issue:43475", + "issue:43295|issue:43825", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:44077|issue:44534" + ], + "prepared_review_unit_hash": "d6ac68ca46ff1185ac2d81b4753d875ff5fc85eb03244cdcc061d98a84563e6d", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35181, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly near-miss topic similarities, but they do not look like the same underlying bug or change. The cluster is heterogeneous across unrelated import, config, pipeline, model-loading, and training issues.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue clearly subsumes the others; the items describe distinct failures across different models, APIs, and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue 34689 is a clear regression report with a concrete model/version and reproducible loading failure, but it still does not match the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading failures, but one is about AutoImageProcessor exports and the other about mistral_common ReasoningEffort missing during Gemma 4 processor loading." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both concern loading, but one is broken FSDP CPU RAM efficient loading while the other is a Qwen3-VL shape-mismatch model load error." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config behavior on reload, but they are different bugs in different configs: trust_remote_code missing fields vs GPTNeoX rotary_pct reverting." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id inconsistency are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:44206", + "accept": false, + "reason": "One is a SigLIP2 documentation example with multiple errors; the other is a feature extractor API regression passing an unsupported center arg." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset loading failure in a training script is not the same as an unrecognized model/config.json model_type error." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are different training-time issues." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM with Adafactor in DeepSpeed is unrelated to a CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 Deberta import parsing error and DeepSpeed ZeRO3 deque underflow are different failure modes." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A Llama 3.2 Vision loading regression is not the same as missing GenerationMixin import from transformers.generation." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and strict config blocking granite_speech loading are different configuration issues." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and batched Qwen2_5_VL apply_chat_template crash are distinct processor bugs." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breaking scientific workflows and a janus test failure are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "A metrics-gathering last-batch label truncation bug is not the same as auxiliary loss normalization in OLMoE/GPT Oss." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing tensorflow in a torch extra install and a Gemma3TextConfig API discrepancy are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different concrete code-path problems." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length questions for DeBERTa-V3 and a transformers.onnx import error have no shared underlying bug." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API differences and Mistral-3 image preprocessor dtype mismatch are different issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification selecting image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A processor.tokenizer regression is not the same as an incorrect v5 translation error message." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different Gemma-related problems." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are distinct model-specific bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy and non-persistent buffer junk in v5 are unrelated framework issues." + } + ] + }, + "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": 13, + "review_unit_index": 25, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44220", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542" + ], + "soft_pairs": [ + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:44734|issue:45406", + "issue:43295|issue:44871", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43906|issue:45290", + "issue:43761|issue:44242", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:43931|issue:44060", + "issue:44521|issue:45381", + "issue:43575|issue:43873", + "issue:44792|issue:44977", + "issue:44479|issue:44734", + "issue:44464|issue:44871", + "issue:32090|issue:35141", + "issue:43525|issue:43531", + "issue:44933|issue:45362", + "issue:43827|issue:43994", + "issue:43065|issue:44610", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44938|issue:45542", + "issue:43650|issue:44220", + "issue:44190|issue:44964", + "issue:43388|issue:43582" + ], + "prepared_review_unit_hash": "b57499e3d822e5cc5b15b445aae946abf9de088e793c0c62d9f2f49ee89640ce", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35606, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated issues across many subsystems (model loading, training, chat templating, quantization, serving, docs, etc.). None of the soft pairs look like the same underlying bug, so all soft edges should be rejected and there is no clear duplicate canonical.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical representative: the items are thematically broad and do not share one underlying defect.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative, because even the most generic titles describe different bugs in different code paths.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: Bamba torch.compile/SDPA failure vs a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different symptoms and code paths: CPU offload device mismatch vs checkpoint resume key mismatch." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serving failures: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different model regressions: processor/tokenizer access vs Gemma-3 eos_token_id mismatch." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs unrecognized model/config missing model_type." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: custom model initialization regression vs GPTNeoX rotary_pct reload persistence." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Different features and failures: isolated reproduction of an old issue vs chat template crashing on tool-call assistant messages." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different issues: CLIPVisionModel hidden_states regression vs load balancing loss omission for MoE/router logits." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different loading problems: tensor-parallel OOM for Qwen2-57B vs key error loading MobileLLM-125M." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different failures: 3d_parallel.py runtime issue vs tensor-parallel OOM on model load." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different mismatch types: Qwen3-VL weight-shape loading error vs Qwen3-Next tied-weights warning bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but the bugs differ: assistant_masks are zero vs wrong vision_position_ids for video input." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Different memory/offload topics: tp OOM on load vs quantization offloading not working as expected." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: failed janus image-generation test vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different regressions: video-input vision regression vs transformers serve KV-cache continuation crash." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Different issues: compiled-forward chunked generation inconsistency vs Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Different training/model-init bugs: GPU broadcast NoneType error vs output embedding reinitialized in post_init." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model config bugs: missing pad_token_id on Llama4Config vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different API issues: nonexistent import from image_utils vs Qwen3.5 chat crash." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Different problems: docs still referencing removed pipeline() APIs vs incorrect SigLIP2 model outputs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model/component bugs: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different regressions: non-persistent buffers filled with junk vs GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping cuda assert vs category-count runtime limit." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different runtime problems: Python 3.14 import/load failure vs missing TensorFlow backend despite tensorboard install." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Different topics: unrelated low-information issue vs audio feature extraction bug." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading paths: local dataset script failure vs Phi-4 multimodal model loading error." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Different training/eval issues: gather_for_metrics last-batch label drop vs Apple Silicon warmup TypeError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 26, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43761", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45446" + ], + "soft_pairs": [ + "issue:43761|issue:44743", + "issue:45127|issue:45357", + "issue:44355|issue:44855", + "issue:43644|issue:44913", + "issue:44077|issue:44079", + "issue:43976|issue:44855", + "issue:43540|issue:44734", + "issue:44496|issue:45372", + "issue:43295|issue:45276", + "issue:43550|issue:44190", + "issue:43335|issue:44855", + "issue:43404|issue:45216", + "issue:43116|issue:44190", + "issue:41950|issue:44016", + "issue:39692|issue:44190", + "issue:43644|issue:44871", + "issue:43479|issue:45375", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:38175|issue:43065", + "issue:44246|issue:45003", + "issue:44466|issue:44913", + "issue:44016|issue:44220", + "issue:36246|issue:38617", + "issue:44683|issue:45446", + "issue:42175|issue:44279", + "issue:44112|issue:44792", + "issue:43854|issue:44792", + "issue:43295|issue:45335", + "issue:43643|issue:44496" + ], + "prepared_review_unit_hash": "c5ffc118e4f869b7684b05ce36363e9621882d615f2435809e88dd1beeac42d5", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37010, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated one-off issues. Only 44683\u219445446 looks like a likely true duplicate; the Qwen3.5 save_pretrained pair is only a tentative related cluster and not strong enough to accept as a duplicate.", + "confidence": 0.82, + "canonical_issue_reason": "44683 is the best canonical anchor because it describes the broader flex_attention failure on torch>=2.9, while 45446 reads like a narrower version-check/root-cause report for the same code path.", + "canonical_pr_reason": null, + "best_issue_reason": "44683 is the strongest representative issue overall because it cleanly captures the only accepted duplicate cluster and states the user-visible regression at the right level of generality.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: CLIPVision hidden states vs Qwen recurrent-state reset." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Related Qwen3.5 save_pretrained area, but the concrete bugs differ: LoRA/tied-weights collapse vs incorrect visual encoder keys." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/runtime errors, but they come from unrelated causes and code paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both involve persistence/reload, but one is junk non-persistent buffers and the other is a GPTNeoX config field reset." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated issues: patchtsmixer post_init handling vs ModelOutput key assignment." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both mention Python version, but the underlying bugs are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems: Qwen3OmniMoe video input processing vs serving KV-cache continuation indexing." + }, + { + "left": "issue:44496", + "right": "issue:45372", + "accept": false, + "reason": "Both are model-loading/import problems, but the missing symbols and root causes differ." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both are regressions touching model APIs, but processor/tokenizer behavior and embedding resize behavior are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Completely different bugs: torch.compile SDPA on Bamba vs dataset loading in an example script." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different areas entirely: SwitchTransformers config bug vs DebertaV2 import parsing error." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both mention tied weights/checkpointing, but they affect different models and code paths." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failures; not the same underlying issue." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Unrelated: video-classification pipeline processor lookup vs notebook syntax error." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Different example/documentation issues and different failure types." + }, + { + "left": "issue:43644", + "right": "issue:44871", + "accept": false, + "reason": "Serialization/reload bug vs Gemma eos_token_id mismatch; not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but the affected models and actual config problems differ." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to serving KV-cache continuation indexing." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are ImportError reports, but for different missing names in different modules." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different model-specific functional bugs with no shared code path." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance issue vs unsafe sys.modules access; at most indirectly related." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config/state persistence, but one is lm_head serialization and the other is a GPTNeoX config reload default." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction issue are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportError reports, but they involve different missing names in different modules." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": true, + "reason": "Same flex_attention code path and same torch-version-guard problem; 45446 appears to isolate the root cause behind the broader torch>=2.9 failure." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency/back-end installation complaints, but not the same specific bug." + }, + { + "left": "issue:44112", + "right": "issue:44792", + "accept": false, + "reason": "Both are failing tests, but they cover unrelated models and failures." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different model test failures with no shared concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both are regressions around embeddings/tokenizers, but the affected behaviors and models are different." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures: missing fields with trust_remote_code vs unrecognized model_type." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The write-up is a bit too strong for the packet. It claims \u2018only two soft pairs look like true duplicates,\u2019 but the provided soft-edge verdicts accept only one pair (44683\u219445446). The Qwen3.5 save_pretrained relationship (45216\u219445357) may be plausible, but it is not an accepted soft pair in the packet and should be phrased more conservatively. I\u2019d accept a summary that says most pairs are unrelated and one soft pair is a likely duplicate, with Qwen3.5 noted as a tentative related cluster rather than a settled duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 27, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:38175", + "issue:41950", + "issue:42907", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45542" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44112|issue:44964", + "issue:44871|issue:45245", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43299|issue:45357", + "issue:43577|issue:45216", + "issue:43901|issue:44496", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:43854|issue:44964", + "issue:44242|issue:45200", + "issue:44464|issue:45245", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:41950|issue:43650", + "issue:43479|issue:43525", + "issue:44351|issue:45278", + "issue:44496|issue:44877", + "issue:41950|issue:45020", + "issue:44462|issue:45081", + "issue:43550|issue:44964", + "issue:44279|issue:45405", + "issue:44297|issue:44462", + "issue:43299|issue:43854", + "issue:38175|issue:44617" + ], + "prepared_review_unit_hash": "9744c24db524f7c91d72a64f8bbeda17d5852967d475e063ac4fb51e976079f3", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37204, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers bug reports rather than true duplicates. The semantic similarity is often just shared model families or shared loading/config themes, but the concrete bugs differ, so I would keep the issues separate. The broadest representative issue is the general recent-versions/remote_code regression report.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45020 is the broadest and most umbrella-like report in the set, covering recent-version breakage across model loading paths and remote_code cases.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 best represents the cluster because it is the most general user-facing regression report and can anchor related compatibility discussions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Same broad model family, but one is a Qwen3VL MoE loading regression and the other is a Qwen3.5 save_pretrained serialization bug; different code paths and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention loading/runtime failure; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken keyword collision; unrelated failures." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech vs Phi-4 multimodal model loading; different subsystems and causes." + }, + { + "left": "issue:44871", + "right": "issue:45245", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs category cardinality runtime error; no concrete overlap." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache issue during chunked prefill vs ANSI escape output in loading_report; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Shared version context, but one is a Python-version support problem and the other is a specific model loading failure; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs docs mentioning return_all_scores; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config registration issue vs PIL backend requiring torchvision; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures from different modules/symbols; too generic to treat as duplicates." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python compatibility issue, the other is a general dependency complaint; not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is loading MoE models and the other is incorrect save_pretrained visual-encoder keys; different failures." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype loading bug vs Qwen3.5 save_pretrained regression; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch vs model loading/config error; not duplicates." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args ignored vs tie_word_embeddings warning during LoRA fine-tuning; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal chat-template assistant mask bug vs Qwen2.5-VL rope/position-id scaling bug; distinct model-processing paths." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model load failures, but for different models and likely different root causes; too broad to merge." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE router loss accounting vs mm_token_type_ids defaulting for text-only fine-tuning; different training bugs." + }, + { + "left": "issue:44464", + "right": "issue:45245", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs category count runtime limit; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Flex attention compilation on torch>=2.9 vs TensorFlow backend installation mismatch; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility vs unreleased minimum peft version; different dependency issues." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor lookup bug vs an unrelated low-information issue title; no duplicate evidence." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is default multimodal config initialization and the other is a missing pad_token_id attribute; different bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error vs a broad report of many import errors after upgrading; not enough to say same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Both are model/config loading failures, but for different models and different mechanisms (model_type missing vs strict granite_speech config validation)." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor lookup bug vs broad remote_code regression; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer save/load metadata issue vs Mistral regex patch crash on tokenizer internals; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44964", + "accept": false, + "reason": "torch.compile with SDPA on Bamba vs Phi-4 multimodal loading; unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs unreleased PEFT minimum version bump; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained class-name mismatch vs AutoTokenizer ignoring tokenizer.json; related area but different concrete failures." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading failures; no duplicate evidence." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP vs CUDA OOM in Sam3Video; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 28, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:39692", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43317", + "issue:43352", + "issue:43441", + "issue:43450", + "issue:43475", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45250", + "issue:45276", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542" + ], + "soft_pairs": [ + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44462|issue:44779", + "issue:43650|issue:45290", + "issue:44016|issue:44291", + "issue:44466|issue:45276", + "issue:43441|issue:44683", + "issue:43450|issue:44279", + "issue:43262|issue:44521", + "issue:43723|issue:44162", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:44297|issue:45397", + "issue:42175|issue:43976", + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:44589|issue:45362" + ], + "prepared_review_unit_hash": "1fa2abf4213e595c03adf0c53721c2c6519c72a37a6b03cf422591f3171cff66", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35550, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose mixed cluster of Transformers issues, not a true duplicate set. The overlap is mostly superficial around v5 regressions, tokenizers/processors, and model loading, but the concrete bugs differ enough that none of the soft pairs should be merged.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43295 is the closest representative of the shared v5 tokenization/processor regression theme, but the cluster is too heterogeneous for a strong true-canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "43295 is the most broadly representative and actionable issue in the set because it describes a concrete API regression; the others are narrower, unrelated, or just superficially similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenization regressions, but one is processor.tokenizer/image handoff and the other is Deepseek tokenizer output; different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "One is a SigLIP2 example bug, the other is a pipeline docs mismatch; different models and different issues." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a loader-selection bug, not the same as Deepseek tokenization producing wrong results." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Completely unrelated: a vague data request versus a chat-template crash on empty assistant tool-call messages." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights depends on device, while gemma4 resize_token_embeddings affects embedding/output sizing; different bugs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but one is model support for FlashAttention and the other is a compiled flex_attention torch-version failure." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are different bugs with different scopes." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver image-classification failure are unrelated model-specific issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization, but one is save failure and the other is dequantized model loading/offload behavior." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm precision/config issue is unrelated to torch.split return-value handling." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different serialization/loading problems." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression and a vague data request are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and data filtering slowdown are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend problems, but they affect different packages and different missing-dependency paths." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer outputs are different model-specific regressions." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to CLIPVisionModel hidden_states being None." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model load failure for physical-intelligence/fast and TensorBoard/TensorFlow backend installation are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class serialization mismatch is not the same as gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow in a torch install and Python-version incompatibility are different dependency issues." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3VisionEncoderOutput missing attribute and notebook syntax error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import error and Python-version incompatibility are different release issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch and slow import are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron FlashAttention support error and a generic Flash Attention 2.0 issue title are too vague to treat as the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and SAM3Video CUDA OOM are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime errors." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Same as above: unrelated bugs despite both being code-level regressions." + } + ] + }, + "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": 13, + "review_unit_index": 29, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43066", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43881", + "issue:43976", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44617", + "issue:44661", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45200", + "issue:45276", + "issue:45292", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45542" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:44336|issue:44373", + "issue:44246|issue:44496", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:43526|issue:45003", + "issue:43994|issue:45276", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:43673|issue:44561", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:43441|issue:43540", + "issue:43066|issue:44779", + "issue:36246|issue:43596" + ], + "prepared_review_unit_hash": "4d773eb908dacfc8d52386a40f3b12645d0bba311ccefeddb3cad6a41ac00329", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34940, + "estimated_input_tokens": 8735, + "estimated_eval_tokens": 17726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated regressions across imports, tokenizer/config handling, vision/video/audio pipelines, and a few performance issues. I do not see a true duplicate cluster; all soft-edge pairs should be rejected. If one issue must be used as the representative canonical issue, 44561 is the broadest cross-cutting v5 regression in the set.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44561 is the broadest systemic regression here: a v5 API removal breaking trust_remote_code models across multiple downstream paths, making it the closest thing to a representative issue in this otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 has the widest apparent blast radius and best represents a global v5 compatibility break, though it does not duplicate the rest of the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but one is a missing Llama4 config attribute and the other is a GLM-4V model load failure; different model families and different code paths." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video shape bug vs CUDA OOM; same broad area, but not the same underlying defect." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import is not the same as a Python-version compatibility issue." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Register-buffer position_ids access and gemma-4 zero3 from_pretrained are different failures." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE models, but one is hf4.x/v5 compatibility for LoRA and the other is Qwen3VL loading regression; not one concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and _torch_extract_fbank_features are different pipeline bugs." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI formatting and a wrong docstring are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency is unrelated to an unrecognized-model/config.model_type loading error." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec handling are different tokenizer regressions." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Tokenizer-mapping model registration failure is unrelated to the TensorFlow backend error from missing TF installation." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43994", + "right": "issue:45276", + "accept": false, + "reason": "Siglip2 incorrect outputs and gemma4 resize_token_embeddings behavior are different model-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are not the same failure mode." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export is unrelated to missing is_offline_mode from huggingface_hub." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and trust_remote_code breakage from is_torch_fx_available removal are different regressions." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different packages; not the same import/export bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 workflow breakage and Gemma-4 mm_token_type_ids defaults are unrelated model bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss logic and LwDetrImageLoss AMP crash are different loss-path problems." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness does not match a Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Register-buffer position_ids access is unrelated to the Chinese-language performance regression report." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but one blocks granite_speech loading while the other silently drops a Qwen3_5MoeVisionConfig field; not the same concrete issue." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and video-input ValueError in Qwen3OmniMoe are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek tokenizer output regression are different tokenizer issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and Deepspeed ZeRO3/BertModel index error are unrelated failures." + } + ] + }, + "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": 13, + "review_unit_index": 30, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:41950", + "issue:42673", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43381", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43704", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45278", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45459" + ], + "soft_pairs": [ + "issue:44987|issue:45459", + "issue:43901|issue:45003", + "issue:42886|issue:45229", + "issue:44995|issue:45200", + "issue:41628|issue:41950", + "issue:43257|issue:45137", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:43295|issue:45292", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44933|issue:45459", + "issue:43441|issue:43606", + "issue:43673|issue:44734", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:43931|issue:44368", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:43381|issue:45292", + "issue:43381|issue:45335", + "issue:42673|issue:43704", + "issue:28282|issue:30990" + ], + "prepared_review_unit_hash": "6d27097b48b3df46830f9265dca57dc522e091369ddd903124e72e6910c4197b", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36342, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports with a few loose topical overlaps. The only clear duplicate is the Qwen3ForCausalLM VRAM leak report, which appears in two identical-titled issues.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the older, fuller report and the exact duplicate anchor for issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue here: it is specific, well-scoped, and has an exact duplicate counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different failures: model loading/version compatibility vs tokenizer protobuf error masking." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline option is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A forward-pass crash in GlmMoeDsa is not the same as Gemma4 token-id defaults." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Both mention image processors, but one is an import error and the other is a pipeline selection bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed problems: weight conversion under accelerate+deepspeed vs a ZeRO3 deque error." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 config/type warning and a dummy Conv2d implementation are separate bugs." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to ANSI code output in loading_report." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition failure is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to import slowdowns." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings behavior affect different code paths." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next is not the same as patchtsmixer post_init policy." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder output attribute loss and Qwen3OmniMoe video processing are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve weight handling, but they are different symptoms on different model families." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing image_utils import and protobuf decode-error handling are unrelated tokenizer/import issues." + }, + { + "left": "issue:43441", + "right": "issue:43606", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 is unrelated to a CPU offload device mismatch in bark-small." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache behavior, but they hit different paths and failure modes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs syncing and chunked-prefill cache missing are distinct generation issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch on model load is unrelated to tie_word_embeddings warnings." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are different serialization bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic v5 custom model initialization breakage is not the same as the ESM2-specific failure." + }, + { + "left": "issue:43381", + "right": "issue:45292", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resize_token_embeddings behavior do not share a concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same VRAM leak description; clear duplicate pair." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import absence and Sentence Transformers loading hangs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly duplicated pair is issue:42673 / issue:43704, which match on title and are consistent with the older/fuller canonical choice. The remaining soft-edge verdicts are conservative false calls and the explanations stay within what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 31, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43701", + "issue:43873", + "issue:44038", + "issue:44077", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44361", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:44077|issue:45003", + "issue:44749|issue:45310", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43701|issue:44749", + "issue:42371|issue:45092", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:42222|issue:45200", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:42831|issue:44222", + "issue:45362|issue:45375", + "issue:45310|issue:45397", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:41628|issue:44351", + "issue:42994|issue:44164", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:30990|issue:35141", + "issue:43377|issue:44242", + "issue:43479|issue:44079", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:43479|issue:44869", + "issue:42898|issue:44568" + ], + "prepared_review_unit_hash": "7062516464194a64f2c5045aee5daadba05a2c3200154981c54d730907c23753", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37493, + "estimated_input_tokens": 9374, + "estimated_eval_tokens": 19004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: unrelated model-loading, tokenizer, generation, quantization, and multimodal bugs are mixed together. There is one clear near-duplicate theme around Qwen3.5 MoE from_pretrained failures, but the provided soft pairs do not include the strongest duplicate edge.", + "confidence": 0.68, + "canonical_issue_reason": "Best canonical issue is the most concrete and representative bug report in the only clear duplicate theme: the Qwen3.5 MoE from_pretrained failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Strongest overall issue to keep as the cluster representative because it is specific, reproducible, and closest to the only apparent duplicate family in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: MLukeTokenizer task AttributeError vs a Chinese-language performance slowdown report; no shared code-path bug." + }, + { + "left": "issue:44077", + "right": "issue:45003", + "accept": false, + "reason": "One is a patchtsmixer post_init policy issue, the other is a sys.modules access bug; unrelated symptoms and fixes." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression in data filtering vs Qwen3.5 MoE from_pretrained error; not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs Gemma-4 zero3 from_pretrained failure; insufficiently related." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs processor.save_pretrained missing files; different code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are video/VL issues, but for different models and different attributes/position-id logic." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized saving failure vs GGUF loading failure; opposite directions and different model formats." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video attribute error vs AutoConfig missing fields with trust_remote_code; unrelated root causes." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch vs data filtering slowdown; no overlap in bug mechanism." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings warning vs InternVL2 meta-init incompatibility; different subsystems." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto_docstring annotations crash; different failures and files." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing vision-config field vs generic Qwen3.5 MoE from_pretrained error; related model family but not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import problems, but they concern different symbols and likely different export mistakes." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error and a missing vision-config field are related only by model family, not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading issue vs pipeline parallelism output correctness; different runtime paths." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage vs Gemma 4 token-type-id behavior; unrelated models and features." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video attribute error vs tokenizer mapping registration failure; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure vs Llama4Config missing pad_token_id; different objects and symptoms." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue vs FP8 save_pretrained/moe issue; both mention FP8 but not the same concrete bug." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash vs missing deepstack_visual_indexes field; different failure modes." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Both mention from_pretrained, but for different models and different incompatibilities." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update bug vs attention kernel divergence under torch.compile; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained moe issue vs Qwen3.5 MoE from_pretrained error; same broad family, different concrete path." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but for different classes and different API surfaces." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized model saving failure vs extra_state serialization/deserialization failure; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling vs a failed janus image-generation test; no shared underlying issue." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen MoE-related, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 MoE from_pretrained failure; too different to merge." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs embedding resize/post_init reinitialization; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask mismatch vs MoE load-balancing loss omission; different model components and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization with None vs ModelOutput key assignment bug; different object layers." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache in v5 chunked prefill vs attention-kernel divergence under compile; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different removed/missing symbols and different fixes." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaulting bug vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they are different regressions affecting different APIs and models." + } + ] + }, + "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": 13, + "review_unit_index": 32, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44242", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45276", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:44964|issue:45137", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:45137|issue:45276", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:44077|issue:44242", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:42898|issue:43295", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:44483|issue:45406", + "issue:41628|issue:42757", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:44514|issue:45103" + ], + "prepared_review_unit_hash": "69ad125856676450611c28f1a50bf050cd8281176920b04d5710d56f19de4c2b", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37842, + "estimated_input_tokens": 9461, + "estimated_eval_tokens": 19178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: mostly unrelated Transformers import, tokenizer, processor, and model-regression issues. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest representative of the cluster\u2019s recurring theme of Transformers v5 tokenizer behavior regressions, but it is still not a true duplicate anchor for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version incompatibility is unrelated to the missing image_utils import." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend packaging for torch/tensorflow is unrelated to an import from image_utils." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL export are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16->FP32 eval dtype drift is unrelated to ZeRO3 deque errors." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile branching bug and a docstring issue are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning is not the same as a missing _tp_plan attribute." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash and auto_docstring AttributeError are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they are different bugs with different symptoms and fixes." + }, + { + "left": "issue:45137", + "right": "issue:45276", + "accept": false, + "reason": "ZeRO3 deque underflow is unrelated to gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and BOS/EOS add_special_tokens behavior are distinct issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change is not the same as Deepseek tokenizer output corruption." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch count method is unrelated to remote-code checkpoint meta-init compatibility." + }, + { + "left": "issue:44077", + "right": "issue:44242", + "accept": false, + "reason": "Optional post_init policy and missing MoE load-balancing loss are different implementation bugs." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Token cleanup regression and Pegasus output drift are not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Missing AutoImageProcessor import and protobuf error masking are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained/moe issues do not match tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup change is unrelated to processor.tokenizer regression in v4.57.5." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization and junk non-persistent buffers are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and protobuf error handling are different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained and processor.save_pretrained missing files are not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained file omission." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "FeatureExtractor center-arg crash and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "onnx module import failure is unrelated to missing PyTorch backend detection." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch on save and Qwen3.5-MoE from_pretrained failure are different issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor _tokenizer crash are different server/processor bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Transformer export import error and huggingface_hub offline_mode import error are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug and a max_shard_size question are not the same change." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "These are both DSA-indexer-related, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45310", + "accept": false, + "reason": "position_ids buffer access error is unrelated to Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading issue is unrelated to flash-attention generation regressions." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split handling and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer error is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VLProcessor batched apply_chat_template crash and auto_docstring AttributeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44704", + "issue:44743", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44991", + "issue:45092", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357" + ], + "soft_pairs": [ + "issue:43479|issue:44913", + "issue:44373|issue:44485", + "issue:43723|issue:44871", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:44263|issue:44373", + "issue:42757|issue:45278", + "issue:44117|issue:44704", + "issue:42886|issue:43066", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:43232|issue:45245", + "issue:43232|issue:44743", + "issue:42371|issue:44263", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475" + ], + "prepared_review_unit_hash": "3a9cc870cdf2e8bd41d9efcc058a302167f345f6a8ddfd1b97df4264991d11b5", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35656, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-issue reports across tokenizer loading, model config regressions, quantization/saving, import errors, and a few model-specific bugs. No soft pair is a clear same-bug duplicate; most share only a broad subsystem or symptom family.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43723 is the best general anchor: it is a concrete, version-scoped tokenizer-loading regression with a broad symptom that matches the cluster\u2019s repeated loading/import complaints more than the other, narrower reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the strongest standalone issue to represent this set because it is specific, reproducible, and broadly relevant to the tokenizer-loading regressions seen here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: one is wrong default vision/audio config initialization in Phi4MultimodalConfig, the other is GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo versus RoPE implementation behavior; no shared concrete failure." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both concern tokenizer/model config behavior, but one is a tokenizer loading failure and the other is an eos_token_id mismatch." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different code paths and symptoms: MLA rms_norm_eps precision issue versus remote-code/meta-init incompatibility." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Both are model-related user-facing failures, but one is a loading hang and the other is unexpected zero probabilities on a specific model." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they appear model-specific and not the same concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer loading regression versus a specific FastSpeech2ConformerTokenizer load failure; too little evidence they are the same defect." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model compatibility/regression, but one is meta initialization for old InternVL2 checkpoints and the other is incorrect save_pretrained key handling in Qwen3.5." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading failure is not the same as quantized model saving failure." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation and Qwen3.5 from_pretrained errors are different problems." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different model/component paths." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Shared Qwen context is too broad; one is FP8 accuracy and the other is a model-specific from_pretrained bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "transformers env command breakage and sentence-transformers import NameError are distinct failures." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer/template issues: changed tokenization behavior versus all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Tensor split/indexing bug versus a docstring problem; not the same issue." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from huggingface_hub versus a broad set of import errors after upgrade." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and AutoProcessor kwargs passthrough are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are unrelated tokenizer issues." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization differences across versions versus apply_chat_template crashing on batched padded=False input." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug and assistant/tool-call chat-template crash are different concrete failures." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug versus a categories-limit runtime error." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation/model-runtime bugs, but they affect different code paths and symptoms." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration warning and torch.split return-value issue are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch in tokenizer_config.json are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug and failure to load a specific model are different problems." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model saving failure and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning during instantiation and missing fpn_position_embeddings attribute are different SAM3 video bugs." + } + ] + }, + "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": 13, + "review_unit_index": 34, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44912", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:29127|issue:30990", + "issue:44360|issue:44485", + "issue:41628|issue:45278", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:44038|issue:44297", + "issue:44261|issue:44373", + "issue:43122|issue:44779", + "issue:42371|issue:42831", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43992|issue:44704", + "issue:44038|issue:44222", + "issue:43278|issue:44945", + "issue:43122|issue:44977", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:42222|issue:43441", + "issue:42907|issue:44912", + "issue:42673|issue:45072", + "issue:43784|issue:45446", + "issue:43064|issue:43673", + "issue:22355|issue:29127", + "issue:43550|issue:43784", + "issue:38617|issue:45278", + "issue:43937|issue:44485" + ], + "prepared_review_unit_hash": "5a78981a98a71c85d5e70a9665cf595b20e3d0275e045b5b4fc7f7814d5d4199", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is very heterogeneous: most items are unrelated model-specific bugs, import regressions, or API/documentation issues. None of the soft pairs look like true duplicates; they mostly share only a broad theme (imports, tokenizers, quantization, or training) rather than the same concrete failure mode.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45278 is the broadest regression report in the set and the most plausible umbrella representative, but it still does not actually unify the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest cluster representative because it describes a wide import-regression symptom after upgrade, which is more general than the other narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs: Qwen3.5 config propagation vs flash-attention-3 training degeneration." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Unrelated: layoutlmv3 error-message clarity vs Sentence Transformers loading hang." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different code paths: DSA indexer/ReLU concern vs GLM-5 RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import, the other is a broad upgrade-time import regression; not the same underlying failure." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different symptoms and subsystems: example-script multi-label output vs Gemma 4 multimodal token IDs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs chat-template assistant mask bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe runtime/import behavior vs tokenizer save metadata mismatch." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA RMS-norm precision/config bug vs a docstring issue for position_ids." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is a general version regression and the other is DeepSeek-specific incorrect tokenization." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API/deprecation issue is unrelated to FineGrainedFP8 accuracy." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug is not the same as reading position_ids after buffer registration." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and classification-example output bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models is a different path from gguf_file loading failures." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe failure and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as pipeline-parallel incorrect output." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression and flash-attention generation failure are different bugs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "One concerns save_pretrained checkpoint correctness; the other is a from_pretrained import error." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they are different missing symbols from different modules." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Different model/formats and different save paths: dequantized Ministral/Devstral vs FP8 MoE save_pretrained." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "External huggingface_hub import failure is not the same bug as missing HybridCache in transformers." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44912", + "accept": false, + "reason": "Saving dequantized models and MXFP4 quantization fallback are different problems." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX module import error is unrelated to layoutlmv3 box-content error messaging." + }, + { + "left": "issue:43550", + "right": "issue:43784", + "accept": false, + "reason": "torch.compile/SDPA training bug vs sentence-transformers import error; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing layer_type_validation import is not the same as a broad multi-import regression after upgrade." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are different defects." + } + ] + }, + "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": 13, + "review_unit_index": 35, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:44222|issue:45478", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:43937|issue:44977", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:42673|issue:43577", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44483|issue:45464" + ], + "prepared_review_unit_hash": "6db8993e761c688356efbe1558bc708eb1e69e13c4e3328c8f937b967a9b5ac4", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers issues. I only see one plausible near-duplicate subgroup around the Qwen3.5 MoE save/load regression, but the rest are distinct bugs, import errors, docs, or API regressions.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the best anchor for the only tight subgroup here: it matches the Qwen3.5 MoE from_pretrained/save_pretrained regression and is closely echoed by issue:45216 and issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest, most specific representative of a real underlying bug in this cluster; the title directly names the affected model and failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different bugs: example-script multi-label empty outputs vs a Qwen3.5 tokenization/offset_mapping issue." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "Unrelated domains: TF32 configuration messaging vs GLM46V image processor AttributeError." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer lifecycle failure are separate code paths." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/Qwen-ish loading, but one is FP8 save_pretrained and the other is a from_pretrained load error; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example output bug vs pipeline() error-message mismatch; no shared failure mode." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family regressions with different symptoms and likely different loader paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs a flex_attention version-check bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer problems, but they affect different models and different tokenizer behaviors." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Weight-shape mismatch on a specific model is unrelated to pipeline-parallelism output corruption." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper bug and a PyTorch import/version check bug are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression vs Qwen3 offset_mapping correctness; too broad and not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and flash-attention generation failures are different issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to flex_attention import/version logic." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in dataloader threads vs an isolated reproduction of another issue; no evidence they are the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is not the same as PretrainedConfig type-checking fallout." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; distinct failure points." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump problem vs unrelated flex_attention import check." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is not the same as incorrect checkpoint saving for Qwen3.5." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to the Qwen3.5 MoE load regression." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patching are different tokenizer-loading bugs." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak under threading vs Apple Silicon TypeError in warmup are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained failure are different model issues." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 tracker warning and MobileLLM key error have no substantive overlap." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken vitpose models vs TensorFlow-backend detection error are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings and MLA q_a_layernorm epsilon mismatch are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config loading are separate issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general request rejection and the other is a Qwen3.5 streaming-specific failure; not enough to call them the same bug." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug and runtime special-token/post-processor update behavior are different tokenizer subsystems." + }, + { + "left": "issue:44977", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention generation failure and checkpoint save corruption 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": 2, + "component_count": 13, + "review_unit_index": 36, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42617", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43582", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45278", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:38617|issue:44220", + "issue:42617|issue:45341", + "issue:42175|issue:42222", + "issue:44933|issue:45278", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:43441|issue:44829", + "issue:43986|issue:44484", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:45003|issue:45341", + "issue:43931|issue:44410", + "issue:43986|issue:45341", + "issue:43097|issue:43452", + "issue:44117|issue:44987", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43931|issue:44038", + "issue:43874|issue:44263", + "issue:43986|issue:45372", + "issue:44829|issue:45245", + "issue:43976|issue:45071", + "issue:43531|issue:45341", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43582|issue:45341" + ], + "prepared_review_unit_hash": "517bbcc48b7a14bed764ea38ef4bb51204328e54850ec241c15bf573236ada0f", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38627, + "estimated_input_tokens": 9657, + "estimated_eval_tokens": 19570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose grab-bag of Transformers regressions: import/API breakages, tokenizer/config changes, model-specific loading failures, and a few training/runtime bugs. There is no strong evidence that any pair is the same concrete issue, so I would not merge any soft-edge candidates.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue clearly dominates as a duplicate hub; the closest to a broad cluster topic is issue 45278 because it summarizes the wide import-regression symptom affecting multiple users, but the set is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 45278 is the best representative issue because it captures the broad user-facing symptom ('many import errors after update') that most closely matches the import/API regression theme seen in several nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: one is an import error from configuration_utils, the other is an audio feature helper issue. No shared code path or concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A failing script entrypoint and a testing_utils bug are unrelated; no evidence they stem from the same defect." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "One is a packaging/backend dependency complaint, the other is a model-specific vitpose breakage. Different problems." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import issues, but 45278 is a broad umbrella report while 44933 is one specific missing export; not the same concrete bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated: shard-size behavior in save_pretrained versus a Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is decoder-type selection and the other is tokenization output drift; too different to treat as the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling and a testing_utils bug do not share a concrete code path." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API and unexpected position-id keys are different regressions in different areas." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage and tokenizer protobuf error masking are unrelated model-loading/tokenizer issues." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failure modes; no clear shared defect." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Separate multimodal/image-processor method omission versus MLA layernorm config precision issue." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 compatibility failure and the other is degenerate training with FlashAttention 3; not mergeable as one bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor + torchvision dependency handling is unrelated to save_pretrained shard sizing." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A PyTorch precision warning during bfloat16 compilation is unrelated to a sam3_video/sam3_tracker config warning." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM issues: tensor split semantics versus RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in Transformers v5.4.0 is unrelated to the tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug do not look like the same underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model weight-shape mismatch in Qwen3-VL is not the same as missing projections in qwen3next." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video model loading without torchvision and testing_utils are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings API removal and gguf_file loading failures are distinct regressions." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None-handling and a loading failure for physical-intelligence/fast are too underspecified to confidently treat as the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration bug and v5.4.0 type-checking regression are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings in different model families; no shared code path." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen-related loading problems, but the concrete failures and model variants differ." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image-processor token counting and GlmMoeDsaIndexer torch.split behavior are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor torchvision dependency issue is unrelated to mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention training degeneration and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version support failure and PretrainedConfig type checking are different release issues." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and testing_utils bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied are separate training-stack problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different modules; both are import errors but not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are distinct model-specific issues." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes config field are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation parsing are different subsystems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model processor dependency handling and tokenizer mapping None-handling are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and a testing_utils bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 37, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44230", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45290", + "issue:45381", + "issue:45479", + "issue:45538" + ], + "soft_pairs": [ + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43992|issue:44484", + "issue:43937|issue:45538", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:38617|issue:43097", + "issue:43097|issue:43901", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:42907|issue:44655", + "issue:43525|issue:44117", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:36683|issue:43582", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43901|issue:44655", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "297c0a5e8300c1f479a15760830bc74bff526109d0f9c9a2c51bb9b7d9d55b5d", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37404, + "estimated_input_tokens": 9351, + "estimated_eval_tokens": 18958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with many v5 regressions and model-specific breakages; almost all soft pairs are non-duplicates. One CLIP output regression pair looks like the same underlying bug, but there are no pull requests in this cluster.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43097 is the broadest, most central v5-breaking-change report in the set (API removal with downstream impact) and is a reasonable anchor for the otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest representative issue: concrete regression, wider blast radius, and more likely to subsume related downstream breakages than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken TypeError and the other is a mapping-name/import assumption bug; different failure modes and fixes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same broad Qwen family, but one is a model-loading regression and the other is missing layer projections; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols from different modules; no evidence of one shared underlying breakage." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is offline/network behavior, the other is missing weights during model load; these are distinct issues." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal versus quantization/offloading behavior; unrelated code paths and fixes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weights and shard-size default behavior are different save/load concerns." + }, + { + "left": "issue:43937", + "right": "issue:45538", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to CLIP tokenizer max-length handling." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both mention model loading, but one is a missing top-level class export and the other is an AutoProcessor/torchvision crash." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The titles suggest tokenizer behavior, but there is not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Error messaging in pipeline versus pipeline serialization are separate concerns." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-backend problems on different models; not mergeable as one fix." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Importing a removed utility and removing a config helper are different API breakages." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "A v5 API removal versus a docs/behavior mismatch in text classification pipeline." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during compile and a compile failure under SDPA are distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Float32 warning on bf16 compile is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile+SDPA failure are different model-specific issues." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling backend behavior is unrelated to sequence-classification loss degeneracy." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized model weights is not the same as saving Pipeline objects." + }, + { + "left": "issue:43525", + "right": "issue:44117", + "accept": false, + "reason": "Missing config attribute for Llama4 and tokenizer mapping returning None are unrelated loader bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a model and Python-version compatibility are different problems." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to attention-scaling behavior." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Training-model-size bugs in xLSTM versus a BEiT image-processor label bug are not the same issue." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-compatible chat API rejection and Qwen2_5_VL chat-template batching are separate request-handling bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field regression and GPT2 attention scaling under SDPA are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression family: expected vision-model outputs are not populated correctly (attentions/hidden_states)." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A compile warning about bf16 precision is not the same as a flex_attention compile failure on newer torch." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions API acceptance and tool-call chat-template crashes are different layers of functionality." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different packages/symbols; no shared root cause shown." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a loading bug for Qwen3-VL-Moe, the other is an fp8 inference support request; not duplicates." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API request rejection and Qwen2.5-VL video position-id issues are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression and sorted-state_dict load error are different failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch and pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Removed import from configuration_utils versus local_files_only network requests are different breakages." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The lone accepted soft pair (issue:43618 / issue:43761) is plausibly the same CLIP output-regression family, while the rest of the rejects are cautious and well-justified. No PR-pair concerns since this cluster contains no PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 38, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478" + ], + "soft_pairs": [ + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:44220|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:44263|issue:45440", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:44188|issue:44380", + "issue:36010|issue:42757", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:43352|issue:43931", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:43992|issue:45478", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:42890|issue:44964", + "issue:28282|issue:33453", + "issue:43618|issue:44977" + ], + "prepared_review_unit_hash": "7366a3976dabe88e16375bf56c3932e21e5389af29e61045facfed56fbbb95da", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38181, + "estimated_input_tokens": 9546, + "estimated_eval_tokens": 19348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct issue reports across different models and subsystems. The soft-similarity pairs are generally topic-alikes rather than true duplicates; I would reject them all. The clearest representative issue in the set is the Qwen3.5 MoE from_pretrained regression (45310), which also appears to have a later near-identical follow-up report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 is the clearest self-contained regression report in the set and appears to represent the Qwen3.5 MoE from_pretrained failure family better than the later follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it has a concrete, reproducible model-loading failure and is the most likely anchor for the related Qwen3.5 MoE reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a model-specific layer-count bug and the other is a general GLM-5 RoPE implementation discussion; not the same defect." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both are save-related, but one is quantized-model saving failure and the other is Pipeline.save_pretrained() support; different code paths and failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute errors, but on different model classes and different missing fields; not a duplicate bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern loading/saving correctness, but one is a state_dict ordering load error and the other is a Qwen3.5 save_pretrained regression; different underlying problems." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction helper bug vs Pipeline serialization bug; unrelated functionality." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support error for a model vs invalid GenerationConfig for GLM-5; different failures." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type mismatch in v5 vs qwen2.5-vl video position-id bug; different components and symptoms." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "One is a model-class post_init policy issue, the other is GPT2 attention scaling being ignored in SDPA/FlashAttention; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated model/config issues." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return values in an indexer versus DeepseekV3 MoE implementation divergence; different subsystems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption versus a cache-strategy typo; clearly unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility in 5.1.0 versus Python 3.14 load failure; related only at a very broad packaging level, not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-attribute regressions on different configs (vocab_size vs pad_token_id); separate issues." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "torch.compile branching divergence in attention kernels is not the same as GPT2 scaling being ignored in SDPA/FlashAttention." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different dependencies: GenerationMixin import vs huggingface_hub offline helper import." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment regression versus Qwen3.5 save_pretrained regression; unrelated model areas." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute bug versus MoE load-balancing loss omission; different model families and mechanisms." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different loading bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad decoration proposal versus a broad import-error report after upgrade; not the same change." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Missing config attribute in Gemma3 versus FlashAttention support limitation for NemotronH; different problems." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "FlashAttention support error for one model versus weight-shape mismatch when loading Qwen3-VL; not duplicates." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance cleanup versus import latency sometimes being slow; the latter is a symptom report, not the same code change." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both are configuration/loading issues, but one is state_dict ordering and the other is a missing field silently dropped by strict config handling." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated: config missing vocab_size versus distributed training optimizer-state corruption." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing weight and Qwen3.5 MoE from_pretrained error are separate model-loading failures." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure versus type-checking breakage in v5.4.0; different regression classes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict ordering load bug versus incorrect visual encoder keys in save_pretrained; related only at a high level." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad decoration change is unrelated to Python-version compatibility." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import/load failure versus qwen2.5-vl video position-id bug; different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer missing ReLU versus DeepseekV3 MoE implementation divergence; unrelated code paths." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression versus patchtsmixer post_init policy; not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug versus OOM when loading a specific Qwen2-57B model with tp; different symptoms and likely different root causes." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State_dict load ordering bug versus a question about max_shard_size default; not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions assignment issue versus LwDetrImageLoss AMP/CUDA crash; different areas." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness from missing set_seed versus model load failure for Phi-4 multimodal; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch dependency versus tokenizer loading regression; only a superficial import-related similarity." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP output attentions regression versus Qwen3.5 flash-attention generation bug; different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 39, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30990", + "issue:31795", + "issue:33357", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38175", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44871", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:43723|issue:44556", + "issue:43502|issue:44062", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43502|issue:44485", + "issue:44075|issue:44871", + "issue:43010|issue:44368", + "issue:44315|issue:44360", + "issue:42890|issue:44373", + "issue:38175|issue:43502", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:42890|issue:43232", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:33357|issue:33453", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351" + ], + "prepared_review_unit_hash": "5f49b31a26a7e2462be7fe077a1ce91815482ceb94dc648b1a1880d9cd3b4729", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38798, + "estimated_input_tokens": 9700, + "estimated_eval_tokens": 19656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports; I did not find any soft pair that clearly describes the same underlying bug/change. The strongest single issue is the concrete Qwen3.5 MoE v5.4.0 loading regression, but there is no PR in the set.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45478 is the most concrete and actionable report: it names the affected version, model family, and failure mode (`from_pretrained` error), making it a good anchor issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 has a specific regression description and a narrow code path, so it is the best standalone issue candidate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but they concern different models and different failure modes; not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update decoration and SGD argument handling are unrelated code paths." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "One is a specific missing set_seed in a model integration test; the other is a generic testing_utils bug with no clear shared defect." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading regressions in v5, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad and not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network requests and AddedToken keyword duplication are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization OOM and checkpoint reload failure are different problems." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5 MoE/FP8-related work, but one is save_pretrained FP8 and the other is tensor-parallel metadata; not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad and Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad and generation kwargs sync behavior are different code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE loading, but one is missing tensor-parallel plan and the other is a broader from_pretrained regression; not clearly the same concrete bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor parallel metadata and a missing vision config field are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export breaks." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Running compiled Python files and slower filtering after upgrade are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs versus forward doc confusion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline/local-file request behavior and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "SGD optimizer arguments and eos_token_id config mismatch are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application and DSA indexer activation absence are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44373", + "accept": false, + "reason": "A flaky integration test and a docstring typo are not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43502", + "accept": false, + "reason": "Zero probabilities in a model and unwanted API requests are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they affect different models and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only networking and a one-word title are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and pipeline save_pretrained failures are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/Qwen3.5 MoE themed, but one is save_pretrained and the other is inference support; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file execution errors and PretrainedConfig typing issues are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and GLM46V image processor token counting are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:43232", + "accept": false, + "reason": "A failing seed-dependent test and generation cache kwargs handling are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading regression are different problems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing `is_offline_mode` import and broken `transformers env` CLI are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a one-word issue title are not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2_5_VL export are both v5 regressions but not the same concrete change." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing cache in generation and a typo in cache strategies are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing import in configuration_utils and broken env command are different failures." + }, + { + "left": "issue:33357", + "right": "issue:33453", + "accept": false, + "reason": "MacOS bus error in CLIP and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No substantive signal in the one-word issue; not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Doc confusion about forward args and an import error are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache import are different v5 export/CLI issues." + } + ] + }, + "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": 13, + "review_unit_index": 40, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43012", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43827", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:44485|issue:44961", + "issue:36296|issue:43526", + "issue:36296|issue:43012", + "issue:44273|issue:45003", + "issue:41628|issue:44355", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:44908|issue:45071", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43723|issue:44393" + ], + "prepared_review_unit_hash": "a934398c71474bf16c9d2f50804175eb609b75e80c5f4da82960552fafbd286e", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38388, + "estimated_input_tokens": 9597, + "estimated_eval_tokens": 19450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is largely heterogeneous: import/export regressions, tokenizer/model-loading bugs, docs drift, and several unrelated model/runtime issues. None of the soft-edge pairs look safe to merge as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44246 is the broadest, most discussion-heavy report around import-time regressions and is the best umbrella anchor for the import/loading subset.", + "canonical_pr_reason": null, + "best_issue_reason": "It has the clearest user-facing symptom and enough discussion to serve as a triage anchor for the import/loading complaints; the others are mostly narrower or more specialized reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Different problems: scheduler kwargs vs an unrelated placeholder issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import failures, but they concern different missing symbols and likely separate export paths." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs documentation mismatch; not the same underlying change." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast label handling are different code paths." + }, + { + "left": "issue:36296", + "right": "issue:43012", + "accept": false, + "reason": "Training bug vs bfloat16 compilation warning; not the same defect." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Possible lazy-loading overlap, but one is a general loading complaint and the other is a specific sys.modules access problem." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Import-name failure vs compiled-Python-file errors; no concrete shared bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Different model/math issues: RMS norm epsilon precision vs missing ReLU in a DSA indexer." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading issue and TF backend misdetection are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A concrete processor save_pretrained bug vs a placeholder bug report." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are separate v5 regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * removal is not the same as missing GenerationMixin cache behavior." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3-VL/Qwen3.5-Moe, but one is a bug report and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility and meta-init incompatibility are related to upgrade breakage, but not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings warning vs a cache-strategy typo; unrelated changes." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different API surfaces." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading/import issues, but one is import latency and the other is lazy loading correctness." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM model-type warning vs Liger Kernel model_init application are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch during save_pretrained is unrelated to the placeholder bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwarg regression are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating is unrelated to Qwen3-VL bounding-box hallucinations." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg handling and PretrainedConfig typing are distinct regressions." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL output bug; different root causes." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access issue is unrelated to the placeholder bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star removal performance regression vs missing HybridCache export are different symbol/export problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown vs a testing_utils bug; no shared code-path evidence." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo vs incorrect pipeline-parallel LLM output are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-time performance regression vs a typo in cache strategies; not the same issue." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application during model_init is unrelated to flash_attention_3 training collapse." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-family failures: bounding-box output vs from_pretrained error in Qwen3.5 Moe." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init handling and tied-weight-key crashes are separate model-internals bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for model.forward args vs tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time slowdown from import * removal and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to Qwen3-VL bounding-box output errors." + } + ] + }, + "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": 13, + "review_unit_index": 41, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:36683", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:42890|issue:43704", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:31515|issue:36683", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "6b21982e9ae1be24051b1e48ff3456fe30fbad620907e97fe52d8baf20c3806c", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701642, + "estimated_input_tokens": 175411, + "estimated_eval_tokens": 351078 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 38, + "serialized_chars": 34909, + "estimated_input_tokens": 8728, + "estimated_eval_tokens": 17712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: mostly unrelated issue reports around loading, tokenizer/config regressions, model-specific bugs, and docs/test noise. No soft-edge pair looks like the same concrete underlying bug or change, and there are no PRs to consolidate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44556 is the broadest loading/v5 compatibility report and is the closest thing to an umbrella issue here; however, the set is not actually a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 best represents the recurring checkpoint/model-loading regression theme among otherwise unrelated items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both mention save/pretrained-adjacent code, but one is Pipeline serialization and the other is tied-weight key handling; different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Different areas: CLI/env command breakage vs lazy loading behavior; no shared code-path issue." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated model internals: DSA indexer/ReLU vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue vs VRAM leak in dataloader threads; different change and failure mode." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; unrelated model logic." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs are unrelated bugs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion for forward args vs a concrete model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs issue vs ImportError for flash attention utility; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger kernel application in model_init is not the same as remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded inference vs RoPE implementation bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different math/encoding paths." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance issue vs memory leak bug; no overlap in underlying change." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage vs timestamp calculation in a processor." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math vs processor.save_pretrained missing files; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor math bug vs VRAM leak; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in one indexer vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm vs Gemma-4 audio positional encoding; different models." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "Flaky integration test seeding issue vs a runtime VRAM leak." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer v5-related, but one is a broad behavior change and the other is a specific decoder-type bug; not clearly the same underlying defect." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat template tool-call crash are separate failures." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Placeholder issue vs a testing_utils bug; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies vs unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attention assignment regression vs unrelated placeholder issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression vs unrelated placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing vs tied-weight key handling; different config fields and code paths." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs tied-weight key AttributeError; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slow vs ImportError for layer_type_validation; different failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request vs missing files on processor.save_pretrained; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowdown vs tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue vs forward doc confusion." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is fp8 inference support and the other is a from_pretrained regression; different changes." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading-related, but one is checkpoint load slowness and the other is tokenizer loading regression." + }, + { + "left": "issue:31515", + "right": "issue:36683", + "accept": false, + "reason": "Checkpoint loading slowdown vs Gemma3Config missing vocab_size; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models vs fp8 support for Qwen models; different feature gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 13, + "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": "b8668984fa84439432f32317baa962fab8616fa98bd9c2bcecce906078d2ca4b", + "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 unrelated feature-request issues: one asks for Flash Attention 2 support on more architectures, the other asks for GGUF support on more architectures. They target different subsystems and different deliverables, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different features and code paths: Flash Attention 2 support vs GGUF support. They are both broad architecture-support requests but 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": 4, + "component_count": 13, + "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-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "0aa0d148f039a45db1e8a688654b0d5beaa690844ef0fe5ec6683fb5b835b75a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like the same issue template family, but only #27088 is a concrete Turkish translation request; the other three are generic placeholder variants and don\u2019t clearly represent the same actionable issue.", + "confidence": 0.84, + "canonical_issue_reason": "#27088 is the only concrete, language-specific issue title ([i18n-TR] Turkish). The others are generic placeholders, so this is the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#27088 is the most actionable and specific issue in the cluster; it is clearly about Turkish docs translation rather than a templated placeholder.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same broad translation-template wording, but #44370 is generic and not clearly the same concrete issue as the Turkish-specific request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "High textual similarity, but the second item is a placeholder template rather than a specific Turkish docs translation issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The titles are template-related, but #43834 is generic and does not clearly duplicate the concrete Turkish translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template placeholders; similarity alone is not enough to confirm the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Generic placeholder titles with no concrete language or unique issue details; not safe to merge as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both look like the same template class, but there is no evidence they are the same specific issue." + } + ] + }, + "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": 13, + "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-36817-13", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42503|issue:45027", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "9f53b89a9d1a3218b91f99047b8d0383600d32aeea36ef74aab699563d2f60a6", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16011, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16011, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: every item is a separate model-request issue for different models, tasks, or modalities (BERT variants, TTS/ASR, audio, OCR, vision, sparse transformer). No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster because the requests are for different underlying models and capabilities, not the same bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, issue 37015 is the most generic and active 'Add X' request, but it still only covers NeoBERT and does not generalize to the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBERT vs DEIMv2; same broad category, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config support vs Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models and different code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs a weight-sparse transformer request; not the same underlying feature." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are distinct model families/modalities." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT are separate model requests, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS support target different models and integration work." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR; different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same model/change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT support and BERT-like RoPE models are different requests." + }, + { + "left": "issue:42503", + "right": "issue:45027", + "accept": false, + "reason": "ModernVBERT models vs Voxtral-4B-TTS are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic BERT-like RoPE request is not the same as Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but request different capabilities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and changes." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support does not overlap with a sparse-transformer architecture request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support and LFM2.5 Audio are distinct model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different tasks and model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are not the same change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer vs EUPE are different architectures and requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different models and integration paths." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated tasks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "166e51d89266207bc6ed9a94480f8d5239393cd6a85cb673806ac2bddf3dc779", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only superficially similar by theme (norms, kwargs, typos, warnings) but do not describe the same underlying bug or change. I would not deduplicate any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "If one representative is needed, issue:43240 is the most concrete and broadly actionable runtime bug report; however, the set does not contain a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43240 is the strongest global issue candidate because it reports an actual behavior bug with broader applicability than the more narrow typo/type-hint/model-design reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization, but one questions model design (RMS norm vs Llama4TextL2Norm) while the other is a config type-hint typo; not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both involve loss-related arguments, but 42936 is a specific Mask2Former ignore_value bug and 43240 is a general kwargs passthrough issue; close, but not clearly the same underlying defect." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated code paths and symptoms." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Loss ignore_value handling and a quantization-operation typo are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Model loss behavior vs config type-hint correctness; no shared bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "General loss kwargs forwarding and a ModernBERTConfig type-hint typo are different issues." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint bug and tokenizer warning regression are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint error and a naming typo in quantization code 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": 7, + "component_count": 13, + "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": "b8b1e5db0ffc5dba1f4dd070dd307c1ec1609f27bee2acef0859f5f09c91834d", + "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 appear unrelated: one is about Set Block Decoding, while the other requests DeepSeek v3.2 support. No shared targets, filenames, or concrete overlap suggests duplication.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue is a good canonical choice for the other because they describe different feature areas and different underlying changes.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is suitable as a global canonical issue; the topics do not align closely enough to represent the same bug or request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "These are different requests with no concrete overlap: one concerns block decoding behavior, the other requests model support for DeepSeek v3.2." + } + ] + }, + "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": 13, + "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": "696262ffa69273f8c062a80b6a7230eb522a782c32281f346fa0061246b45d08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are thematically adjacent but not duplicates: one is about making `Trainer.remove_unused_column` more customizable, while the other is about FLOPS estimation handling custom trainers.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems and code paths: custom column dropping in training data handling vs FLOPS counting logic for custom trainers. Shared mention of custom trainers is too broad to treat as 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": 9, + "component_count": 13, + "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": "12827ebdeff7fb3990b5867466140042aadb1132c77a175886c44487e3a6c3a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related model-registration requests for Qwen variants, but they target different AutoModel classes and different concrete capabilities, so they should not be treated as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43684 is the broader request: add Qwen3-Omni registration for AutoModel and AutoModelForConditionalGeneration, which is more likely to subsume a library registration gap.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best representative because it is the more general registration task and aligns with the broader API surface; 44405 is a narrower sequence-classification-specific support request for a different config.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Both are about Qwen model support, but one is for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration and the other is for AutoModelForSequenceClassification support in Qwen3.5. They affect different code paths and are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "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": "b3d98e982a19f3c41e59fdb39650bdc8ea6c396a125ee9085dbbbc22f7185b22", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "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 exact same generic title \"huggingface \" and are very likely duplicates; the separate \"Fett\" issue looks unrelated. I\u2019d keep the earliest huggingface report as the canonical issue.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 43845 is the earliest of the three highly similar \"huggingface \" reports, so it is the best canonical representative for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best overall issue candidate because it is the earliest and most likely to capture the shared huggingface report cluster; 43835 has a different title and appears unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete shared details beyond weak similarity; likely unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete overlap indicating the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and very close timestamps/body size; these look like duplicate reports of the same huggingface issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and strong similarity; likely duplicate reports of the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and strong similarity; likely duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three issues with identical \"huggingface \" titles do form a plausible duplicate cluster, and 43835 has only weak similarity plus a different title. The canonical choice of the earliest huggingface report is conservative, and the soft-edge accepts are supported by the repeated title and high soft-similarity scores without overstating certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 13, + "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": "3e81cee2e8719bb9a008dcd53f3041fc16b22bbc28d14f5670a6703f90c71ca8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates of one substantive issue; the cluster looks like mostly spam/placeholder issues with one vague documentation suggestion, so there is no clear canonical bug report here.", + "confidence": 0.98, + "canonical_issue_reason": "No issue has enough concrete problem description to serve as a true canonical report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the least spam-like and the only one with a somewhat descriptive title, but it still lacks actionable detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both look like spam placeholders and provide no evidence of the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both look like spam placeholders and provide no evidence of the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a generic documentation suggestion; not the same concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated title about Google LLC; no shared bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; not a duplicate underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; not a duplicate underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no concrete issue content tying them to the same underlying bug." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated Google LLC title; no evidence they describe the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated Google LLC title; no evidence they describe 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": 12, + "component_count": 13, + "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": "01374fd53b5e155cf20472def2ded764b9ffb42d9e1c1f6a91f5e742d8da3abe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The issues are highly similar and share the exact title, but the available evidence is still soft rather than definitive. I would keep 45145 as the canonical issue if these are later confirmed duplicates, while treating the pair as likely duplicates rather than a certain duplicate match.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45145 is earlier and already has an inbound reference, so it is the best canonical representative among these highly similar reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45145 is the most stable thread to keep because it predates 45151 and has incoming linkage, making it the better anchor for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles are identical and the similarity signal is strong, but the packet does not provide enough body-level evidence to confidently say they are the same underlying report; this is better treated as likely duplicates / highly similar issues rather than a confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is grounded, but the duplicate verdict is a bit too strong for the evidence available. The packet only shows identical titles plus a soft-similarity signal (with deterministic_accept=false), not enough to call the bodies 'identical' or the reports unquestionably the same. A more conservative phrasing would be that they are likely duplicates / highly similar reports, with 45145 as the better canonical issue because it is earlier and has an inbound reference." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "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": "pull_request", + "component_index": 1, + "component_count": 23, + "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-39895-13", + "nodes": [ + "pull_request:39895", + "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:45435", + "pull_request:45454", + "pull_request:45489" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "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:45435", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45454", + "pull_request:43823|pull_request:45435", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45435", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45489", + "pull_request:44827|pull_request:45170", + "pull_request:43823|pull_request:44827", + "pull_request:45213|pull_request:45435", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45435", + "pull_request:45454|pull_request:45489", + "pull_request:43823|pull_request:45489", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "b107fcc833948d4b8d500d44e3c943c46ee2b4c6ddf76992f2761d487c40d4e0", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 23, + "serialized_chars": 37423, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 23, + "serialized_chars": 37423, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated open PRs across different models and features. The only true duplicate-looking pair is the two `fixed_cross_entropy` fixes (#43251 and #43254), which address the same loss helper and the same underlying kwargs passthrough bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43251 is the best canonical PR for the only duplicate pair: it has the explicit issue link, edits the same loss helper, and cleanly represents the `fixed_cross_entropy` kwargs fix.", + "best_issue_reason": null, + "best_pr_reason": "#43251 is the strongest representative of the accepted duplicate cluster because it targets the shared bug directly, is issue-linked, and could subsume #43254's nearly identical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: new VideoPrism model/docs vs an Executorch dynamic-shape test. Same broad area of tooling/testing only superficially." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-auto robustness tweaks are unrelated to adding a new MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Same file? no; but different problems: loss helper kwargs passthrough vs MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Unrelated code paths: cross-entropy helper vs Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test and Mistral4 fixes are different bugs and not mergeable into one PR." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45435", + "accept": false, + "reason": "Executorch dynamic-shape export test is unrelated to Whisper tokenizer special-token indexing." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch exportability test vs new MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45454", + "accept": false, + "reason": "MobileLLM model addition and Gemma4 text-only training support are distinct features/bugs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45435", + "accept": false, + "reason": "MobileLLM model implementation is unrelated to Whisper tokenization edge-case fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45489", + "accept": false, + "reason": "Different model families and different objectives: MobileLLM addition vs Gemma3n/Gemma4 cache-sharing alignment." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill changes are completely different areas." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45435", + "accept": false, + "reason": "Falcon forward signature refactor does not match the Whisper tokenizer bug fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45489", + "accept": false, + "reason": "Mistral4 test fixes and Gemma3n/Gemma4 cache-sharing alignment are different concrete changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "MobileLLM model addition and Mistral4 test fixes are unrelated." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45435", + "accept": false, + "reason": "Model-creation skill scaffolding and Whisper tokenization fix do not share the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45435", + "accept": false, + "reason": "Mistral4 fixes and Whisper tokenizer fix are different code paths." + }, + { + "left": "pull_request:45454", + "right": "pull_request:45489", + "accept": false, + "reason": "Both are Gemma-family PRs, but one fixes text-only training masks while the other aligns cache sharing; same ecosystem, not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45489", + "accept": false, + "reason": "MobileLLM addition is unrelated to Gemma3n/Gemma4 cache-sharing work." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `fixed_cross_entropy` in the same file to pass supported kwargs to `nn.functional.cross_entropy`; they address the same bug and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted duplicate pair, #43251/#43254, is well supported by the shared file, shared issue target, and nearly identical `fixed_cross_entropy` kwargs fix. The other soft-edge rejections are appropriately cautious and do not overstate mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 23, + "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": "ac11bcbebe4f4674c9db7a6749d7911ebcb9d2e7ff15e82b1271165df92cf29f", + "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": "Two distinct VibeVoice PRs: one for the base model implementation and one for a separate realtime extension. They overlap on shared model files, but they are not the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the better canonical representative for the cluster: it is the original, broader VibeVoice implementation and has much more review/discussion activity; PR 42781 is a later, narrower realtime follow-on.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest representative overall because it covers the base VibeVoice integration more completely and appears more mature, while PR 42781 is a separate realtime feature branch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared filenames reflect the same model family, but the PRs target different work: base VibeVoice vs. VibeVoice Realtime. They are related follow-ons, not the same mergeable code-path 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": 3, + "component_count": 23, + "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": "d17fa45ab109cd634be380d38671803a3711e2d3e88075cd5000840301efd3c5", + "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 unrelated PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. The shared similarity is only superficial (both add docs/tests and model code).", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the changes target different model families, different code paths, and different end-user features.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good representative of the cluster as a duplicate target because they do not appear to implement the same underlying change or bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: different models and features (TimesFM covariate forecasting vs DINOv3 image classification); no shared concrete code-path problem to 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": 4, + "component_count": 23, + "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-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "7070c9571772fa9b3044323478b510030f5cc277be75caed43a78d27b11832c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5929, + "estimated_input_tokens": 1483, + "estimated_eval_tokens": 3222 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5929, + "estimated_input_tokens": 1483, + "estimated_eval_tokens": 3222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are DEIMv2 model-integration work against the same tracking issue; 44339 is the broader, later, more complete implementation and likely supersedes 41356.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the better canonical PR because it is the more complete DEIMv2 integration (adds auto mappings, loss, conversion script, modular file, and config checks) and appears to supersede the smaller initial scaffold in 41356.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the best representative of the cluster since it covers the full Transformers integration path rather than only the initial model/image-processor/test subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": true, + "reason": "Same underlying change: adding DEIMv2 support to Transformers under the same issue target. 44339 expands the same model integration rather than introducing a different feature, so these plausibly belong to one merged PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 41211 and share core DEIMv2 files, while 44339 clearly extends the same integration with additional components. The soft-edge accept is conservative and the pair does look mergeable as one DEIMv2 bugfix/integration effort." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 23, + "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-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "7970388d5d6dec499c77bd5e0a16078c9d83eee132cbe0eaea0e03fb46f87447", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs adding different models (DeepSeek OCR vs Isaac). They share some transformer plumbing and docs structure, but not the same underlying bug or change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs introduce different models, configs, processors, and tests, so they are not the same change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because the items are heterogeneous and address separate model integrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions with distinct codepaths and artifacts; shared auto-registration/docs scaffolding is too broad to indicate 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": 6, + "component_count": 23, + "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-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "9efc3776f8aac2f84773a4f8966557b4988dc116e4c90daded2b577909c59501", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition pull requests that happen to touch some shared auto-registration files. They do not fix the same code path or implement the same change, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "Neither PR can serve as a canonical duplicate target for the other: #42166 adds InternVLFlash docs/model plumbing, while #45426 adds AXK1 model support and auto-docstring updates. Different models, different code paths, different intended changes.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a better duplicate representative here; both are distinct feature additions rather than duplicate fixes, so there is no canonical PR in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Reject: they introduce support for different models (internvl_flash vs ax_k1). Overlap in auto-registration files is incidental and not evidence of the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 23, + "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-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "cddf5f71bbaec7d7bfb697f5ffe51ddada4ba44caac9c208ae1a200a174cc894", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not true duplicates. Only PR #42227 is a substantive Whisper bug fix; #43291 is a Whisper tokenizer/test refactor, #43665 is an unrelated test-only change, and #44815 is an unrelated FP8/dequantization fix. The apparent overlaps are too broad to merge safely.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42227 is the best canonical representative because it fixes a concrete Whisper pipeline bug ('return_language') with an explicit issue link and targeted code/test changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #42227 is the strongest representative of the cluster: it addresses a real, specific bug in the ASR pipeline, unlike the other PRs which are test-only or unrelated subsystem changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both touch Whisper, but #42227 fixes ASR pipeline return_language plumbing while #43291 is a tokenizer/decode/test refactor. Different concrete code paths and not safely mergeable as one PR." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "#43665 is just dummy test edits across CLIP and ViT, unrelated to Whisper return_language. No shared underlying bug or change." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "#44815 is a broad FP8/dequant/model-loading change for Mistral/FP8, unrelated to Whisper ASR behavior." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "#43291 is Whisper tokenizer behavior/tests; #43665 is unrelated test noise. Different areas and no common fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer changes and FP8/dequant changes are unrelated subsystems and bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "One PR is unrelated test-only edits, the other is a substantive FP8/dequant fix. No duplicate relation." + } + ] + }, + "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": 23, + "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": "8c6293a248e57370dbbcd190baf518a304f9893c78b94be008735743bcd883b0", + "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": "These are both GitHub Actions maintenance PRs, but they target different action families and different upgrade goals. They share a broad CI/workflow theme, not the same underlying change, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the closer representative of the cluster only in a broad sense because it spans many workflow files, but it is still not a duplicate of 42976 and should not be treated as the canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and related workflow versions. They are separate maintenance changes and not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 23, + "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-42978-10", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43838", + "pull_request:43973", + "pull_request:44601", + "pull_request:45157", + "pull_request:45283", + "pull_request:45490", + "pull_request:45532" + ], + "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:43448|pull_request:45532", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:45532", + "pull_request:43838|pull_request:45283", + "pull_request:43973|pull_request:45283", + "pull_request:44601|pull_request:45532", + "pull_request:45157|pull_request:45532", + "pull_request:45283|pull_request:45532", + "pull_request:45490|pull_request:45532" + ], + "prepared_review_unit_hash": "d554d3ba6d67c49211ae37faa6cfcfe0e9314622280ada12e0209d8e8ac9a9ed", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 32127, + "estimated_input_tokens": 8032, + "estimated_eval_tokens": 16320 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 32127, + "estimated_input_tokens": 8032, + "estimated_eval_tokens": 16320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: it mixes several unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, Qwen3 ASR, LFM2 Audio, CTSM, SLANet) plus unrelated infra/loader work (pipeline parallel, GGUF). The shared files are mostly boilerplate docs/auto-registry edits, not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a safe canonical representative because the cluster spans multiple distinct model implementations and unrelated infrastructure changes; merging or deduplicating them would conflate separate features.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and code paths: ViT NEPA vs Molmo. Similar new-model scaffolding and docs are not enough to treat them as the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. Shared registry/docs patterns are boilerplate, not duplicate functionality." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. No shared bug or concrete implementation to merge into one PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model implementations with distinct filenames and support code; they are not the same underlying feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model support PRs; overlapping auto/docs edits are incidental boilerplate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45532", + "accept": false, + "reason": "Molmo and SLANet are different models and would not plausibly be merged as one concrete change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are distinct model-support additions, not duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45532", + "accept": false, + "reason": "Molmo2 vs SLANet are unrelated model additions; shared support files do not indicate the same fix/change." + }, + { + "left": "pull_request:43838", + "right": "pull_request:45283", + "accept": false, + "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading support solve different problems: model integration vs file-format loading." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Lfm2 Audio model support is unrelated to Qwen3.5 GGUF loading; they touch different code paths and features." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45532", + "accept": false, + "reason": "Pipeline-parallel runtime support is infrastructure work, not the same concrete feature as SLANet model support." + }, + { + "left": "pull_request:45157", + "right": "pull_request:45532", + "accept": false, + "reason": "PrismML Bonsai GGUF support and SLANet model support are different changes with no shared underlying bug or code path." + }, + { + "left": "pull_request:45283", + "right": "pull_request:45532", + "accept": false, + "reason": "Qwen3.5 GGUF loading support is unrelated to SLANet model integration; only broad auto/docs plumbing overlaps." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45532", + "accept": false, + "reason": "CTSM and SLANet are separate model-support PRs; similar registry/docs edits do not make them 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": 10, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "069a0f5b6ed2f1305dd9767fb616f1aa8b9bf746e1a592d8bf8059bd95b95669", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7463, + "estimated_input_tokens": 1866, + "estimated_eval_tokens": 3988 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7463, + "estimated_input_tokens": 1866, + "estimated_eval_tokens": 3988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated open '[don't merge]' PRs with only superficial overlap from shared test-file touchpoints. One changes packaging/version and test deps, one rewires self-comment CI workflows, and one adds a PR-CI caller plus a couple of dummy edits. They do not look like the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a true duplicate target here; if one must be named, PR #43532 is the most substantial and centrally about CI/workflow plumbing, but it is still not equivalent to the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the strongest representative because it makes the broadest, most coherent change set around CI/workflow logic, whereas the others are more like isolated packaging or placeholder edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different changes: #43488 is packaging/version plus test dependency plumbing, while #43532 is a workflow refactor for self-comment CI. Shared test filenames look incidental, not the same bug/change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "#43488 targets setup/version and dependency tables; #45476 adds a PR CI caller workflow and unrelated dummy code/test edits. They do not fix the same concrete path." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch workflow/test areas, but #43532 rewrites self-comment CI handling while #45476 adds a PR-CI caller plus placeholder source/test edits. Not mergeable as one fix and not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 23, + "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": "ac2b746534e8794b229f8b70f68d829d815e24fcf255c5603bd88643f39a20fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct PRs adding separate segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They overlap in documentation and pipeline scaffolding, but they address different functionality and model support, so they should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the stronger canonical representative because it is the broader, more complete feature addition with support across multiple model families and a larger integration surface.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best single representative for this cluster because it adds the more substantial end-to-end pipeline implementation and wider model/test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features: 'Promptable Concept Segmentation' vs 'Promptable Visual Segmentation'. They share pipeline/documentation plumbing, but target different tasks, models, and code paths, so they are not the same change 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": 12, + "component_count": 23, + "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": "38e78117a1cf684cc6cdea87571fc2a38eaa0b143b4728790326a6a73cde8ac1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate Trainer extensibility PRs: one adds a hook for gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They share a file but not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different Trainer behaviors and are not duplicates or mergeable into one change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global representative of the cluster; if forced, 43651 is slightly more self-contained, but it is still unrelated to 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: these are different Trainer hooks in different code paths (loss scaling vs column filtering), so they are not the same underlying fix and should not be merged together." + } + ] + }, + "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": 23, + "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-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "91db104839b1849445f0f7e8b375286919d9d80abf32a63b62167eeb6d8de5e9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are close duplicates around the TypeAdapter NameError in `src/transformers/cli/serve.py`; one is a direct focused fix, while the other is a broader/related annotations cleanup that looks adjacent but not identical. I would treat the PR tied to issue #43824 as the best representative.", + "confidence": 0.7, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the clearest canonical representative: it directly and narrowly fixes the TypeAdapter NameError in `serve.py` with the smallest scope.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best standalone fix in the cluster because it directly addresses the concrete NameError path and is more focused than the broader annotation changes in the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both mention TypeAdapter NameError in the CLI, but #43656 appears to be a broader annotations/future-import cleanup tied to a different issue target, while #43842 specifically fixes the pydantic/TypeAdapter import-time problem; similar symptom, not clearly the same change." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "These are very likely the same underlying `serve.py` TypeAdapter NameError fix: both touch the same file, target the same issue, and both wrap the TypeAdapter annotation/import to avoid runtime evaluation; they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The split between 43656 and 43842 is supported by the different issue targets and the broader scope of 43656, while 43836 and 43842 are plausibly mergeable variants of the same serve.py TypeAdapter fix tied to the same issue target. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 23, + "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-43757-3", + "nodes": [ + "pull_request:43757", + "pull_request:45500", + "pull_request:45506" + ], + "soft_pairs": [ + "pull_request:45500|pull_request:45506", + "pull_request:43757|pull_request:45500", + "pull_request:43757|pull_request:45506" + ], + "prepared_review_unit_hash": "00dd01a28721dba89721a294a04a35839a02d571ce5706f74682ec06a01fd29e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7755, + "estimated_input_tokens": 1939, + "estimated_eval_tokens": 4134 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7755, + "estimated_input_tokens": 1939, + "estimated_eval_tokens": 4134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs form a clear lineage around GPT-OSS GGUF support. PR 45506 is the most complete/latest implementation and explicitly supersedes 45500; 43757 is an earlier fallback-only workaround on the same code path but not the same concrete change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45506 is the best canonical PR: it is the latest and most complete GPT-OSS GGUF loading fix, adds the ggml metadata mapping plus tests/docs, and explicitly says it supersedes 43757 and shares the same target as 45500.", + "best_issue_reason": null, + "best_pr_reason": "Use PR 45506 as the representative PR because it fully addresses the GPT-OSS GGUF loading problem rather than just adding a temporary fallback.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45500", + "right": "pull_request:45506", + "accept": true, + "reason": "Same title, same issue target, same core files, and 45506 is a direct superseding expansion of 45500 for the same GPT-OSS GGUF loading change." + }, + { + "left": "pull_request:43757", + "right": "pull_request:45500", + "accept": false, + "reason": "Related GPT-OSS GGUF work, but 43757 is only a fallback-to-gpt-neox workaround while 45500 is a fuller loading-support implementation; not the same concrete PR change." + }, + { + "left": "pull_request:43757", + "right": "pull_request:45506", + "accept": false, + "reason": "43757 is a temporary architecture fallback; 45506 adds full GGUF loading support, metadata mapping, and tests, so they are related but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 23, + "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": 16, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "255e4cab2b8b92a0b279f8425c04aac86606fefa537522a733142bd232b7b96d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of independent per-model output-tracing refactors, not one duplicate PR set. The only clear duplicates are within the GPT-J/GPT-Neo lineage; the rest share the same standardized-decorators theme but touch different models/code paths.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR spans the whole cluster; it mixes many separate model-specific refactors. The closest true duplicate lineage is the GPT-J/GPT-Neo output-tracing work.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest representative of the true duplicate subset: it is a later, broader GPT-J/CodeGen output-tracing refactor and overlaps the same code path as 44066/44085.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; shared issue target is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; 44066 is a broader variant of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families (RegNet/ResNet/RT-DETR vs EfficientNet); not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing vs GPT-J/CodeGen output tracing are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; only the refactor pattern matches." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same theme, different model." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing on the same code path; looks like an iterative duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same broad refactor theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet are unrelated model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; shared decorator refactor theme only." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; different models and code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; not the same fix." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen; same theme only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5; unrelated model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBert; different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; not the same underlying bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer vs GPT-Neo; different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; unrelated model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; only the output-tracing pattern matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; not the same fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; same theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM; not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs SegFormer; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; not a duplicate." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; same broad refactor theme only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa; unrelated model code." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is a broader later variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the GPT-J output-tracing code path and are plausibly mergeable into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; not the same bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet; different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs Vits; only the output-tracing pattern is shared." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; unrelated model code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most PRs are model-specific output-tracing refactors that share a theme but not a code path, and the only clearly mergeable duplicate lineages are the GPT-J/GPT-Neo variants. The accepted soft pairs are conservative and look mergeable into single bugfix PRs for the same underlying change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "adbf9e474a2f67aed2cf831ec45231cf0738c15ab0e46f06c30850c7c835e7e3", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are thematically similar standardized output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the clearest representative of the theme because it has an explicit issue link and a concrete output-capture refactor, but it is still model-specific and not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest reference PR in this set: explicit target, clear scope, and a fuller implementation of the same refactor pattern. The others are separate model migrations rather than one mergeable change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same general output-tracing refactor theme, but VisualBert and TextNet are different model code paths with different model-specific implementations and tests; not the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both standardize output tracing, but MPNet and VisualBert are distinct architectures with separate forward logic; too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared refactor pattern only; MPNet and TextNet touch different model implementations and are not a single concrete bug fix or mergeable change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model paths; similarity is only in the refactoring approach, not the underlying code change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both migrate output handling, but SqueezeBert and SpeechT5 have different forward signatures and tracing logic, so they are separate PRs rather than 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": 17, + "component_count": 23, + "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": "b41aa4fb1b950bd8e8249fcb36f34ee9daba0c4d83cf2674def526f1f4cc86b2", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are model-specific output-tracing refactors with very similar wording, but they target different code paths and should not be deduplicated as one change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the most representative exemplar of the shared refactor style, but it is still model-specific and not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, different model and code path; 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no shared model code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and files; both refactor outputs but not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate wrapper/model code paths; too generic to merge as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers and outputs; not a duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model architectures; only the refactor motif matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model-specific implementations, not one concrete bug or fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths and models; 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They share generic Hugging Face integration scaffolding, but they do not target the same underlying bug or code change, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical duplicate representative here because each PR introduces a different model with different files, configs, and model code; the overlap is limited to common registry/docs updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and capabilities: PenguinVL implementation vs Voxtral TTS support. 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They touch similar framework entrypoints, but not the same code-path problem 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": 19, + "component_count": 23, + "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": "0f2cdcdbf510e5701afc3b0c5482ad6633d2c49acc21022ebd2241eade525a6c", + "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": "These PRs are related but not duplicates: #44979 adds the foundational Module Fusion API, while #45363 implements a specific n-to-1 kernel fusion feature via KernelConfig on top of that infrastructure.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete, user-facing change: it wires kernel fusion through KernelConfig, updates integration points, and includes an example. #44979 is a lower-level API foundation.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the better cluster representative because it targets a specific end-to-end fusion capability rather than just introducing the underlying module-fusion scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but they address different layers: #44979 introduces the generic module-fusion API, while #45363 adds a concrete n-to-1 kernel fusion implementation using KernelConfig. They are not the same underlying code-path fix and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 23, + "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": "d8018216b5290d9b5a9bc3fb0b1d460c87ccc979a93308ba17eb4f058020f02d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs appear to address the same Mistral regex AttributeError in `src/transformers/tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; they target the same issue and could plausibly be merged into one PR. `45317` is the stronger canonical choice because it includes the same fix plus test coverage.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:45317` is the better canonical PR: it implements the same code fix as `45086` and also adds a test file, making it the more complete patch for the same bug.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:45317` is the best PR overall because it fixes the same concrete bug with additional regression coverage, while `45086` is the narrower earlier version of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same code path and same target issue; the later PR is effectively an expanded version with tests, so these are duplicate/mergeable 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": 21, + "component_count": 23, + "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": "3b9878b0ef8a836cfee4ea46ed0724ac818caff7a12e980cad362a64b378e304", + "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": "Related heterogeneous-support PRs, but they address different layers of the feature: one adds per-layer config plumbing, the other adds model/runtime behavior. Shared files are mostly foundational, so this is not a duplicate pair.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader end-to-end heterogeneous model support change and is the most representative single PR in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 covers the concrete inference/modeling code-path changes plus the supporting heterogeneity plumbing, making it the better canonical representative than the config-only PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Not the same underlying change: 45333 introduces per-layer config support, while 45332 adds heterogeneous modeling/cache behavior that depends on that plumbing. They could be related in sequence, but they are not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 23, + "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": "e6f63d1d28d8f19894bfb8a9ff0e6d029b6b39d6e4ddaea38be6c3b1538c8626", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5305, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5305, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-focused pull requests, but they address different changes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds a few typing aliases/protocols for `modeling_utils`/PEFT integration. They are related in theme but not the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader representative of the cluster: it applies type-checking changes across many transformer modules and updates config to support those checks.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the best cluster representative because it is the larger, more central typing cleanup; PR #45425 is a narrower follow-up-style typing support change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they target different code changes and scopes. The shared filenames and general typing theme are not enough to treat them as the same mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 23, + "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-45470-2", + "nodes": [ + "pull_request:45470", + "pull_request:45487" + ], + "soft_pairs": [ + "pull_request:45470|pull_request:45487" + ], + "prepared_review_unit_hash": "bde883306a82a307d2488425fd1c4c4917213a4ebe7a565420275dffb84c2748", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5068, + "estimated_input_tokens": 1267, + "estimated_eval_tokens": 2790 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5068, + "estimated_input_tokens": 1267, + "estimated_eval_tokens": 2790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs address unrelated problems: one skips flash-attn tests for Sam3LiteTextModel, while the other fixes model-parallel device handling in several text/vision-text models. They should not be clustered together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the stronger canonical PR because it fixes a concrete runtime bug across multiple models with code changes, whereas #45470 only disables tests for an unsupported flash-attn path.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the best representative of the cluster since it contains the substantive product fix; #45470 is only a test-skip workaround and not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45470", + "right": "pull_request:45487", + "accept": false, + "reason": "Different underlying issues: #45470 skips flash-attn composite-model tests for Sam3LiteTextModel, while #45487 fixes token_type_ids/device placement in model parallel code paths. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/manifest.json b/snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..edff17cfcf28552a52d09fa8c482dddde7f8d858 --- /dev/null +++ b/snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260421t180049z", + "artifacts": { + "hybrid": "snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-21T18:05:21Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260421T180049Z", + "variant": "hybrid" +} diff --git a/snapshots/20260421T180049Z/manifest.json b/snapshots/20260421T180049Z/manifest.json index 49ae3b46f9d5c90308fa32fe7002f2d0e2ca2bd0..1888d8c2e639865a28ce6ab366f7187144dd1032 100644 --- a/snapshots/20260421T180049Z/manifest.json +++ b/snapshots/20260421T180049Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1186 }, "extracted_at": "2026-04-21T18:00:49Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260421t180049z", + "runs": { + "hybrid-model-20260421t180049z": { + "analysis_id": "hybrid-model-20260421t180049z", + "artifacts": { + "hybrid": "snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/manifest.json", + "model": null, + "published_at": "2026-04-21T18:05:21Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260421T180049Z", "watermark": {